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cellink

  • Tutorials
    • Tutorial: Pseudobulk eQTL Analysis with cellink
    • Tutorial: eQTL Analysis with JaxQTL and TensorQTL using cellink
    • Tutorial: Annotating Genetic Variants with cellink
    • Tutorial: Rare Variant Association Testing with cellink
    • Tutorial: LD Clumping and Identifying Independent Signals with cellink
    • Tutorial: Colocalization Analysis - Linking eQTLs to GWAS Signals with cellink
    • Tutorial: Integrating GWAS with Single-Cell Data using cellink
    • Tutorial: Spatially Resolved GWAS Mapping with gsMap
    • Tutorial: eQTL Analysis with SAIGE-QTL using cellink
    • Tutorial: Using EHR Data as Donor-Level Input in cellink
    • Tutorial: Using the MILDataset and PyTorch DataLoader in cellink
  • API
    • DonorData
      • cellink.DonorData
    • Preprocessing pp
      • cellink.pp.variant_qc
      • cellink.pp.cell_level_obs_filter
      • cellink.pp.donor_level_obs_filter
      • cellink.pp.donor_level_var_filter
      • cellink.pp.log_transform
      • cellink.pp.low_abundance_filter
      • cellink.pp.missing_values_filter
      • cellink.pp.normalize
    • Input-Output io
      • cellink.io.from_sgkit_dataset
      • cellink.io.read_plink
      • cellink.io.read_bgen
      • cellink.io.read_sgkit_zarr
      • cellink.io.read_pgen_zarr
      • cellink.io.stream_pgen_to_zarr
      • cellink.io.to_plink
      • cellink.io.write_variants_to_vcf
    • Tools tl
      • cellink.tl.get_snp_df
      • cellink.tl.run_favor
      • cellink.tl.run_snpeff
      • cellink.tl.run_vep
      • cellink.tl.add_vep_annos_to_gdata
      • cellink.tl.combine_annotations
      • cellink.tl.aggregate_annotations_for_varm
      • cellink.tl.run_burden_test
      • cellink.tl.run_skat_test
      • cellink.tl.beta_weighting
    • External tools tl.external
      • cellink.tl.external.calculate_ld
      • cellink.tl.external.run_jaxqtl
      • cellink.tl.external.read_jaxqtl_results
      • cellink.tl.external.run_mixmil
      • cellink.tl.external.calculate_pcs
      • cellink.tl.external.run_tensorqtl
      • cellink.tl.external.read_tensorqtl_results
      • cellink.tl.external.run_scdrs
      • cellink.tl.external.run_seismic
      • cellink.tl.external.run_magma_pipeline
      • cellink.tl.external.run_saigeqtl
      • cellink.tl.external.configure_saigeqtl_runner
      • cellink.tl.external.get_saigeqtl_runner
      • cellink.tl.external.make_group_file
      • cellink.tl.external.read_saigeqtl_results
      • cellink.tl.external.load_gsmap_results
      • cellink.tl.external.format_gsmap_sumstats
    • Plotting
      • cellink.pl.locus
      • cellink.pl.manhattan
      • cellink.pl.qq
      • cellink.pl.expression_by_genotype
      • cellink.pl.volcano
    • Machine Learning ml
      • cellink.ml.MILDataset
      • cellink.ml.mil_collate_fn
      • cellink.ml.DonorMILModel
    • Association Testing at
      • cellink.at.acat_test
      • cellink.at.compute_acat
      • cellink.at.GWAS
      • cellink.at.Skat
    • Utils
      • cellink.utils.column_normalize
      • cellink.utils.gaussianize
      • cellink.utils.one_hot_encode_genotypes
      • cellink.utils.dosage_per_strand
    • Resources
      • cellink.resources.get_1000genomes
      • cellink.resources.get_1000genomes_grch38
      • cellink.resources.get_dummy_onek1k
      • cellink.resources.get_onek1k
      • cellink.resources.get_eqtl_catalog_dataset_associations
      • cellink.resources.get_eqtl_catalog_datasets
      • cellink.resources.get_gwas_catalog_studies
      • cellink.resources.get_gwas_catalog_study
      • cellink.resources.get_gwas_catalog_study_summary_stats
      • cellink.resources.get_pgs_catalog_score
      • cellink.resources.get_pgs_catalog_scores
      • cellink.resources.get_1000genomes_ld_scores
      • cellink.resources.get_1000genomes_ld_weights
  • Changelog
  • Contributing guide
  • References
  • .ipynb

Tutorial: eQTL Analysis with SAIGE-QTL using cellink

Contents

  • Environment Setup
  • Configure SAIGE-QTL Runner
  • Load and Prepare Data
  • Analysis Workflows
    • 1. Basic cis-eQTL Analysis (Single-Variant Tests, Steps 1 + 2)
    • 2. Step-by-Step Analysis
      • Step 1 Only: Fit Null Model
      • Step 2 Only: Association Testing
      • Step 3 Only: Gene-Level P-values
    • 2. Advanced: Custom Covariate Specification
  • Advanced Usage: Dry Run and Command Generation
    • Generate Commands Without Execution
  • Save Commands to File

Tutorial: eQTL Analysis with SAIGE-QTL using cellink#

This tutorial demonstrates how to perform eQTL analysis using SAIGE-QTL through the cellink package. SAIGE-QTL uses a Poisson mixed model that accounts for sample relatedness and is particularly well-suited for single-cell eQTL analysis. It also accounts for sample relatedness through genetic relationship matrices, handles both common and rare variant analysis and supports cell-level and individual-level covariates. This notebook assumes familiarity with single-cell data processing and basic statistical genetics concepts. The cellink package provides convenient wrapper functions that handle data preparation and formatting for SAIGE-QTL. For the installation please refer to the docs of SAIGE-QTL. We recommend using the provided Docker container.

SAIGE-QTL analysis consists of three steps:

  • Step 1: Fit null Poisson mixed model (one per gene)

  • Step 2: Perform association tests (single-variant or set-based)

  • Step 3 (optional): Calculate gene-level p-values using ACAT

SAIGE-QTL has a range of further options, such as set-based analysis, genome-wide analysis with LOCO or conditional analysis, which are alll supported in the cellink wrapper. For more details please however refer to the docs of SAIGE-QTL.

Environment Setup#

import scanpy as sc

from cellink.resources import get_dummy_onek1k
from cellink.tl.external import run_saigeqtl, configure_saigeqtl_runner

# Analysis parameters
n_gpcs = 20
n_epcs = 15
chrom = 22
cis_window = 500_000
cell_type = "CD8 Naive"
celltype_key = "predicted.celltype.l2"

Configure SAIGE-QTL Runner#

The runner handles execution across different environments (local, docker, singularity):

runner = configure_saigeqtl_runner("../../src/cellink/tl/external/config/saigeqtl_docker.yaml")

Load and Prepare Data#

dd = get_dummy_onek1k(config_path="../../src/cellink/resources/config/dummy_onek1k.yaml", verify_checksum=False)
print(f"Dataset shape: {dd.shape}")

dd.G.obsm["gPCs"] = dd.G.obsm["gPCs"][dd.G.obsm["gPCs"].columns[:n_gpcs]]

dd.aggregate(obs=["donor_id", "sex", "age"], func="first", add_to_obs=True)

dd = dd[..., dd.C.obs[celltype_key] == cell_type, :].copy()
print(f"After cell type filtering: {dd.shape}")

dd.G.obs["donor_sex"] = dd.G.obs["sex"]
dd.G.obs["donor_age"] = dd.G.obs["age"]

dd = dd.sel(G_var=dd.G.var.chrom == str(chrom), C_var=dd.C.var.chrom == str(chrom)).copy()
print(f"After chromosome {chrom} filtering: {dd.shape}")

dd = dd[:, dd.G.var["pos"] < 17584955, :, :].copy()
[2026-01-09 01:39:30,021] INFO:root: /Users/larnoldt/cellink_data/dummy_onek1k/dummy_onek1k.dd.h5 already exists
[2026-01-09 01:39:30,022] WARNING:root: No checksum provided, skipping verification
[2026-01-09 01:39:31,204] INFO:root: Loaded dummy OneK1K dataset: (100, 146939, 125366, 34073)
Dataset shape: (100, 146939, 125366, 34073)
After cell type filtering: (100, 146939, 4756, 34073)
After chromosome 22 filtering: (100, 136776, 4756, 871)

Analysis Workflows#

1. Basic cis-eQTL Analysis (Single-Variant Tests, Steps 1 + 2)#

The most common use case: fit null model and run association tests.

results = run_saigeqtl(
    dd,
    gene_col="ENSG00000273362",  # Gene ID from expression data
    prefix="saigeqtl_complete",
    steps=[1, 2],
    mode="cis",
    analysis_type="single_variant",
    window=cis_window,
    min_mac=20,
    sample_covariates=["gPCs"],
    use_grm_to_fit_null=False,
    overwrite_variance_ratio_file=True,
    run=True,
)

results.head()
Writing FAM... done.
Writing BIM... done.
[2026-01-09 01:39:32,509] INFO:cellink.tl.external._saigeqtl: Running Step 1: Fitting null model
[2026-01-09 01:39:32,510] INFO:cellink.tl._runner: Executing: docker run --rm -v /Users/larnoldt/sc-genetics/docs/tutorials:/data -v /Users/larnoldt/cellink_data:/cellink_data -w /data wzhou88/saigeqtl /app/.pixi/envs/default/bin/Rscript /app/extdata/step1_fitNULLGLMM_qtl.R --phenoFile=saigeqtl_complete_phenotype.txt --phenoCol=ENSG00000273362 --sampleIDColinphenoFile=IND_ID --traitType=count --plinkFile=saigeqtl_complete --outputPrefix=saigeqtl_complete --LOCO=FALSE --useGRMtoFitNULL=FALSE --IsOverwriteVarianceRatioFile=TRUE --covarColList=sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19 --sampleCovarColList=sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19
[2026-01-09 01:39:49,461] INFO:cellink.tl._runner: R version 4.4.3 (2025-02-28)
Platform: x86_64-conda-linux-gnu
Running under: Ubuntu 20.04.4 LTS

Matrix products: default
BLAS/LAPACK: /app/.pixi/envs/default/lib/libopenblasp-r0.3.30.so;  LAPACK version 3.12.0

locale:
 [1] LC_CTYPE=C.UTF-8       LC_NUMERIC=C           LC_TIME=C.UTF-8       
 [4] LC_COLLATE=C.UTF-8     LC_MONETARY=C.UTF-8    LC_MESSAGES=C.UTF-8   
 [7] LC_PAPER=C.UTF-8       LC_NAME=C              LC_ADDRESS=C          
[10] LC_TELEPHONE=C         LC_MEASUREMENT=C.UTF-8 LC_IDENTIFICATION=C   

time zone: NA
tzcode source: system (glibc)

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] optparse_1.7.5 SAIGEQTL_0.3.2

loaded via a namespace (and not attached):
[1] compiler_4.4.3      Matrix_1.7-3        Rcpp_1.1.0         
[4] getopt_1.20.4       RcppNumerical_0.6-0 grid_4.4.3         
[7] data.table_1.17.6   RcppParallel_5.1.9  lattice_0.22-7     
$plinkFile
[1] "saigeqtl_complete"

$bedFile
[1] ""

$bimFile
[1] ""

$famFile
[1] ""

$phenoFile
[1] "saigeqtl_complete_phenotype.txt"

$phenoCol
[1] "ENSG00000273362"

$isRemoveZerosinPheno
[1] FALSE

$traitType
[1] "count"

$invNormalize
[1] FALSE

$covarColList
[1] "sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19"

$sampleCovarColList
[1] "sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19"

$longlCol
[1] ""

$qCovarColList
[1] ""

$sampleIDColinphenoFile
[1] "IND_ID"

$cellIDColinphenoFile
[1] ""

$tol
[1] 0.02

$maxiter
[1] 20

$tolPCG
[1] 1e-05

$maxiterPCG
[1] 500

$nThreads
[1] 1

$SPAcutoff
[1] 2

$numRandomMarkerforVarianceRatio
[1] 30

$skipModelFitting
[1] FALSE

$skipVarianceRatioEstimation
[1] FALSE

$memoryChunk
[1] 2

$tauInit
[1] "0,0"

$LOCO
[1] FALSE

$isLowMemLOCO
[1] FALSE

$traceCVcutoff
[1] 0.0025

$nrun
[1] 30

$ratioCVcutoff
[1] 0.001

$outputPrefix
[1] "saigeqtl_complete"

$outputPrefix_varRatio
[1] ""

$IsOverwriteVarianceRatioFile
[1] TRUE

$sparseGRMFile
[1] ""

$sparseGRMSampleIDFile
[1] ""

$isCateVarianceRatio
[1] FALSE

$relatednessCutoff
[1] 0

$cateVarRatioMinMACVecExclude
[1] "10,20.5"

$cateVarRatioMaxMACVecInclude
[1] "20.5"

$isCovariateTransform
[1] TRUE

$isDiagofKinSetAsOne
[1] FALSE

$useSparseGRMtoFitNULL
[1] FALSE

$useSparseGRMforVarRatio
[1] FALSE

$minMAFforGRM
[1] 0.01

$maxMissingRateforGRM
[1] 0.15

$minCovariateCount
[1] -1

$includeNonautoMarkersforVarRatio
[1] FALSE

$FemaleOnly
[1] FALSE

$MaleOnly
[1] FALSE

$sexCol
[1] ""

$FemaleCode
[1] "1"

$MaleCode
[1] "0"

$isCovariateOffset
[1] TRUE

$SampleIDIncludeFile
[1] ""

$VmatFilelist
[1] ""

$VmatSampleFilelist
[1] ""

$useGRMtoFitNULL
[1] FALSE

$isStoreSigma
[1] TRUE

$isShrinkModelOutput
[1] TRUE

$isExportResiduals
[1] FALSE

$help
[1] FALSE

tauInit  is  0 0 
cateVarRatioMinMACVecExclude  is  10 20.5 
cateVarRatioMaxMACVecInclude  is  20.5 
No GRM will be used to fit the NULL model and nThreads is set to 1
The variance ratio file  saigeqtl_complete.varianceRatio.txt  already exists. IsOverwriteVarianceRatioFile=TRUE so the file will be overwritten
100  samples have genotypes
sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 are sample-level covariates
[1] "HERERE2"
formula is  ENSG00000273362~sex+age+gPCs_0+gPCs_1+gPCs_2+gPCs_3+gPCs_4+gPCs_5+gPCs_6+gPCs_7+gPCs_8+gPCs_9+gPCs_10+gPCs_11+gPCs_12+gPCs_13+gPCs_14+gPCs_15+gPCs_16+gPCs_17+gPCs_18+gPCs_19 
sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 are sample-level covariates
4756  samples have non-missing phenotypes
Duplicated sample IDs are detected in the phenotype file. Assuming repeated measurements
[1] "Test"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19 ENSG00000273362
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
     IndexPheno IndexGeno
3403          1         1
3404          2         1
3405          3         1
3406          4         1
3407          5         1
3408          6         1
4756  observations will be used for analysis
[1] "Test3"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19 ENSG00000273362
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
     IndexPheno IndexGeno
3403          1         1
3404          2         1
3405          3         1
3406          4         1
3407          5         1
3408          6         1
[1] "Test4"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19 ENSG00000273362
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
     IndexPheno IndexGeno
3403          1         1
3404          2         1
3405          3         1
3406          4         1
3407          5         1
3408          6         1
qr transformation has been performed on covariates
colnames(data.new) is  ENSG00000273362 minus1 sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 
out.transform$Param.transform$qrr:  23 23 
[1] "isCovariateOffset=TRUE, so fixed effects coefficnets won't be estimated."
  [1] "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_806" 
  [6] "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_518" 
 [11] "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518" 
 [16] "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518" 
 [21] "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518" 
 [26] "OneK1K_518"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [31] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [36] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [41] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [46] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [51] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [56] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [61] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [66] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [71] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [76] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [81] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [86] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [91] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_588" 
 [96] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[101] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[106] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[111] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[116] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[121] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[126] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_1061" "OneK1K_1061"
[131] "OneK1K_1061" "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[136] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[141] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[146] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[151] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[156] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[161] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[166] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[171] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[176] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[181] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[186] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[191] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[196] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[1] TRUE
numofV  0 
[1] "HERE"
[1] "HERE1"
[1] FALSE
num_Kmat  2 
ptr_gNULLGENOobj->g_minMACVarRatio 20
ptr_gNULLGENOobj->g_maxMACVarRatio -1
Markers in the Plink file with MAF <  0.01  will be removed before constructing GRM
Markers in the Plink file with missing rate >  0.15  will be removed before constructing GRM
ENSG00000273362  is a count trait
glm:

Call:  glm(formula = formula.new, family = "poisson", data = data.new, 
    weights = varWeights, offset = covoffset)

Coefficients:
(Intercept)  
      -27.3  

Degrees of Freedom: 4755 Total (i.e. Null);  4755 Residual
Null Deviance:	    2.42e-10 
Residual Deviance: 1.321e-08 	AIC: 2
[1] "isStoreSigma"
[1] TRUE
Start fitting the NULL GLMM
   user  system elapsed 
 13.890   2.067  15.842 
   user  system elapsed 
 13.947   2.067  15.900 
[1] "Start reading genotype plink file here"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19 ENSG00000273362
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
     IndexPheno IndexGeno
3403          1         1
3404          2         1
3405          3         1
3406          4         1
3407          5         1
3408          6         1
[1] "length(indicatorGenoSamplesWithPheno)"
[1] 4756
[1] "Genotype reading is done"
tauInit[1] 0 0
fixtau  1 0 
tauInit  1 0 
inital tau is  1 0.1 
[1] "tau"
[1] 1.0 0.1
before Sigma_iY
Yvec.n_elem 4756
iter from getPCG1ofSigmaAndVector 1
after Sigma_iY
iter from getPCG1ofSigmaAndVector 1
cov
   1.5140e+08
Tau:
[1] 1.0 0.1
Fixed-effect coefficients:
          [,1]
[1,] -28.30271
[1] "alpha"
          [,1]
[1,] -28.30271
[1] "alpha0"
(Intercept) 
  -27.30259 
[1] "y[1]"
3403 
   0 
[1] "y[2]"
3404 
   0 
[1] "alpha"
          [,1]
[1,] -28.30271
fixtauVec
        1
        0
g_I_longl_mat.n_rows 4756
iter from getPCG1ofSigmaAndVector 0
AI
        0        0
        0        0
YPAPY
            0
   1.0391e-18
YPAPY
            0
   1.0391e-18
idxtau
        1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update30 1
CV for trace random estimator using 30 runs is    0.0070
 > 0.0025
try 40runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update40 1
CV for trace random estimator using 40 runs is    0.0055
 > 0.0025
try 50runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update50 1
CV for trace random estimator using 50 runs is    0.0046
 > 0.0025
try 60runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update60 1
CV for trace random estimator using 60 runs is    0.0038
 > 0.0025
try 70runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update70 1
CV for trace random estimator using 70 runs is    0.0032
 > 0.0025
try 80runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update80 1
CV for trace random estimator using 80 runs is    0.0028
 > 0.0025
try 90runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update90 1
CV for trace random estimator using 90 runs is    0.0025
 > 0.0025
try 100runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update100 1
Trace
   2.3031e-09
[1] "tau0_q2 a"
[1] 0.1
[1] "idxtau"
[1] 2
[1] "re$YPAPY"
             [,1]
[1,] 1.039092e-18
[1] "re$Trace"
             [,1]
[1,] 2.303134e-09
Variance component estimates:
[1] 1.0 0.1

Iteration  1 1 0.1 :
tau0_v1:  1 0.1 
before Sigma_iY
Yvec.n_elem 4756
iter from getPCG1ofSigmaAndVector 1
after Sigma_iY
iter from getPCG1ofSigmaAndVector 1
cov
   1.5140e+08
Tau:
[1] 1.0 0.1
Fixed-effect coefficients:
          [,1]
[1,] -28.30271
[1] "alpha"
          [,1]
[1,] -28.30271
[1] "alpha0"
          [,1]
[1,] -28.30271
[1] "y[1]"
3403 
   0 
[1] "y[2]"
3404 
   0 
[1] "alpha"
          [,1]
[1,] -28.30271
t_end_Get_Coef - t_begin_Get_Coef
   user  system elapsed 
  0.000   0.001   0.001 
check 1
fixtauVec
        1
        0
g_I_longl_mat.n_rows 4756
iter from getPCG1ofSigmaAndVector 0
AI
        0        0
        0        0
YPAPY
            0
   1.0391e-18
YPAPY
            0
   1.0391e-18
idxtau
        1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update30 1
CV for trace random estimator using 30 runs is    0.0070
 > 0.0025
try 40runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update40 1
CV for trace random estimator using 40 runs is    0.0055
 > 0.0025
try 50runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update50 1
CV for trace random estimator using 50 runs is    0.0046
 > 0.0025
try 60runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update60 1
CV for trace random estimator using 60 runs is    0.0038
 > 0.0025
try 70runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update70 1
CV for trace random estimator using 70 runs is    0.0032
 > 0.0025
try 80runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update80 1
CV for trace random estimator using 80 runs is    0.0028
 > 0.0025
try 90runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update90 1
CV for trace random estimator using 90 runs is    0.0025
 > 0.0025
try 100runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update100 1
Trace
   2.3031e-09
check 2
score1
  -2.3031e-09
YPAPY
   1.0391e-18
Trace
   2.3031e-09
score
  -2.3031e-09
i 0
i 1
t_end_fitglmmaiRPCG - t_begin_fitglmmaiRPCG
   user  system elapsed 
  0.030   0.001   0.032 
[1] 0.000000e+00 6.773277e-09
tau:  1 0.1 
tau0:  1 0.1 

Final  1 0.1 :
before Sigma_iY
Yvec.n_elem 4756
iter from getPCG1ofSigmaAndVector 1
after Sigma_iY
iter from getPCG1ofSigmaAndVector 1
cov
   4.1159e+08
Tau:
[1] 1.0 0.1
Fixed-effect coefficients:
          [,1]
[1,] -29.30295
[1] "alpha"
          [,1]
[1,] -29.30295
[1] "alpha0"
          [,1]
[1,] -28.30271
[1] "y[1]"
3403 
   0 
[1] "y[2]"
3404 
   0 
[1] "alpha"
          [,1]
[1,] -29.30295
t_end_null - t_begin, fitting the NULL model without LOCO took
   user  system elapsed 
  0.090   0.010   0.099 
sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 are sample-level covariates
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isStoreSigma is  TRUE 
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   user  system elapsed 
 14.047   2.078  16.010 
t_end - t_begin, fitting the NULL model took
   user  system elapsed 
  0.157   0.011   0.168 
   [1]  1  1  1  1  1  1  1  1  1  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2
  [25]  2  2  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3
  [49]  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3
  [73]  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  4  4
  [97]  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4
 [121]  4  4  4  4  4  4  4  4  5  5  5  6  6  6  6  6  6  6  6  6  6  6  6  6
 [145]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [169]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [193]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [217]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [241]  6  6  6  6  6  6  7  7  7  7  8  8  8  8  8  8  8  8  8  8  8  8  8  8
 [265]  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8
 [289]  8  8  8  8  8  8  8  8  8  8  8  8  9  9  9  9  9  9  9  9  9  9  9  9
 [313]  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9 10
 [337] 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 11 11 11 11 11 11 11 11
 [361] 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 12 12 12 12 13 13 13 13
 [385] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
 [409] 13 13 14 14 14 14 15 15 15 15 15 15 15 15 15 15 16 16 16 16 16 16 16 16
 [433] 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 17
 [457] 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 18 18 18 18 18 18 18 18
 [481] 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 19 19 19 19 19 19
 [505] 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19
 [529] 19 19 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [553] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [577] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [601] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [625] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [649] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [673] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [697] 20 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 22 22 22 22 22
 [721] 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22
 [745] 22 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23
 [769] 23 23 23 23 23 23 23 23 23 23 23 23 23 23 24 24 24 24 24 24 24 24 24 24
 [793] 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 25 25 25 25 25
 [817] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25
 [841] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25
 [865] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26
 [889] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26
 [913] 26 26 26 26 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27
 [937] 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27
 [961] 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27
 [985] 27 27 27 27 27 27 27 27 28 28 28 28 28 28 28 28
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19 ENSG00000273362
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
     IndexPheno IndexGeno
3403          1         1
3404          2         1
3405          3         1
3406          4         1
3407          5         1
3408          6         1
[1] "HEREHRE"
nbyte: 25
nbyte: 25
reserve: 115479

M: 4277, N: 100
setgeno mark1
setgeno mark2
3516 markers with MAF >= 0.01 and missing rate <= 0.15
time: 10.171
Start estimating variance ratios

Family: poisson 
Link function: log 

[1] "mu[1:20]"
 [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[1] "mu[1:20]"
 [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
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iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
length(MACvector):  3516 
length(MACvector_forVarRatio):  521 
Only one variance ratio will be estimated using randomly selected markers with MAC >= 20
29 th marker in geno  1 
MAC:  50 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
257 22 22_16708242_C_T  0 16708242  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2505
iter from getPCG1ofSigmaAndVector 1
AC  2354 
S is  -2.447558e-24 
var1 is  1.911061e-10 
p_exact  1 
var2sparseGRM Here  1.911062e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2354 
var1  1.911061e-10 
var2null  1.911061e-10 
var2null_noXadj  2.620976e-10 
98 th marker in geno  1 
MAC:  84 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 1 1 0 1 2 2 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
732 22 22_16849519_G_T  0 16849519  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1548
iter from getPCG1ofSigmaAndVector 1
AC  3852 
S is  -1.19253e-24 
var1 is  2.561159e-10 
p_exact  1 
var2sparseGRM Here  2.561161e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3852 
var1  2.561159e-10 
var2null  2.561159e-10 
var2null_noXadj  3.799173e-10 
45 th marker in geno  1 
MAC:  30 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
365 22 22_16743395_C_A  0 16743395  C  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3158
iter from getPCG1ofSigmaAndVector 1
AC  1778 
S is  -5.863572e-25 
var1 is  2.020268e-10 
p_exact  1 
var2sparseGRM Here  2.02027e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1778 
var1  2.020268e-10 
var2null  2.020268e-10 
var2null_noXadj  2.794007e-10 
156 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 2 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1141 22 22_16962373_T_A  0 16962373  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1697
iter from getPCG1ofSigmaAndVector 1
AC  4274 
S is  -2.983535e-24 
var1 is  2.638024e-10 
p_exact  1 
var2sparseGRM Here  2.638025e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4274 
var1  2.638024e-10 
var2null  2.638024e-10 
var2null_noXadj  5.527296e-10 
377 th marker in geno  1 
MAC:  44 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 0 0 2 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2888 22 22_17318326_C_T  0 17318326  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3016
iter from getPCG1ofSigmaAndVector 1
AC  1958 
S is  1.091594e-24 
var1 is  1.748766e-10 
p_exact  1 
var2sparseGRM Here  1.748766e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1958 
var1  1.748766e-10 
var2null  1.748766e-10 
var2null_noXadj  3.004277e-10 
202 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1670 22 22_17087008_A_G  0 17087008  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -2.610991e-24 
var1 is  1.303817e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.303817e-10 
var2null  1.303817e-10 
var2null_noXadj  2.211101e-10 
228 th marker in geno  1 
MAC:  97 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 0 1 1 2 2 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
1820 22 22_17125423_C_CA  0 17125423  C CA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1434
iter from getPCG1ofSigmaAndVector 1
AC  4638 
S is  3.054671e-24 
var1 is  3.272003e-10 
p_exact  1 
var2sparseGRM Here  3.272005e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4638 
var1  3.272003e-10 
var2null  3.272003e-10 
var2null_noXadj  5.172127e-10 
212 th marker in geno  1 
MAC:  35 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 1 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1729 22 22_17106625_T_C  0 17106625  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3123
iter from getPCG1ofSigmaAndVector 1
AC  1761 
S is  7.608911e-25 
var1 is  1.584355e-10 
p_exact  1 
var2sparseGRM Here  1.584355e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1761 
var1  1.584355e-10 
var2null  1.584355e-10 
var2null_noXadj  2.572716e-10 
492 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4005 22 22_17525225_C_T  0 17525225  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2675
iter from getPCG1ofSigmaAndVector 1
AC  2326 
S is  -1.754212e-24 
var1 is  1.584588e-10 
p_exact  1 
var2sparseGRM Here  1.584588e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2326 
var1  1.584588e-10 
var2null  1.584588e-10 
var2null_noXadj  3.224383e-10 
477 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 1 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3916 22 22_17511574_A_G  0 17511574  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3747
iter from getPCG1ofSigmaAndVector 1
AC  1077 
S is  -3.20694e-25 
var1 is  1.279881e-10 
p_exact  1 
var2sparseGRM Here  1.279882e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1077 
var1  1.279881e-10 
var2null  1.279882e-10 
var2null_noXadj  1.820916e-10 
209 th marker in geno  1 
MAC:  100 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 2 2 2 2 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1717 22 22_17104551_C_T  0 17104551  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1403
iter from getPCG1ofSigmaAndVector 1
AC  4581 
S is  -2.857582e-24 
var1 is  2.749479e-10 
p_exact  1 
var2sparseGRM Here  2.749481e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4581 
var1  2.749479e-10 
var2null  2.749479e-10 
var2null_noXadj  4.93364e-10 
291 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2303 22 22_17195422_G_A  0 17195422  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3534
iter from getPCG1ofSigmaAndVector 1
AC  1575 
S is  7.4808e-25 
var1 is  1.891389e-10 
p_exact  1 
var2sparseGRM Here  1.891391e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1575 
var1  1.891389e-10 
var2null  1.89139e-10 
var2null_noXadj  3.397109e-10 
81 th marker in geno  1 
MAC:  92 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 2 0 0 1 1 2 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
614 22 22_16822493_C_T  0 16822493  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1281
iter from getPCG1ofSigmaAndVector 1
AC  4492 
S is  2.095215e-24 
var1 is  2.637957e-10 
p_exact  1 
var2sparseGRM Here  2.637958e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4492 
var1  2.637957e-10 
var2null  2.637957e-10 
var2null_noXadj  4.479227e-10 
79 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 1 0 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
605 22 22_16821873_G_C  0 16821873  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1830
iter from getPCG1ofSigmaAndVector 1
AC  3568 
S is  -5.426227e-25 
var1 is  2.250768e-10 
p_exact  1 
var2sparseGRM Here  2.250769e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3568 
var1  2.250768e-10 
var2null  2.250768e-10 
var2null_noXadj  4.34582e-10 
509 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 2 0 0 2 2 0 1 2 1 1 
[1] 4756  100
[1] 100
G0 2 2 2 2 2 2 2 2 2 0 
CHR  22 
     V1                         V2 V3       V4 V5           V6
4190 22 22_17564857_C_CAAAAAAAAAAA  0 17564857  C CAAAAAAAAAAA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1354
iter from getPCG1ofSigmaAndVector 1
AC  4575 
S is  3.475128e-24 
var1 is  2.746995e-10 
p_exact  1 
var2sparseGRM Here  2.746996e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4575 
var1  2.746995e-10 
var2null  2.746995e-10 
var2null_noXadj  4.758986e-10 
496 th marker in geno  1 
MAC:  36 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 0 2 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4033 22 22_17531010_A_G  0 17531010  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3289
iter from getPCG1ofSigmaAndVector 1
AC  1622 
S is  6.507787e-25 
var1 is  1.798199e-10 
p_exact  1 
var2sparseGRM Here  1.7982e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1622 
var1  1.798199e-10 
var2null  1.798199e-10 
var2null_noXadj  2.604154e-10 
362 th marker in geno  1 
MAC:  86 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 1 2 1 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2803 22 22_17302684_T_C  0 17302684  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1501
iter from getPCG1ofSigmaAndVector 1
AC  4307 
S is  7.681612e-25 
var1 is  2.50358e-10 
p_exact  1 
var2sparseGRM Here  2.503581e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4307 
var1  2.50358e-10 
var2null  2.50358e-10 
var2null_noXadj  4.72288e-10 
64 th marker in geno  1 
MAC:  62 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 1 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
518 22 22_16801041_G_A  0 16801041  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1602
iter from getPCG1ofSigmaAndVector 1
AC  3889 
S is  4.154646e-25 
var1 is  2.153042e-10 
p_exact  1 
var2sparseGRM Here  2.153043e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3889 
var1  2.153042e-10 
var2null  2.153042e-10 
var2null_noXadj  4.40872e-10 
440 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3510 22 22_17441874_G_C  0 17441874  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3391
iter from getPCG1ofSigmaAndVector 1
AC  1843 
S is  6.739523e-25 
var1 is  2.373953e-10 
p_exact  1 
var2sparseGRM Here  2.373954e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1843 
var1  2.373953e-10 
var2null  2.373953e-10 
var2null_noXadj  3.921551e-10 
511 th marker in geno  1 
MAC:  74 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4205 22 22_17567322_A_G  0 17567322  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2171
iter from getPCG1ofSigmaAndVector 1
AC  3183 
S is  2.085471e-24 
var1 is  2.680107e-10 
p_exact  1 
var2sparseGRM Here  2.680108e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3183 
var1  2.680107e-10 
var2null  2.680107e-10 
var2null_noXadj  4.2986e-10 
489 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1                  V2 V3       V4 V5    V6
3985 22 22_17523014_A_AGGGG  0 17523014  A AGGGG
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2724
iter from getPCG1ofSigmaAndVector 1
AC  2268 
S is  -2.175552e-24 
var1 is  1.469711e-10 
p_exact  1 
var2sparseGRM Here  1.469711e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2268 
var1  1.469711e-10 
var2null  1.469711e-10 
var2null_noXadj  3.283367e-10 
216 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 2 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1738 22 22_17108677_C_T  0 17108677  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2975
iter from getPCG1ofSigmaAndVector 1
AC  2053 
S is  -4.137071e-25 
var1 is  2.373018e-10 
p_exact  1 
var2sparseGRM Here  2.373018e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2053 
var1  2.373018e-10 
var2null  2.373018e-10 
var2null_noXadj  3.438314e-10 
78 th marker in geno  1 
MAC:  33 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 1 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
600 22 22_16821568_C_G  0 16821568  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3305
iter from getPCG1ofSigmaAndVector 1
AC  1503 
S is  8.573971e-26 
var1 is  1.270707e-10 
p_exact  1 
var2sparseGRM Here  1.270707e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1503 
var1  1.270707e-10 
var2null  1.270707e-10 
var2null_noXadj  2.128624e-10 
444 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3537 22 22_17445692_G_A  0 17445692  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3391
iter from getPCG1ofSigmaAndVector 1
AC  1843 
S is  6.739523e-25 
var1 is  2.373953e-10 
p_exact  1 
var2sparseGRM Here  2.373954e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1843 
var1  2.373953e-10 
var2null  2.373953e-10 
var2null_noXadj  3.921551e-10 
227 th marker in geno  1 
MAC:  47 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
1819 22 22_17125117_T_TA  0 17125117  T TA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2824
iter from getPCG1ofSigmaAndVector 1
AC  2307 
S is  -8.466181e-25 
var1 is  2.682152e-10 
p_exact  1 
var2sparseGRM Here  2.682154e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2307 
var1  2.682152e-10 
var2null  2.682152e-10 
var2null_noXadj  3.641289e-10 
259 th marker in geno  1 
MAC:  44 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 1 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1                    V2 V3       V4      V5 V6
2094 22 22_17170409_AAAAAAT_A  0 17170409 AAAAAAT  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3158
iter from getPCG1ofSigmaAndVector 1
AC  1738 
S is  8.149564e-25 
var1 is  1.690214e-10 
p_exact  1 
var2sparseGRM Here  1.690214e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1738 
var1  1.690214e-10 
var2null  1.690214e-10 
var2null_noXadj  2.678111e-10 
40 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
334 22 22_16738360_T_A  0 16738360  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3614
iter from getPCG1ofSigmaAndVector 1
AC  1214 
S is  6.221904e-25 
var1 is  1.265151e-10 
p_exact  1 
var2sparseGRM Here  1.265152e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1214 
var1  1.265151e-10 
var2null  1.265151e-10 
var2null_noXadj  1.974943e-10 
15 th marker in geno  1 
MAC:  58 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
164 22 22_16678727_G_A  0 16678727  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2401
iter from getPCG1ofSigmaAndVector 1
AC  2703 
S is  -1.590546e-24 
var1 is  2.318528e-10 
p_exact  1 
var2sparseGRM Here  2.318529e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2703 
var1  2.318528e-10 
var2null  2.318528e-10 
var2null_noXadj  3.508839e-10 
211 th marker in geno  1 
MAC:  94 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 1 1 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1725 22 22_17105724_G_C  0 17105724  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1308
iter from getPCG1ofSigmaAndVector 1
AC  4560 
S is  -4.742897e-24 
var1 is  2.787683e-10 
p_exact  1 
var2sparseGRM Here  2.787684e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4560 
var1  2.787683e-10 
var2null  2.787683e-10 
var2null_noXadj  4.662892e-10 
261 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2123 22 22_17173199_C_T  0 17173199  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2213
iter from getPCG1ofSigmaAndVector 1
AC  2696 
S is  1.41061e-24 
var1 is  1.886188e-10 
p_exact  1 
var2sparseGRM Here  1.886189e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2696 
var1  1.886188e-10 
var2null  1.886188e-10 
var2null_noXadj  2.770454e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229
CV for variance ratio estimate using  30  markers is  0.004253911  >  0.001 
try  40  markers
269 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2164 22 22_17175884_G_GT  0 17175884  G GT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2213
iter from getPCG1ofSigmaAndVector 1
AC  2696 
S is  1.41061e-24 
var1 is  1.886188e-10 
p_exact  1 
var2sparseGRM Here  1.886189e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2696 
var1  1.886188e-10 
var2null  1.886188e-10 
var2null_noXadj  2.770454e-10 
38 th marker in geno  1 
MAC:  83 
[1] "length(G0)   aaaaa"
[1] 100
G0 2 1 0 1 1 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 2 2 2 2 2 2 2 2 2 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
306 22 22_16726908_G_T  0 16726908  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1525
iter from getPCG1ofSigmaAndVector 1
AC  4262 
S is  -3.97543e-24 
var1 is  3.594641e-10 
p_exact  1 
var2sparseGRM Here  3.594645e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4262 
var1  3.594641e-10 
var2null  3.594641e-10 
var2null_noXadj  4.744979e-10 
118 th marker in geno  1 
MAC:  31 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
862 22 22_16878208_T_C  0 16878208  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2847
iter from getPCG1ofSigmaAndVector 1
AC  1980 
S is  -7.3306e-25 
var1 is  1.541723e-10 
p_exact  1 
var2sparseGRM Here  1.541723e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1980 
var1  1.541723e-10 
var2null  1.541723e-10 
var2null_noXadj  2.521049e-10 
19 th marker in geno  1 
MAC:  37 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1                V2 V3       V4  V5 V6
181 22 22_16688797_GAA_G  0 16688797 GAA  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3137
iter from getPCG1ofSigmaAndVector 1
AC  1789 
S is  4.323084e-25 
var1 is  1.838207e-10 
p_exact  1 
var2sparseGRM Here  1.838208e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1789 
var1  1.838207e-10 
var2null  1.838207e-10 
var2null_noXadj  2.737403e-10 
107 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
790 22 22_16861810_T_C  0 16861810  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3636
iter from getPCG1ofSigmaAndVector 1
AC  1202 
S is  -2.370843e-26 
var1 is  1.168809e-10 
p_exact  1 
var2sparseGRM Here  1.168809e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1202 
var1  1.168809e-10 
var2null  1.168809e-10 
var2null_noXadj  2.036159e-10 
372 th marker in geno  1 
MAC:  60 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 2 0 0 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 2 
CHR  22 
     V1              V2 V3       V4 V5 V6
2861 22 22_17310674_T_C  0 17310674  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2208
iter from getPCG1ofSigmaAndVector 1
AC  2942 
S is  3.683324e-24 
var1 is  2.37273e-10 
p_exact  1 
var2sparseGRM Here  2.372732e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2942 
var1  2.37273e-10 
var2null  2.37273e-10 
var2null_noXadj  3.596099e-10 
514 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 1 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4215 22 22_17570571_G_T  0 17570571  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2123
iter from getPCG1ofSigmaAndVector 1
AC  3527 
S is  -5.723167e-24 
var1 is  2.967774e-10 
p_exact  1 
var2sparseGRM Here  2.967775e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3527 
var1  2.967774e-10 
var2null  2.967774e-10 
var2null_noXadj  5.084939e-10 
67 th marker in geno  1 
MAC:  62 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 1 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
539 22 22_16805822_T_A  0 16805822  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1602
iter from getPCG1ofSigmaAndVector 1
AC  3889 
S is  4.154646e-25 
var1 is  2.153042e-10 
p_exact  1 
var2sparseGRM Here  2.153043e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3889 
var1  2.153042e-10 
var2null  2.153042e-10 
var2null_noXadj  4.40872e-10 
130 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
949 22 22_16914834_C_G  0 16914834  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3590
iter from getPCG1ofSigmaAndVector 1
AC  1238 
S is  6.451746e-25 
var1 is  1.24676e-10 
p_exact  1 
var2sparseGRM Here  1.246761e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1238 
var1  1.24676e-10 
var2null  1.24676e-10 
var2null_noXadj  1.994771e-10 
248 th marker in geno  1 
MAC:  55 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1                    V2 V3       V4      V5 V6
1975 22 22_17151727_TAAAAAA_T  0 17151727 TAAAAAA  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2655
iter from getPCG1ofSigmaAndVector 1
AC  2315 
S is  2.469905e-24 
var1 is  2.237693e-10 
p_exact  1 
var2sparseGRM Here  2.237694e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2315 
var1  2.237693e-10 
var2null  2.237694e-10 
var2null_noXadj  3.084451e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755
CV for variance ratio estimate using  40  markers is  0.003165943  >  0.001 
try  50  markers
263 th marker in geno  1 
MAC:  53 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2136 22 22_17174211_C_T  0 17174211  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2097
iter from getPCG1ofSigmaAndVector 1
AC  2977 
S is  7.564482e-25 
var1 is  2.317111e-10 
p_exact  1 
var2sparseGRM Here  2.317112e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2977 
var1  2.317111e-10 
var2null  2.317111e-10 
var2null_noXadj  3.353139e-10 
475 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3910 22 22_17510346_C_T  0 17510346  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3421
iter from getPCG1ofSigmaAndVector 1
AC  1382 
S is  1.261635e-24 
var1 is  1.396816e-10 
p_exact  1 
var2sparseGRM Here  1.396817e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1382 
var1  1.396816e-10 
var2null  1.396816e-10 
var2null_noXadj  2.026389e-10 
125 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
917 22 22_16906964_G_A  0 16906964  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3729
iter from getPCG1ofSigmaAndVector 1
AC  1099 
S is  2.650068e-25 
var1 is  1.198167e-10 
p_exact  1 
var2sparseGRM Here  1.198168e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1099 
var1  1.198167e-10 
var2null  1.198167e-10 
var2null_noXadj  1.858969e-10 
466 th marker in geno  1 
MAC:  53 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 0 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3856 22 22_17499058_T_C  0 17499058  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2848
iter from getPCG1ofSigmaAndVector 1
AC  2355 
S is  1.459885e-24 
var1 is  2.27525e-10 
p_exact  1 
var2sparseGRM Here  2.275251e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2355 
var1  2.27525e-10 
var2null  2.27525e-10 
var2null_noXadj  3.915373e-10 
8 th marker in geno  1 
MAC:  43 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 0 0 0 0 2 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1               V2 V3       V4 V5 V6
110 22 22_16594856_C_CT  0 16594856  C CT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3119
iter from getPCG1ofSigmaAndVector 1
AC  1699 
S is  -2.203181e-24 
var1 is  1.463611e-10 
p_exact  1 
var2sparseGRM Here  1.463612e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1699 
var1  1.463611e-10 
var2null  1.463611e-10 
var2null_noXadj  2.332095e-10 
244 th marker in geno  1 
MAC:  47 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 1 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1952 22 22_17147758_C_T  0 17147758  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2625
iter from getPCG1ofSigmaAndVector 1
AC  2457 
S is  -7.982515e-25 
var1 is  2.751918e-10 
p_exact  1 
var2sparseGRM Here  2.75192e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2457 
var1  2.751918e-10 
var2null  2.751918e-10 
var2null_noXadj  3.462799e-10 
223 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 2 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1787 22 22_17117420_C_T  0 17117420  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2799
iter from getPCG1ofSigmaAndVector 1
AC  2404 
S is  8.6521e-25 
var1 is  2.442336e-10 
p_exact  1 
var2sparseGRM Here  2.442337e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2404 
var1  2.442336e-10 
var2null  2.442336e-10 
var2null_noXadj  3.977202e-10 
95 th marker in geno  1 
MAC:  37 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 1 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
704 22 22_16842702_G_A  0 16842702  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3816
iter from getPCG1ofSigmaAndVector 1
AC  1022 
S is  -4.525411e-25 
var1 is  1.315691e-10 
p_exact  1 
var2sparseGRM Here  1.315691e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1022 
var1  1.315691e-10 
var2null  1.315691e-10 
var2null_noXadj  2.030677e-10 
198 th marker in geno  1 
MAC:  96 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 2 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1627 22 22_17074025_G_A  0 17074025  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1652
iter from getPCG1ofSigmaAndVector 1
AC  4607 
S is  -2.003e-24 
var1 is  3.557996e-10 
p_exact  1 
var2sparseGRM Here  3.557999e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4607 
var1  3.557996e-10 
var2null  3.557997e-10 
var2null_noXadj  5.922073e-10 
180 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 2 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1517 22 22_17046605_G_C  0 17046605  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1696
iter from getPCG1ofSigmaAndVector 1
AC  4563 
S is  -2.340809e-24 
var1 is  3.541055e-10 
p_exact  1 
var2sparseGRM Here  3.541058e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4563 
var1  3.541055e-10 
var2null  3.541056e-10 
var2null_noXadj  6.009567e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
[43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
[43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
[50] 0.5892364
CV for variance ratio estimate using  50  markers is  0.002440275  >  0.001 
try  60  markers
415 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 2 1 2 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3261 22 22_17408995_A_T  0 17408995  A  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 841
iter from getPCG1ofSigmaAndVector 1
AC  4596 
S is  2.754601e-24 
var1 is  2.020824e-10 
p_exact  1 
var2sparseGRM Here  2.020825e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4596 
var1  2.020824e-10 
var2null  2.020824e-10 
var2null_noXadj  2.851867e-10 
258 th marker in geno  1 
MAC:  44 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 1 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2090 22 22_17170041_C_T  0 17170041  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3158
iter from getPCG1ofSigmaAndVector 1
AC  1738 
S is  8.149564e-25 
var1 is  1.690214e-10 
p_exact  1 
var2sparseGRM Here  1.690214e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1738 
var1  1.690214e-10 
var2null  1.690214e-10 
var2null_noXadj  2.678111e-10 
189 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1556 22 22_17054364_T_C  0 17054364  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -2.610991e-24 
var1 is  1.303817e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.303817e-10 
var2null  1.303817e-10 
var2null_noXadj  2.211101e-10 
31 th marker in geno  1 
MAC:  61 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 0 0 1 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
269 22 22_16713436_T_C  0 16713436  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1649
iter from getPCG1ofSigmaAndVector 1
AC  3725 
S is  1.456439e-24 
var1 is  2.46971e-10 
p_exact  1 
var2sparseGRM Here  2.469712e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3725 
var1  2.46971e-10 
var2null  2.46971e-10 
var2null_noXadj  4.049186e-10 
105 th marker in geno  1 
MAC:  45 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 0 0 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
774 22 22_16859187_A_G  0 16859187  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2565
iter from getPCG1ofSigmaAndVector 1
AC  2668 
S is  1.219263e-26 
var1 is  2.098046e-10 
p_exact  1 
var2sparseGRM Here  2.098047e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2668 
var1  2.098046e-10 
var2null  2.098046e-10 
var2null_noXadj  4.084232e-10 
284 th marker in geno  1 
MAC:  36 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2265 22 22_17187678_A_G  0 17187678  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2620
iter from getPCG1ofSigmaAndVector 1
AC  2289 
S is  -3.581302e-24 
var1 is  1.781993e-10 
p_exact  1 
var2sparseGRM Here  1.781994e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2289 
var1  1.781993e-10 
var2null  1.781993e-10 
var2null_noXadj  2.897403e-10 
383 th marker in geno  1 
MAC:  25 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 0 1 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2917 22 22_17323505_T_C  0 17323505  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3926
iter from getPCG1ofSigmaAndVector 1
AC  953 
S is  4.145874e-25 
var1 is  1.143702e-10 
p_exact  1 
var2sparseGRM Here  1.143702e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  953 
var1  1.143702e-10 
var2null  1.143702e-10 
var2null_noXadj  1.937254e-10 
136 th marker in geno  1 
MAC:  85 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 2 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
975 22 22_16924021_C_G  0 16924021  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1568
iter from getPCG1ofSigmaAndVector 1
AC  3811 
S is  -4.228698e-24 
var1 is  2.946292e-10 
p_exact  1 
var2sparseGRM Here  2.946293e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3811 
var1  2.946292e-10 
var2null  2.946292e-10 
var2null_noXadj  3.805914e-10 
190 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1565 22 22_17055665_A_G  0 17055665  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -2.610991e-24 
var1 is  1.303817e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.303817e-10 
var2null  1.303817e-10 
var2null_noXadj  2.211101e-10 
264 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2137 22 22_17174286_G_C  0 17174286  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1387
iter from getPCG1ofSigmaAndVector 1
AC  3709 
S is  4.247151e-24 
var1 is  1.671652e-10 
p_exact  1 
var2sparseGRM Here  1.671653e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3709 
var1  1.671652e-10 
var2null  1.671652e-10 
var2null_noXadj  2.812566e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
[43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
[57] 1.0000000 1.0000000 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
[43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
[50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
[57] 0.5903726 0.7741352 0.5896686 0.5943514
CV for variance ratio estimate using  60  markers is  0.00200029  >  0.001 
try  70  markers
39 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
323 22 22_16733220_A_G  0 16733220  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3614
iter from getPCG1ofSigmaAndVector 1
AC  1214 
S is  6.221904e-25 
var1 is  1.265151e-10 
p_exact  1 
var2sparseGRM Here  1.265152e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1214 
var1  1.265151e-10 
var2null  1.265151e-10 
var2null_noXadj  1.974943e-10 
310 th marker in geno  1 
MAC:  95 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 0 2 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2445 22 22_17216771_A_C  0 17216771  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1397
iter from getPCG1ofSigmaAndVector 1
AC  4055 
S is  -2.648907e-24 
var1 is  2.07781e-10 
p_exact  1 
var2sparseGRM Here  2.077811e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4055 
var1  2.07781e-10 
var2null  2.07781e-10 
var2null_noXadj  4.08645e-10 
304 th marker in geno  1 
MAC:  91 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 1 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2412 22 22_17211494_G_A  0 17211494  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1234
iter from getPCG1ofSigmaAndVector 1
AC  4628 
S is  -3.614876e-25 
var1 is  2.535832e-10 
p_exact  1 
var2sparseGRM Here  2.535833e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4628 
var1  2.535832e-10 
var2null  2.535832e-10 
var2null_noXadj  4.47393e-10 
252 th marker in geno  1 
MAC:  31 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2029 22 22_17160649_GA_G  0 17160649 GA  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2982
iter from getPCG1ofSigmaAndVector 1
AC  2014 
S is  -1.064451e-24 
var1 is  2.481048e-10 
p_exact  1 
var2sparseGRM Here  2.481049e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2014 
var1  2.481048e-10 
var2null  2.481048e-10 
var2null_noXadj  3.179093e-10 
397 th marker in geno  1 
MAC:  90 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 2 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3059 22 22_17358468_C_T  0 17358468  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1408
iter from getPCG1ofSigmaAndVector 1
AC  4358 
S is  5.205845e-24 
var1 is  3.474116e-10 
p_exact  1 
var2sparseGRM Here  3.474119e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4358 
var1  3.474116e-10 
var2null  3.474116e-10 
var2null_noXadj  4.480805e-10 
393 th marker in geno  1 
MAC:  92 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3045 22 22_17353687_T_C  0 17353687  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1392
iter from getPCG1ofSigmaAndVector 1
AC  4581 
S is  6.121056e-24 
var1 is  3.073406e-10 
p_exact  1 
var2sparseGRM Here  3.073408e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4581 
var1  3.073406e-10 
var2null  3.073406e-10 
var2null_noXadj  4.9917e-10 
428 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3392 22 22_17427809_A_G  0 17427809  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3954
iter from getPCG1ofSigmaAndVector 1
AC  870 
S is  -5.028515e-26 
var1 is  1.254682e-10 
p_exact  1 
var2sparseGRM Here  1.254682e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  870 
var1  1.254682e-10 
var2null  1.254682e-10 
var2null_noXadj  1.620206e-10 
417 th marker in geno  1 
MAC:  88 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 1 1 1 1 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
3298 22 22_17417019_CT_C  0 17417019 CT  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1164
iter from getPCG1ofSigmaAndVector 1
AC  4331 
S is  2.730797e-24 
var1 is  2.440372e-10 
p_exact  1 
var2sparseGRM Here  2.440373e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4331 
var1  2.440372e-10 
var2null  2.440372e-10 
var2null_noXadj  3.505081e-10 
36 th marker in geno  1 
MAC:  23 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
299 22 22_16724286_T_C  0 16724286  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3558
iter from getPCG1ofSigmaAndVector 1
AC  1270 
S is  1.621254e-24 
var1 is  1.295267e-10 
p_exact  1 
var2sparseGRM Here  1.295268e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1270 
var1  1.295267e-10 
var2null  1.295267e-10 
var2null_noXadj  2.022097e-10 
155 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 2 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1122 22 22_16958936_G_A  0 16958936  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1697
iter from getPCG1ofSigmaAndVector 1
AC  4274 
S is  -2.983535e-24 
var1 is  2.638024e-10 
p_exact  1 
var2sparseGRM Here  2.638025e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4274 
var1  2.638024e-10 
var2null  2.638024e-10 
var2null_noXadj  5.527296e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
[43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
[57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
[43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
[50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
[57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
[64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
CV for variance ratio estimate using  70  markers is  0.001829244  >  0.001 
try  80  markers
162 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 2 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1201 22 22_16975883_A_C  0 16975883  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1697
iter from getPCG1ofSigmaAndVector 1
AC  4274 
S is  -2.983535e-24 
var1 is  2.638024e-10 
p_exact  1 
var2sparseGRM Here  2.638025e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4274 
var1  2.638024e-10 
var2null  2.638024e-10 
var2null_noXadj  5.527296e-10 
293 th marker in geno  1 
MAC:  50 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 0 0 1 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2318 22 22_17196323_C_CA  0 17196323  C CA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2536
iter from getPCG1ofSigmaAndVector 1
AC  2703 
S is  2.721993e-24 
var1 is  2.683981e-10 
p_exact  1 
var2sparseGRM Here  2.683983e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2703 
var1  2.683981e-10 
var2null  2.683981e-10 
var2null_noXadj  4.028041e-10 
27 th marker in geno  1 
MAC:  60 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 0 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1               V2 V3       V4 V5 V6
246 22 22_16705760_TA_T  0 16705760 TA  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1691
iter from getPCG1ofSigmaAndVector 1
AC  3683 
S is  1.564128e-24 
var1 is  2.576679e-10 
p_exact  1 
var2sparseGRM Here  2.57668e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3683 
var1  2.576679e-10 
var2null  2.576679e-10 
var2null_noXadj  4.096401e-10 
58 th marker in geno  1 
MAC:  33 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 1 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
477 22 22_16788186_C_T  0 16788186  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2719
iter from getPCG1ofSigmaAndVector 1
AC  2037 
S is  -2.836113e-24 
var1 is  1.381818e-10 
p_exact  1 
var2sparseGRM Here  1.381819e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2037 
var1  1.381818e-10 
var2null  1.381819e-10 
var2null_noXadj  2.274347e-10 
48 th marker in geno  1 
MAC:  56 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 1 0 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1               V2 V3       V4 V5 V6
384 22 22_16747765_CT_C  0 16747765 CT  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2030
iter from getPCG1ofSigmaAndVector 1
AC  3386 
S is  -4.638452e-24 
var1 is  2.792877e-10 
p_exact  1 
var2sparseGRM Here  2.792879e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3386 
var1  2.792877e-10 
var2null  2.792878e-10 
var2null_noXadj  4.518904e-10 
127 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
930 22 22_16908129_T_A  0 16908129  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3729
iter from getPCG1ofSigmaAndVector 1
AC  1099 
S is  2.650068e-25 
var1 is  1.198167e-10 
p_exact  1 
var2sparseGRM Here  1.198168e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1099 
var1  1.198167e-10 
var2null  1.198167e-10 
var2null_noXadj  1.858969e-10 
367 th marker in geno  1 
MAC:  69 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 1 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2842 22 22_17307364_G_A  0 17307364  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2066
iter from getPCG1ofSigmaAndVector 1
AC  3397 
S is  1.83874e-24 
var1 is  2.369872e-10 
p_exact  1 
var2sparseGRM Here  2.369873e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3397 
var1  2.369872e-10 
var2null  2.369872e-10 
var2null_noXadj  4.480572e-10 
123 th marker in geno  1 
MAC:  20 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 1 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1               V2 V3       V4 V5 V6
886 22 22_16886615_AT_A  0 16886615 AT  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3843
iter from getPCG1ofSigmaAndVector 1
AC  1057 
S is  4.325735e-25 
var1 is  1.35786e-10 
p_exact  1 
var2sparseGRM Here  1.35786e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1057 
var1  1.35786e-10 
var2null  1.35786e-10 
var2null_noXadj  2.085715e-10 
94 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 1 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
686 22 22_16839591_T_C  0 16839591  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3894
iter from getPCG1ofSigmaAndVector 1
AC  944 
S is  -6.908465e-25 
var1 is  1.240043e-10 
p_exact  1 
var2sparseGRM Here  1.240043e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  944 
var1  1.240043e-10 
var2null  1.240043e-10 
var2null_noXadj  1.861653e-10 
279 th marker in geno  1 
MAC:  27 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 1 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2242 22 22_17184523_T_C  0 17184523  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3571
iter from getPCG1ofSigmaAndVector 1
AC  1297 
S is  -2.184577e-25 
var1 is  9.989261e-11 
p_exact  1 
var2sparseGRM Here  9.989264e-11 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1297 
var1  9.989261e-11 
var2null  9.989262e-11 
var2null_noXadj  2.193226e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
[43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
[57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
[78] 1.0000000 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
[43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
[50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
[57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
[64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
[71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
[78] 0.6510286 0.6660976 0.4554597
CV for variance ratio estimate using  80  markers is  0.001610003  >  0.001 
try  90  markers
236 th marker in geno  1 
MAC:  45 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 1 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1864 22 22_17131854_G_A  0 17131854  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2639
iter from getPCG1ofSigmaAndVector 1
AC  2712 
S is  -3.435647e-26 
var1 is  2.77587e-10 
p_exact  1 
var2sparseGRM Here  2.775872e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2712 
var1  2.77587e-10 
var2null  2.77587e-10 
var2null_noXadj  4.515445e-10 
450 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3566 22 22_17448910_C_T  0 17448910  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3391
iter from getPCG1ofSigmaAndVector 1
AC  1843 
S is  6.739523e-25 
var1 is  2.373953e-10 
p_exact  1 
var2sparseGRM Here  2.373954e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1843 
var1  2.373953e-10 
var2null  2.373953e-10 
var2null_noXadj  3.921551e-10 
166 th marker in geno  1 
MAC:  30 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1369 22 22_17014255_C_T  0 17014255  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3405
iter from getPCG1ofSigmaAndVector 1
AC  1467 
S is  2.641359e-25 
var1 is  1.654633e-10 
p_exact  1 
var2sparseGRM Here  1.654634e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1467 
var1  1.654633e-10 
var2null  1.654633e-10 
var2null_noXadj  2.343161e-10 
413 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 2 1 2 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3251 22 22_17406562_G_A  0 17406562  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 841
iter from getPCG1ofSigmaAndVector 1
AC  4596 
S is  2.754601e-24 
var1 is  2.020824e-10 
p_exact  1 
var2sparseGRM Here  2.020825e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4596 
var1  2.020824e-10 
var2null  2.020824e-10 
var2null_noXadj  2.851867e-10 
68 th marker in geno  1 
MAC:  27 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 0 0 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1                V2 V3       V4 V5  V6
543 22 22_16806309_C_CAT  0 16806309  C CAT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3625
iter from getPCG1ofSigmaAndVector 1
AC  1143 
S is  2.171955e-25 
var1 is  1.083828e-10 
p_exact  1 
var2sparseGRM Here  1.083828e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1143 
var1  1.083828e-10 
var2null  1.083828e-10 
var2null_noXadj  1.679953e-10 
276 th marker in geno  1 
MAC:  81 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 1 1 1 1 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2207 22 22_17179611_C_G  0 17179611  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1048
iter from getPCG1ofSigmaAndVector 1
AC  4169 
S is  1.606348e-24 
var1 is  1.968281e-10 
p_exact  1 
var2sparseGRM Here  1.968281e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4169 
var1  1.968281e-10 
var2null  1.968281e-10 
var2null_noXadj  2.751443e-10 
25 th marker in geno  1 
MAC:  86 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 0 0 0 0 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
226 22 22_16697442_G_T  0 16697442  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 995
iter from getPCG1ofSigmaAndVector 1
AC  4722 
S is  4.25405e-24 
var1 is  2.405499e-10 
p_exact  1 
var2sparseGRM Here  2.4055e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4722 
var1  2.405499e-10 
var2null  2.405499e-10 
var2null_noXadj  3.868031e-10 
182 th marker in geno  1 
MAC:  34 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1525 22 22_17049480_A_G  0 17049480  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3708
iter from getPCG1ofSigmaAndVector 1
AC  1083 
S is  1.803904e-25 
var1 is  9.715818e-11 
p_exact  1 
var2sparseGRM Here  9.715822e-11 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1083 
var1  9.715818e-11 
var2null  9.715819e-11 
var2null_noXadj  1.81562e-10 
175 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1479 22 22_17037865_G_T  0 17037865  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -2.610991e-24 
var1 is  1.303817e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.303817e-10 
var2null  1.303817e-10 
var2null_noXadj  2.211101e-10 
85 th marker in geno  1 
MAC:  81 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 1 1 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
629 22 22_16825380_G_A  0 16825380  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2017
iter from getPCG1ofSigmaAndVector 1
AC  3372 
S is  -1.03857e-24 
var1 is  2.609921e-10 
p_exact  1 
var2sparseGRM Here  2.609921e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3372 
var1  2.609921e-10 
var2null  2.609921e-10 
var2null_noXadj  4.353054e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
[43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
[57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
[78] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[85] 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
[43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
[50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
[57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
[64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
[71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
[78] 0.6510286 0.6660976 0.4554597 0.6147501 0.6053607 0.7061542 0.7085970
[85] 0.6451535 0.7153633 0.6218924 0.5351240 0.5896686 0.5995609
CV for variance ratio estimate using  90  markers is  0.001388658  >  0.001 
try  100  markers
57 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
470 22 22_16785735_A_C  0 16785735  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2722
iter from getPCG1ofSigmaAndVector 1
AC  2034 
S is  -3.386725e-24 
var1 is  1.38251e-10 
p_exact  1 
var2sparseGRM Here  1.382511e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2034 
var1  1.38251e-10 
var2null  1.38251e-10 
var2null_noXadj  2.290779e-10 
86 th marker in geno  1 
MAC:  90 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 2 0 0 1 1 2 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1                 V2 V3       V4 V5   V6
630 22 22_16826051_T_TAAC  0 16826051  T TAAC
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1281
iter from getPCG1ofSigmaAndVector 1
AC  4596 
S is  3.209919e-24 
var1 is  2.792824e-10 
p_exact  1 
var2sparseGRM Here  2.792825e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4596 
var1  2.792824e-10 
var2null  2.792825e-10 
var2null_noXadj  4.687222e-10 
482 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3961 22 22_17519297_T_G  0 17519297  T  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2675
iter from getPCG1ofSigmaAndVector 1
AC  2326 
S is  -1.754212e-24 
var1 is  1.584588e-10 
p_exact  1 
var2sparseGRM Here  1.584588e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2326 
var1  1.584588e-10 
var2null  1.584588e-10 
var2null_noXadj  3.224383e-10 
205 th marker in geno  1 
MAC:  20 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1                V2 V3       V4  V5 V6
1706 22 22_17100141_TAA_T  0 17100141 TAA  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3757
iter from getPCG1ofSigmaAndVector 1
AC  1067 
S is  3.586525e-25 
var1 is  1.225337e-10 
p_exact  1 
var2sparseGRM Here  1.225338e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1067 
var1  1.225337e-10 
var2null  1.225337e-10 
var2null_noXadj  1.810654e-10 
240 th marker in geno  1 
MAC:  65 
[1] "length(G0)   aaaaa"
[1] 100
G0 2 1 2 1 1 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 2 2 2 2 2 2 2 2 2 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1915 22 22_17137274_C_G  0 17137274  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2388
iter from getPCG1ofSigmaAndVector 1
AC  2572 
S is  2.21545e-24 
var1 is  1.940903e-10 
p_exact  1 
var2sparseGRM Here  1.940903e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2572 
var1  1.940903e-10 
var2null  1.940903e-10 
var2null_noXadj  3.092207e-10 
148 th marker in geno  1 
MAC:  64 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 0 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1078 22 22_16947190_T_C  0 16947190  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1816
iter from getPCG1ofSigmaAndVector 1
AC  3745 
S is  -4.252755e-24 
var1 is  2.582015e-10 
p_exact  1 
var2sparseGRM Here  2.582015e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3745 
var1  2.582015e-10 
var2null  2.582015e-10 
var2null_noXadj  4.689406e-10 
484 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3973 22 22_17521351_T_A  0 17521351  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2675
iter from getPCG1ofSigmaAndVector 1
AC  2326 
S is  -1.754212e-24 
var1 is  1.584588e-10 
p_exact  1 
var2sparseGRM Here  1.584588e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2326 
var1  1.584588e-10 
var2null  1.584588e-10 
var2null_noXadj  3.224383e-10 
141 th marker in geno  1 
MAC:  64 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 1 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1005 22 22_16931326_A_G  0 16931326  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2126
iter from getPCG1ofSigmaAndVector 1
AC  3016 
S is  -2.314631e-24 
var1 is  2.449201e-10 
p_exact  1 
var2sparseGRM Here  2.449202e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3016 
var1  2.449201e-10 
var2null  2.449201e-10 
var2null_noXadj  3.529569e-10 
56 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
457 22 22_16781299_C_T  0 16781299  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2722
iter from getPCG1ofSigmaAndVector 1
AC  2034 
S is  -3.386725e-24 
var1 is  1.38251e-10 
p_exact  1 
var2sparseGRM Here  1.382511e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2034 
var1  1.38251e-10 
var2null  1.38251e-10 
var2null_noXadj  2.290779e-10 
363 th marker in geno  1 
MAC:  89 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 1 2 1 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2808 22 22_17303033_G_A  0 17303033  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1463
iter from getPCG1ofSigmaAndVector 1
AC  4385 
S is  -4.3843e-25 
var1 is  2.645537e-10 
p_exact  1 
var2sparseGRM Here  2.645538e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4385 
var1  2.645537e-10 
var2null  2.645537e-10 
var2null_noXadj  4.747337e-10 
[1] "varRatio_NULL_vec"
  [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
 [43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
 [57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
 [78] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
  [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
 [15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
 [22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
 [29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
 [36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
 [43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
 [50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
 [57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
 [64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
 [71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
 [78] 0.6510286 0.6660976 0.4554597 0.6147501 0.6053607 0.7061542 0.7085970
 [85] 0.6451535 0.7153633 0.6218924 0.5351240 0.5896686 0.5995609 0.6035108
 [92] 0.5958378 0.4914390 0.6767374 0.6276756 0.5506059 0.4914390 0.6939092
 [99] 0.6035108 0.5572676
CV for variance ratio estimate using  100  markers is  0.001248106  >  0.001 
try  110  markers
91 th marker in geno  1 
MAC:  41 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
671 22 22_16836343_A_C  0 16836343  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3657
iter from getPCG1ofSigmaAndVector 1
AC  1369 
S is  3.350702e-25 
var1 is  2.058348e-10 
p_exact  1 
var2sparseGRM Here  2.058349e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1369 
var1  2.058348e-10 
var2null  2.058348e-10 
var2null_noXadj  2.979653e-10 
344 th marker in geno  1 
MAC:  29 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1                     V2 V3       V4 V5       V6
2642 22 22_17250567_T_TAAAATAA  0 17250567  T TAAAATAA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3561
iter from getPCG1ofSigmaAndVector 1
AC  1293 
S is  -5.852391e-25 
var1 is  1.357912e-10 
p_exact  1 
var2sparseGRM Here  1.357912e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1293 
var1  1.357912e-10 
var2null  1.357912e-10 
var2null_noXadj  2.144203e-10 
253 th marker in geno  1 
MAC:  48 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2036 22 22_17161022_A_G  0 17161022  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2814
iter from getPCG1ofSigmaAndVector 1
AC  2574 
S is  -3.580696e-24 
var1 is  3.388007e-10 
p_exact  1 
var2sparseGRM Here  3.388009e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2574 
var1  3.388007e-10 
var2null  3.388007e-10 
var2null_noXadj  4.617044e-10 
322 th marker in geno  1 
MAC:  37 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2485 22 22_17221690_T_C  0 17221690  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2859
iter from getPCG1ofSigmaAndVector 1
AC  2810 
S is  5.546513e-25 
var1 is  2.895086e-10 
p_exact  1 
var2sparseGRM Here  2.895089e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2810 
var1  2.895086e-10 
var2null  2.895087e-10 
var2null_noXadj  5.988163e-10 
438 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
3507 22 22_17441603_A_AC  0 17441603  A AC
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3391
iter from getPCG1ofSigmaAndVector 1
AC  1843 
S is  6.739523e-25 
var1 is  2.373953e-10 
p_exact  1 
var2sparseGRM Here  2.373954e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1843 
var1  2.373953e-10 
var2null  2.373953e-10 
var2null_noXadj  3.921551e-10 
518 th marker in geno  1 
MAC:  77 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 1 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4231 22 22_17572793_C_T  0 17572793  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2124
iter from getPCG1ofSigmaAndVector 1
AC  3558 
S is  -4.092535e-24 
var1 is  3.015379e-10 
p_exact  1 
var2sparseGRM Here  3.01538e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3558 
var1  3.015379e-10 
var2null  3.015379e-10 
var2null_noXadj  5.179161e-10 
52 th marker in geno  1 
MAC:  51 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 1 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
449 22 22_16769333_T_C  0 16769333  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2289
iter from getPCG1ofSigmaAndVector 1
AC  2731 
S is  -7.096214e-25 
var1 is  2.152456e-10 
p_exact  1 
var2sparseGRM Here  2.152457e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2731 
var1  2.152456e-10 
var2null  2.152456e-10 
var2null_noXadj  3.225962e-10 
195 th marker in geno  1 
MAC:  35 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1607 22 22_17066270_C_A  0 17066270  C  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2952
iter from getPCG1ofSigmaAndVector 1
AC  2155 
S is  -1.796378e-24 
var1 is  2.287538e-10 
p_exact  1 
var2sparseGRM Here  2.287539e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2155 
var1  2.287538e-10 
var2null  2.287538e-10 
var2null_noXadj  3.594958e-10 
504 th marker in geno  1 
MAC:  82 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 2 0 0 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
     V1              V2 V3       V4 V5 V6
4156 22 22_17556556_G_A  0 17556556  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1761
iter from getPCG1ofSigmaAndVector 1
AC  4013 
S is  6.219506e-25 
var1 is  2.765841e-10 
p_exact  1 
var2sparseGRM Here  2.765843e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4013 
var1  2.765841e-10 
var2null  2.765842e-10 
var2null_noXadj  5.008253e-10 
204 th marker in geno  1 
MAC:  100 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 1 1 2 1 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1685 22 22_17092382_A_G  0 17092382  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1299
iter from getPCG1ofSigmaAndVector 1
AC  4568 
S is  -4.213742e-24 
var1 is  2.015821e-10 
p_exact  1 
var2sparseGRM Here  2.015822e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4568 
var1  2.015821e-10 
var2null  2.015821e-10 
var2null_noXadj  4.535953e-10 
[1] "varRatio_NULL_vec"
  [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
 [43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
 [57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
 [78] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999996 1.0000000
[106] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
  [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
 [15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
 [22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
 [29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
 [36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
 [43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
 [50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
 [57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
 [64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
 [71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
 [78] 0.6510286 0.6660976 0.4554597 0.6147501 0.6053607 0.7061542 0.7085970
 [85] 0.6451535 0.7153633 0.6218924 0.5351240 0.5896686 0.5995609 0.6035108
 [92] 0.5958378 0.4914390 0.6767374 0.6276756 0.5506059 0.4914390 0.6939092
 [99] 0.6035108 0.5572676 0.6908012 0.6332943 0.7338045 0.4834681 0.6053607
[106] 0.5822138 0.6672293 0.6363184 0.5522567 0.4444096
CV for variance ratio estimate using  110  markers is  0.001151453  >  0.001 
try  120  markers
515 th marker in geno  1 
MAC:  50 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 0 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
4216 22 22_17570663_A_G  0 17570663  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2428
iter from getPCG1ofSigmaAndVector 1
AC  2762 
S is  -4.176293e-24 
var1 is  1.689767e-10 
p_exact  1 
var2sparseGRM Here  1.689768e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2762 
var1  1.689767e-10 
var2null  1.689767e-10 
var2null_noXadj  3.839481e-10 
44 th marker in geno  1 
MAC:  30 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
362 22 22_16743136_G_A  0 16743136  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3158
iter from getPCG1ofSigmaAndVector 1
AC  1778 
S is  -5.863572e-25 
var1 is  2.020268e-10 
p_exact  1 
var2sparseGRM Here  2.02027e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1778 
var1  2.020268e-10 
var2null  2.020268e-10 
var2null_noXadj  2.794007e-10 
286 th marker in geno  1 
MAC:  64 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 2 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2276 22 22_17188516_G_C  0 17188516  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2273
iter from getPCG1ofSigmaAndVector 1
AC  3373 
S is  -3.717466e-24 
var1 is  2.827461e-10 
p_exact  1 
var2sparseGRM Here  2.827462e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3373 
var1  2.827461e-10 
var2null  2.827461e-10 
var2null_noXadj  5.229961e-10 
213 th marker in geno  1 
MAC:  63 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 2 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
     V1                 V2 V3       V4   V5 V6
1732 22 22_17106856_GGGC_G  0 17106856 GGGC  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2864
iter from getPCG1ofSigmaAndVector 1
AC  2181 
S is  -1.956375e-25 
var1 is  2.37367e-10 
p_exact  1 
var2sparseGRM Here  2.373671e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2181 
var1  2.37367e-10 
var2null  2.37367e-10 
var2null_noXadj  3.631997e-10 
93 th marker in geno  1 
MAC:  85 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 1 1 0 1 2 2 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
681 22 22_16839471_A_T  0 16839471  A  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1534
iter from getPCG1ofSigmaAndVector 1
AC  3866 
S is  -1.413437e-24 
var1 is  2.545011e-10 
p_exact  1 
var2sparseGRM Here  2.545012e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3866 
var1  2.545011e-10 
var2null  2.545011e-10 
var2null_noXadj  3.785768e-10 
59 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
481 22 22_16790535_G_A  0 16790535  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2722
iter from getPCG1ofSigmaAndVector 1
AC  2034 
S is  -3.386725e-24 
var1 is  1.38251e-10 
p_exact  1 
var2sparseGRM Here  1.382511e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2034 
var1  1.38251e-10 
var2null  1.38251e-10 
var2null_noXadj  2.290779e-10 
256 th marker in geno  1 
MAC:  41 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2062 22 22_17166972_T_G  0 17166972  T  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3155
iter from getPCG1ofSigmaAndVector 1
AC  2155 
S is  -9.513726e-25 
var1 is  2.926539e-10 
p_exact  1 
var2sparseGRM Here  2.926541e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2155 
var1  2.926539e-10 
var2null  2.92654e-10 
var2null_noXadj  4.305838e-10 
346 th marker in geno  1 
MAC:  33 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 1 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
2657 22 22_17251532_C_CA  0 17251532  C CA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3278
iter from getPCG1ofSigmaAndVector 1
AC  1612 
S is  -4.940163e-25 
var1 is  1.79778e-10 
p_exact  1 
var2sparseGRM Here  1.797781e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1612 
var1  1.79778e-10 
var2null  1.79778e-10 
var2null_noXadj  2.506762e-10 
335 th marker in geno  1 
MAC:  66 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 0 1 1 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
     V1              V2 V3       V4 V5 V6
2588 22 22_17243159_C_A  0 17243159  C  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2308
iter from getPCG1ofSigmaAndVector 1
AC  2896 
S is  -1.710023e-24 
var1 is  2.438792e-10 
p_exact  1 
var2sparseGRM Here  2.438794e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2896 
var1  2.438792e-10 
var2null  2.438792e-10 
var2null_noXadj  3.856526e-10 
109 th marker in geno  1 
MAC:  31 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
801 22 22_16864232_G_A  0 16864232  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3653
iter from getPCG1ofSigmaAndVector 1
AC  1185 
S is  -7.237325e-26 
var1 is  1.148315e-10 
p_exact  1 
var2sparseGRM Here  1.148315e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1185 
var1  1.148315e-10 
var2null  1.148315e-10 
var2null_noXadj  2.012894e-10 
[1] "varRatio_NULL_vec"
  [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
 [43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
 [57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
 [78] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999996 1.0000000
[106] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
[113] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[120] 1.0000000
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
  [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
 [15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
 [22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
 [29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
 [36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
 [43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
 [50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
 [57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
 [64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
 [71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
 [78] 0.6510286 0.6660976 0.4554597 0.6147501 0.6053607 0.7061542 0.7085970
 [85] 0.6451535 0.7153633 0.6218924 0.5351240 0.5896686 0.5995609 0.6035108
 [92] 0.5958378 0.4914390 0.6767374 0.6276756 0.5506059 0.4914390 0.6939092
 [99] 0.6035108 0.5572676 0.6908012 0.6332943 0.7338045 0.4834681 0.6053607
[106] 0.5822138 0.6672293 0.6363184 0.5522567 0.4444096 0.4401030 0.7230721
[113] 0.5406275 0.6535440 0.6722575 0.6035108 0.6796677 0.7171722 0.6323806
[120] 0.5704797
CV for variance ratio estimate using  120  markers is  0.001060431  >  0.001 
try  130  markers
442 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3521 22 22_17443691_C_T  0 17443691  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3391
iter from getPCG1ofSigmaAndVector 1
AC  1843 
S is  6.739523e-25 
var1 is  2.373953e-10 
p_exact  1 
var2sparseGRM Here  2.373954e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1843 
var1  2.373953e-10 
var2null  2.373953e-10 
var2null_noXadj  3.921551e-10 
203 th marker in geno  1 
MAC:  69 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 2 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1679 22 22_17090465_G_A  0 17090465  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2267
iter from getPCG1ofSigmaAndVector 1
AC  3285 
S is  -2.134393e-24 
var1 is  3.340378e-10 
p_exact  1 
var2sparseGRM Here  3.34038e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3285 
var1  3.340378e-10 
var2null  3.340378e-10 
var2null_noXadj  4.901084e-10 
392 th marker in geno  1 
MAC:  92 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3032 22 22_17352210_T_C  0 17352210  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1392
iter from getPCG1ofSigmaAndVector 1
AC  4581 
S is  6.121056e-24 
var1 is  3.073406e-10 
p_exact  1 
var2sparseGRM Here  3.073408e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4581 
var1  3.073406e-10 
var2null  3.073406e-10 
var2null_noXadj  4.9917e-10 
294 th marker in geno  1 
MAC:  98 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 2 2 2 1 2 1 2 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2319 22 22_17196809_C_T  0 17196809  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1757
iter from getPCG1ofSigmaAndVector 1
AC  3747 
S is  8.885729e-27 
var1 is  2.204993e-10 
p_exact  1 
var2sparseGRM Here  2.204995e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3747 
var1  2.204993e-10 
var2null  2.204993e-10 
var2null_noXadj  4.569122e-10 
154 th marker in geno  1 
MAC:  56 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 0 0 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1100 22 22_16954034_G_C  0 16954034  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2286
iter from getPCG1ofSigmaAndVector 1
AC  2716 
S is  -6.334364e-25 
var1 is  1.815757e-10 
p_exact  1 
var2sparseGRM Here  1.815757e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2716 
var1  1.815757e-10 
var2null  1.815757e-10 
var2null_noXadj  3.117158e-10 
80 th marker in geno  1 
MAC:  81 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 1 1 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
612 22 22_16822150_T_C  0 16822150  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2017
iter from getPCG1ofSigmaAndVector 1
AC  3372 
S is  -1.03857e-24 
var1 is  2.609921e-10 
p_exact  1 
var2sparseGRM Here  2.609921e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3372 
var1  2.609921e-10 
var2null  2.609921e-10 
var2null_noXadj  4.353054e-10 
243 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 1 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1948 22 22_17145775_T_C  0 17145775  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3327
iter from getPCG1ofSigmaAndVector 1
AC  1541 
S is  1.019234e-24 
var1 is  1.184986e-10 
p_exact  1 
var2sparseGRM Here  1.184987e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1541 
var1  1.184986e-10 
var2null  1.184987e-10 
var2null_noXadj  2.378183e-10 
296 th marker in geno  1 
MAC:  27 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2323 22 22_17197269_C_CT  0 17197269  C CT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3249
iter from getPCG1ofSigmaAndVector 1
AC  1605 
S is  -1.804802e-24 
var1 is  1.691563e-10 
p_exact  1 
var2sparseGRM Here  1.691565e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1605 
var1  1.691563e-10 
var2null  1.691564e-10 
var2null_noXadj  2.386271e-10 
35 th marker in geno  1 
MAC:  23 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
294 22 22_16724268_T_C  0 16724268  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3558
iter from getPCG1ofSigmaAndVector 1
AC  1270 
S is  1.621254e-24 
var1 is  1.295267e-10 
p_exact  1 
var2sparseGRM Here  1.295268e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1270 
var1  1.295267e-10 
var2null  1.295267e-10 
var2null_noXadj  2.022097e-10 
100 th marker in geno  1 
MAC:  84 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 1 1 0 1 2 2 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
743 22 22_16851949_G_A  0 16851949  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1548
iter from getPCG1ofSigmaAndVector 1
AC  3852 
S is  -1.19253e-24 
var1 is  2.561159e-10 
p_exact  1 
var2sparseGRM Here  2.561161e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3852 
var1  2.561159e-10 
var2null  2.561159e-10 
var2null_noXadj  3.799173e-10 
[1] "varRatio_NULL_vec"
  [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
 [43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
 [57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
 [78] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999996 1.0000000
[106] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
[113] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[120] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
[127] 0.9999997 1.0000000 1.0000000 0.9999998
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
  [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
 [15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
 [22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
 [29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
 [36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
 [43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
 [50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
 [57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
 [64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
 [71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
 [78] 0.6510286 0.6660976 0.4554597 0.6147501 0.6053607 0.7061542 0.7085970
 [85] 0.6451535 0.7153633 0.6218924 0.5351240 0.5896686 0.5995609 0.6035108
 [92] 0.5958378 0.4914390 0.6767374 0.6276756 0.5506059 0.4914390 0.6939092
 [99] 0.6035108 0.5572676 0.6908012 0.6332943 0.7338045 0.4834681 0.6053607
[106] 0.5822138 0.6672293 0.6363184 0.5522567 0.4444096 0.4401030 0.7230721
[113] 0.5406275 0.6535440 0.6722575 0.6035108 0.6796677 0.7171722 0.6323806
[120] 0.5704797 0.6053607 0.6815590 0.6157032 0.4825858 0.5825038 0.5995609
[127] 0.4982739 0.7088730 0.6405563 0.6741359
CV for variance ratio estimate using  130  markers is  0.0009729458  <  0.001 
varRatio_sparseGRM_vec
  [1] 0.9999991 0.9999992 0.9999992 0.9999996 0.9999997 0.9999996 0.9999993
  [8] 0.9999996 0.9999996 0.9999994 0.9999994 0.9999992 0.9999997 0.9999996
 [15] 0.9999996 0.9999997 0.9999997 0.9999995 0.9999995 0.9999998 0.9999997
 [22] 0.9999997 0.9999998 0.9999995 0.9999993 0.9999998 0.9999995 0.9999993
 [29] 0.9999995 0.9999996 0.9999996 0.9999990 0.9999995 0.9999996 0.9999999
 [36] 0.9999994 0.9999996 0.9999995 0.9999994 0.9999995 0.9999998 0.9999997
 [43] 0.9999996 0.9999995 0.9999995 0.9999992 0.9999998 0.9999997 0.9999994
 [50] 0.9999994 0.9999995 0.9999998 0.9999996 0.9999993 0.9999993 0.9999996
 [57] 0.9999999 0.9999996 0.9999996 0.9999998 0.9999995 0.9999997 0.9999995
 [64] 0.9999995 0.9999991 0.9999991 1.0000000 0.9999996 0.9999995 0.9999996
 [71] 0.9999996 0.9999990 0.9999995 0.9999992 0.9999993 0.9999996 0.9999997
 [78] 0.9999999 0.9999998 0.9999997 0.9999994 0.9999995 0.9999994 0.9999995
 [85] 0.9999994 0.9999999 0.9999994 0.9999996 0.9999996 0.9999999 0.9999994
 [92] 0.9999995 0.9999996 0.9999998 0.9999998 0.9999997 0.9999996 0.9999995
 [99] 0.9999994 0.9999997 0.9999995 0.9999995 0.9999993 0.9999990 0.9999995
[106] 0.9999996 0.9999995 0.9999995 0.9999995 0.9999996 0.9999996 0.9999992
[113] 0.9999996 0.9999997 0.9999994 0.9999994 0.9999994 0.9999996 0.9999993
[120] 0.9999998 0.9999995 0.9999993 0.9999991 0.9999993 0.9999995 0.9999999
[127] 0.9999993 0.9999993 0.9999995 0.9999992
varRatio_sparse 0.9999995 
varRatio_null 0.9999999 
varRatio_null_noXadj 0.6178561 
         V1          V2 V3
1 0.9999995      sparse  1
2 0.9999999        null  1
3 0.6178561 null_noXadj  1
4 0.9999999 null_sample  1

[2026-01-09 01:39:49,463] WARNING:cellink.tl._runner: WARNING: The requested image's platform (linux/amd64) does not match the detected host platform (linux/arm64/v8) and no specific platform was requested
Loading required package: optparse
Warning: Your system is mis-configured: ‘/var/db/timezone/localtime’ is not a symlink
Warning: ‘/var/db/timezone/localtime’ is not identical to any known timezone file
Loading required package: RhpcBLASctl

warning: solve(): system is singular; attempting approx solution
Loading required package: fastSave
Warning messages:
1: glm.fit: algorithm did not converge 
2: glm.fit: algorithm did not converge 
3: glm.fit: algorithm did not converge 

[2026-01-09 01:39:49,466] INFO:cellink.tl.external._saigeqtl: Running Step 2: Association tests
[2026-01-09 01:39:49,467] INFO:cellink.tl._runner: Executing: docker run --rm -v /Users/larnoldt/sc-genetics/docs/tutorials:/data -v /Users/larnoldt/cellink_data:/cellink_data -w /data wzhou88/saigeqtl /app/.pixi/envs/default/bin/Rscript /app/extdata/step2_tests_qtl.R --bedFile=saigeqtl_complete.bed --bimFile=saigeqtl_complete.bim --famFile=saigeqtl_complete.fam --GMMATmodelFile=saigeqtl_complete.rda --varianceRatioFile=saigeqtl_complete.varianceRatio.txt --SAIGEOutputFile=saigeqtl_complete_results.txt --minMAC=20 --LOCO=FALSE --rangestoIncludeFile=saigeqtl_complete_ranges.txt
[2026-01-09 01:40:05,771] INFO:cellink.tl._runner: R version 4.4.3 (2025-02-28)
Platform: x86_64-conda-linux-gnu
Running under: Ubuntu 20.04.4 LTS

Matrix products: default
BLAS/LAPACK: /app/.pixi/envs/default/lib/libopenblasp-r0.3.30.so;  LAPACK version 3.12.0

locale:
 [1] LC_CTYPE=C.UTF-8       LC_NUMERIC=C           LC_TIME=C.UTF-8       
 [4] LC_COLLATE=C.UTF-8     LC_MONETARY=C.UTF-8    LC_MESSAGES=C.UTF-8   
 [7] LC_PAPER=C.UTF-8       LC_NAME=C              LC_ADDRESS=C          
[10] LC_TELEPHONE=C         LC_MEASUREMENT=C.UTF-8 LC_IDENTIFICATION=C   

time zone: NA
tzcode source: system (glibc)

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] data.table_1.17.6   optparse_1.7.5      RhpcBLASctl_0.23-42
[4] SAIGEQTL_0.3.2     

loaded via a namespace (and not attached):
[1] compiler_4.4.3      Matrix_1.7-3        Rcpp_1.1.0         
[4] getopt_1.20.4       RcppNumerical_0.6-0 grid_4.4.3         
[7] RcppParallel_5.1.9  lattice_0.22-7     
$vcfFile
[1] ""

$vcfFileIndex
[1] ""

$vcfField
[1] "DS"

$savFile
[1] ""

$savFileIndex
[1] ""

$bgenFile
[1] ""

$bgenFileIndex
[1] ""

$sampleFile
[1] ""

$bedFile
[1] "saigeqtl_complete.bed"

$bimFile
[1] "saigeqtl_complete.bim"

$famFile
[1] "saigeqtl_complete.fam"

$AlleleOrder
[1] "alt-first"

$idstoIncludeFile
[1] ""

$rangestoIncludeFile
[1] "saigeqtl_complete_ranges.txt"

$chrom
[1] ""

$is_imputed_data
[1] FALSE

$minMAF
[1] 0

$minMAC
[1] 20

$minGroupMAC_in_BurdenTest
[1] 5

$minInfo
[1] 0

$maxMissing
[1] 0.15

$impute_method
[1] "best_guess"

$LOCO
[1] FALSE

$GMMATmodelFile
[1] "saigeqtl_complete.rda"

$varianceRatioFile
[1] "saigeqtl_complete.varianceRatio.txt"

$GMMATmodel_varianceRatio_multiTraits_File
[1] ""

$SAIGEOutputFile
[1] "saigeqtl_complete_results.txt"

$markers_per_chunk
[1] 10000

$groups_per_chunk
[1] 100

$is_output_moreDetails
[1] FALSE

$is_overwrite_output
[1] TRUE

$maxMAF_in_groupTest
[1] "0.0001,0.001,0.01"

$maxMAC_in_groupTest
[1] "0"

$annotation_in_groupTest
[1] "lof,missense;lof,missense;lof;synonymous"

$groupFile
[1] ""

$sparseGRMFile
[1] ""

$sparseGRMSampleIDFile
[1] ""

$relatednessCutoff
[1] 0

$MACCutoff_to_CollapseUltraRare
[1] 10

$cateVarRatioMinMACVecExclude
[1] "10,20.5"

$cateVarRatioMaxMACVecInclude
[1] "20.5"

$weights.beta
[1] "1;25"

$r.corr
[1] 0

$markers_per_chunk_in_groupTest
[1] 100

$condition
[1] ""

$SPAcutoff
[1] 2

$dosage_zerod_cutoff
[1] 0.2

$dosage_zerod_MAC_cutoff
[1] 10

$is_single_in_groupTest
[1] FALSE

$is_SKATO
[1] FALSE

$is_equal_weight_in_groupTest
[1] FALSE

$is_output_markerList_in_groupTest
[1] FALSE

$is_Firth_beta
[1] FALSE

$pCutoffforFirth
[1] 0.01

$is_fastTest
[1] FALSE

$is_noadjCov
[1] TRUE

$is_sparseGRM
[1] FALSE

$pval_cutoff_for_fastTest
[1] 0.05

$max_MAC_for_ER
[1] 4

$is_EmpSPA
[1] FALSE

$help
[1] FALSE

[1] "opt$r.corr"
[1] 0
dosage_zerod_cutoff  0.2 
Any dosages <=  0.2  for genetic variants with MAC <=  10  are set to be 0 in group tests
single-variant association test will be performed
[1] "Leave-one-chromosome-out is not applied"
[1] "LOCO = FASLE and leave-one-chromosome-out is not applied"
isSparseGRM  FALSE 
variance Ratio null is  0.9999999 
variance Ratio null_noXadj is  0.6178561 
variance Ratio ratioVec_null_sample is  0.9999999 
$ratioVec_sparse
[1] 0.9999995

$ratioVec_null
[1] 0.9999999

$ratioVec_null_sample
[1] 0.9999999

$ratioVec_null_noXadj
[1] 0.6178561

$ratioVec_null_eg
[1] -1

$ratioVec_sparse_eg
[1] -1

dosageFile type is  plink 
allele order in the plink file is  alt-first .
Reading bim file....
Reading fam file....
Setting position of samples in PLINK files....
871  ranges are in rangestoIncludeFile
22  markers in the range  1  are found in the geno/dosage file.
1422  markers in the range  2  are found in the geno/dosage file.
1686  markers in the range  3  are found in the geno/dosage file.
1705  markers in the range  4  are found in the geno/dosage file.
1784  markers in the range  5  are found in the geno/dosage file.
2156  markers in the range  6  are found in the geno/dosage file.
2627  markers in the range  7  are found in the geno/dosage file.
2632  markers in the range  8  are found in the geno/dosage file.
2931  markers in the range  9  are found in the geno/dosage file.
3109  markers in the range  10  are found in the geno/dosage file.
3224  markers in the range  11  are found in the geno/dosage file.
3270  markers in the range  12  are found in the geno/dosage file.
3312  markers in the range  13  are found in the geno/dosage file.
3350  markers in the range  14  are found in the geno/dosage file.
3433  markers in the range  15  are found in the geno/dosage file.
3880  markers in the range  16  are found in the geno/dosage file.
4200  markers in the range  17  are found in the geno/dosage file.
4194  markers in the range  18  are found in the geno/dosage file.
4151  markers in the range  19  are found in the geno/dosage file.
4151  markers in the range  20  are found in the geno/dosage file.
4147  markers in the range  21  are found in the geno/dosage file.
4128  markers in the range  22  are found in the geno/dosage file.
4112  markers in the range  23  are found in the geno/dosage file.
3865  markers in the range  24  are found in the geno/dosage file.
3498  markers in the range  25  are found in the geno/dosage file.
2883  markers in the range  26  are found in the geno/dosage file.
2677  markers in the range  27  are found in the geno/dosage file.
2638  markers in the range  28  are found in the geno/dosage file.
2593  markers in the range  29  are found in the geno/dosage file.
2437  markers in the range  30  are found in the geno/dosage file.
1734  markers in the range  31  are found in the geno/dosage file.
1532  markers in the range  32  are found in the geno/dosage file.
1501  markers in the range  33  are found in the geno/dosage file.
1484  markers in the range  34  are found in the geno/dosage file.
492  markers in the range  35  are found in the geno/dosage file.
395  markers in the range  36  are found in the geno/dosage file.
256  markers in the range  37  are found in the geno/dosage file.
33  markers in the range  38  are found in the geno/dosage file.
17  markers in the range  39  are found in the geno/dosage file.
0  markers in the range  40  are found in the geno/dosage file.
0  markers in the range  41  are found in the geno/dosage file.
0  markers in the range  42  are found in the geno/dosage file.
0  markers in the range  43  are found in the geno/dosage file.
0  markers in the range  44  are found in the geno/dosage file.
0  markers in the range  45  are found in the geno/dosage file.
0  markers in the range  46  are found in the geno/dosage file.
0  markers in the range  47  are found in the geno/dosage file.
0  markers in the range  48  are found in the geno/dosage file.
0  markers in the range  49  are found in the geno/dosage file.
0  markers in the range  50  are found in the geno/dosage file.
0  markers in the range  51  are found in the geno/dosage file.
0  markers in the range  52  are found in the geno/dosage file.
0  markers in the range  53  are found in the geno/dosage file.
0  markers in the range  54  are found in the geno/dosage file.
0  markers in the range  55  are found in the geno/dosage file.
0  markers in the range  56  are found in the geno/dosage file.
0  markers in the range  57  are found in the geno/dosage file.
0  markers in the range  58  are found in the geno/dosage file.
0  markers in the range  59  are found in the geno/dosage file.
0  markers in the range  60  are found in the geno/dosage file.
0  markers in the range  61  are found in the geno/dosage file.
0  markers in the range  62  are found in the geno/dosage file.
0  markers in the range  63  are found in the geno/dosage file.
0  markers in the range  64  are found in the geno/dosage file.
0  markers in the range  65  are found in the geno/dosage file.
0  markers in the range  66  are found in the geno/dosage file.
0  markers in the range  67  are found in the geno/dosage file.
0  markers in the range  68  are found in the geno/dosage file.
0  markers in the range  69  are found in the geno/dosage file.
0  markers in the range  70  are found in the geno/dosage file.
0  markers in the range  71  are found in the geno/dosage file.
0  markers in the range  72  are found in the geno/dosage file.
0  markers in the range  73  are found in the geno/dosage file.
0  markers in the range  74  are found in the geno/dosage file.
0  markers in the range  75  are found in the geno/dosage file.
0  markers in the range  76  are found in the geno/dosage file.
0  markers in the range  77  are found in the geno/dosage file.
0  markers in the range  78  are found in the geno/dosage file.
0  markers in the range  79  are found in the geno/dosage file.
0  markers in the range  80  are found in the geno/dosage file.
0  markers in the range  81  are found in the geno/dosage file.
0  markers in the range  82  are found in the geno/dosage file.
0  markers in the range  83  are found in the geno/dosage file.
0  markers in the range  84  are found in the geno/dosage file.
0  markers in the range  85  are found in the geno/dosage file.
0  markers in the range  86  are found in the geno/dosage file.
0  markers in the range  87  are found in the geno/dosage file.
0  markers in the range  88  are found in the geno/dosage file.
0  markers in the range  89  are found in the geno/dosage file.
0  markers in the range  90  are found in the geno/dosage file.
0  markers in the range  91  are found in the geno/dosage file.
0  markers in the range  92  are found in the geno/dosage file.
0  markers in the range  93  are found in the geno/dosage file.
0  markers in the range  94  are found in the geno/dosage file.
0  markers in the range  95  are found in the geno/dosage file.
0  markers in the range  96  are found in the geno/dosage file.
0  markers in the range  97  are found in the geno/dosage file.
0  markers in the range  98  are found in the geno/dosage file.
0  markers in the range  99  are found in the geno/dosage file.
0  markers in the range  100  are found in the geno/dosage file.
0  markers in the range  101  are found in the geno/dosage file.
0  markers in the range  102  are found in the geno/dosage file.
0  markers in the range  103  are found in the geno/dosage file.
0  markers in the range  104  are found in the geno/dosage file.
0  markers in the range  105  are found in the geno/dosage file.
0  markers in the range  106  are found in the geno/dosage file.
0  markers in the range  107  are found in the geno/dosage file.
0  markers in the range  108  are found in the geno/dosage file.
0  markers in the range  109  are found in the geno/dosage file.
0  markers in the range  110  are found in the geno/dosage file.
0  markers in the range  111  are found in the geno/dosage file.
0  markers in the range  112  are found in the geno/dosage file.
0  markers in the range  113  are found in the geno/dosage file.
0  markers in the range  114  are found in the geno/dosage file.
0  markers in the range  115  are found in the geno/dosage file.
0  markers in the range  116  are found in the geno/dosage file.
0  markers in the range  117  are found in the geno/dosage file.
0  markers in the range  118  are found in the geno/dosage file.
0  markers in the range  119  are found in the geno/dosage file.
0  markers in the range  120  are found in the geno/dosage file.
0  markers in the range  121  are found in the geno/dosage file.
0  markers in the range  122  are found in the geno/dosage file.
0  markers in the range  123  are found in the geno/dosage file.
0  markers in the range  124  are found in the geno/dosage file.
0  markers in the range  125  are found in the geno/dosage file.
0  markers in the range  126  are found in the geno/dosage file.
0  markers in the range  127  are found in the geno/dosage file.
0  markers in the range  128  are found in the geno/dosage file.
0  markers in the range  129  are found in the geno/dosage file.
0  markers in the range  130  are found in the geno/dosage file.
0  markers in the range  131  are found in the geno/dosage file.
0  markers in the range  132  are found in the geno/dosage file.
0  markers in the range  133  are found in the geno/dosage file.
0  markers in the range  134  are found in the geno/dosage file.
0  markers in the range  135  are found in the geno/dosage file.
0  markers in the range  136  are found in the geno/dosage file.
0  markers in the range  137  are found in the geno/dosage file.
0  markers in the range  138  are found in the geno/dosage file.
0  markers in the range  139  are found in the geno/dosage file.
0  markers in the range  140  are found in the geno/dosage file.
0  markers in the range  141  are found in the geno/dosage file.
0  markers in the range  142  are found in the geno/dosage file.
0  markers in the range  143  are found in the geno/dosage file.
0  markers in the range  144  are found in the geno/dosage file.
0  markers in the range  145  are found in the geno/dosage file.
0  markers in the range  146  are found in the geno/dosage file.
0  markers in the range  147  are found in the geno/dosage file.
0  markers in the range  148  are found in the geno/dosage file.
0  markers in the range  149  are found in the geno/dosage file.
0  markers in the range  150  are found in the geno/dosage file.
0  markers in the range  151  are found in the geno/dosage file.
0  markers in the range  152  are found in the geno/dosage file.
0  markers in the range  153  are found in the geno/dosage file.
0  markers in the range  154  are found in the geno/dosage file.
0  markers in the range  155  are found in the geno/dosage file.
0  markers in the range  156  are found in the geno/dosage file.
0  markers in the range  157  are found in the geno/dosage file.
0  markers in the range  158  are found in the geno/dosage file.
0  markers in the range  159  are found in the geno/dosage file.
0  markers in the range  160  are found in the geno/dosage file.
0  markers in the range  161  are found in the geno/dosage file.
0  markers in the range  162  are found in the geno/dosage file.
0  markers in the range  163  are found in the geno/dosage file.
0  markers in the range  164  are found in the geno/dosage file.
0  markers in the range  165  are found in the geno/dosage file.
0  markers in the range  166  are found in the geno/dosage file.
0  markers in the range  167  are found in the geno/dosage file.
0  markers in the range  168  are found in the geno/dosage file.
0  markers in the range  169  are found in the geno/dosage file.
0  markers in the range  170  are found in the geno/dosage file.
0  markers in the range  171  are found in the geno/dosage file.
0  markers in the range  172  are found in the geno/dosage file.
0  markers in the range  173  are found in the geno/dosage file.
0  markers in the range  174  are found in the geno/dosage file.
0  markers in the range  175  are found in the geno/dosage file.
0  markers in the range  176  are found in the geno/dosage file.
0  markers in the range  177  are found in the geno/dosage file.
0  markers in the range  178  are found in the geno/dosage file.
0  markers in the range  179  are found in the geno/dosage file.
0  markers in the range  180  are found in the geno/dosage file.
0  markers in the range  181  are found in the geno/dosage file.
0  markers in the range  182  are found in the geno/dosage file.
0  markers in the range  183  are found in the geno/dosage file.
0  markers in the range  184  are found in the geno/dosage file.
0  markers in the range  185  are found in the geno/dosage file.
0  markers in the range  186  are found in the geno/dosage file.
0  markers in the range  187  are found in the geno/dosage file.
0  markers in the range  188  are found in the geno/dosage file.
0  markers in the range  189  are found in the geno/dosage file.
0  markers in the range  190  are found in the geno/dosage file.
0  markers in the range  191  are found in the geno/dosage file.
0  markers in the range  192  are found in the geno/dosage file.
0  markers in the range  193  are found in the geno/dosage file.
0  markers in the range  194  are found in the geno/dosage file.
0  markers in the range  195  are found in the geno/dosage file.
0  markers in the range  196  are found in the geno/dosage file.
0  markers in the range  197  are found in the geno/dosage file.
0  markers in the range  198  are found in the geno/dosage file.
0  markers in the range  199  are found in the geno/dosage file.
0  markers in the range  200  are found in the geno/dosage file.
0  markers in the range  201  are found in the geno/dosage file.
0  markers in the range  202  are found in the geno/dosage file.
0  markers in the range  203  are found in the geno/dosage file.
0  markers in the range  204  are found in the geno/dosage file.
0  markers in the range  205  are found in the geno/dosage file.
0  markers in the range  206  are found in the geno/dosage file.
0  markers in the range  207  are found in the geno/dosage file.
0  markers in the range  208  are found in the geno/dosage file.
0  markers in the range  209  are found in the geno/dosage file.
0  markers in the range  210  are found in the geno/dosage file.
0  markers in the range  211  are found in the geno/dosage file.
0  markers in the range  212  are found in the geno/dosage file.
0  markers in the range  213  are found in the geno/dosage file.
0  markers in the range  214  are found in the geno/dosage file.
0  markers in the range  215  are found in the geno/dosage file.
0  markers in the range  216  are found in the geno/dosage file.
0  markers in the range  217  are found in the geno/dosage file.
0  markers in the range  218  are found in the geno/dosage file.
0  markers in the range  219  are found in the geno/dosage file.
0  markers in the range  220  are found in the geno/dosage file.
0  markers in the range  221  are found in the geno/dosage file.
0  markers in the range  222  are found in the geno/dosage file.
0  markers in the range  223  are found in the geno/dosage file.
0  markers in the range  224  are found in the geno/dosage file.
0  markers in the range  225  are found in the geno/dosage file.
0  markers in the range  226  are found in the geno/dosage file.
0  markers in the range  227  are found in the geno/dosage file.
0  markers in the range  228  are found in the geno/dosage file.
0  markers in the range  229  are found in the geno/dosage file.
0  markers in the range  230  are found in the geno/dosage file.
0  markers in the range  231  are found in the geno/dosage file.
0  markers in the range  232  are found in the geno/dosage file.
0  markers in the range  233  are found in the geno/dosage file.
0  markers in the range  234  are found in the geno/dosage file.
0  markers in the range  235  are found in the geno/dosage file.
0  markers in the range  236  are found in the geno/dosage file.
0  markers in the range  237  are found in the geno/dosage file.
0  markers in the range  238  are found in the geno/dosage file.
0  markers in the range  239  are found in the geno/dosage file.
0  markers in the range  240  are found in the geno/dosage file.
0  markers in the range  241  are found in the geno/dosage file.
0  markers in the range  242  are found in the geno/dosage file.
0  markers in the range  243  are found in the geno/dosage file.
0  markers in the range  244  are found in the geno/dosage file.
0  markers in the range  245  are found in the geno/dosage file.
0  markers in the range  246  are found in the geno/dosage file.
0  markers in the range  247  are found in the geno/dosage file.
0  markers in the range  248  are found in the geno/dosage file.
0  markers in the range  249  are found in the geno/dosage file.
0  markers in the range  250  are found in the geno/dosage file.
0  markers in the range  251  are found in the geno/dosage file.
0  markers in the range  252  are found in the geno/dosage file.
0  markers in the range  253  are found in the geno/dosage file.
0  markers in the range  254  are found in the geno/dosage file.
0  markers in the range  255  are found in the geno/dosage file.
0  markers in the range  256  are found in the geno/dosage file.
0  markers in the range  257  are found in the geno/dosage file.
0  markers in the range  258  are found in the geno/dosage file.
0  markers in the range  259  are found in the geno/dosage file.
0  markers in the range  260  are found in the geno/dosage file.
0  markers in the range  261  are found in the geno/dosage file.
0  markers in the range  262  are found in the geno/dosage file.
0  markers in the range  263  are found in the geno/dosage file.
0  markers in the range  264  are found in the geno/dosage file.
0  markers in the range  265  are found in the geno/dosage file.
0  markers in the range  266  are found in the geno/dosage file.
0  markers in the range  267  are found in the geno/dosage file.
0  markers in the range  268  are found in the geno/dosage file.
0  markers in the range  269  are found in the geno/dosage file.
0  markers in the range  270  are found in the geno/dosage file.
0  markers in the range  271  are found in the geno/dosage file.
0  markers in the range  272  are found in the geno/dosage file.
0  markers in the range  273  are found in the geno/dosage file.
0  markers in the range  274  are found in the geno/dosage file.
0  markers in the range  275  are found in the geno/dosage file.
0  markers in the range  276  are found in the geno/dosage file.
0  markers in the range  277  are found in the geno/dosage file.
0  markers in the range  278  are found in the geno/dosage file.
0  markers in the range  279  are found in the geno/dosage file.
0  markers in the range  280  are found in the geno/dosage file.
0  markers in the range  281  are found in the geno/dosage file.
0  markers in the range  282  are found in the geno/dosage file.
0  markers in the range  283  are found in the geno/dosage file.
0  markers in the range  284  are found in the geno/dosage file.
0  markers in the range  285  are found in the geno/dosage file.
0  markers in the range  286  are found in the geno/dosage file.
0  markers in the range  287  are found in the geno/dosage file.
0  markers in the range  288  are found in the geno/dosage file.
0  markers in the range  289  are found in the geno/dosage file.
0  markers in the range  290  are found in the geno/dosage file.
0  markers in the range  291  are found in the geno/dosage file.
0  markers in the range  292  are found in the geno/dosage file.
0  markers in the range  293  are found in the geno/dosage file.
0  markers in the range  294  are found in the geno/dosage file.
0  markers in the range  295  are found in the geno/dosage file.
0  markers in the range  296  are found in the geno/dosage file.
0  markers in the range  297  are found in the geno/dosage file.
0  markers in the range  298  are found in the geno/dosage file.
0  markers in the range  299  are found in the geno/dosage file.
0  markers in the range  300  are found in the geno/dosage file.
0  markers in the range  301  are found in the geno/dosage file.
0  markers in the range  302  are found in the geno/dosage file.
0  markers in the range  303  are found in the geno/dosage file.
0  markers in the range  304  are found in the geno/dosage file.
0  markers in the range  305  are found in the geno/dosage file.
0  markers in the range  306  are found in the geno/dosage file.
0  markers in the range  307  are found in the geno/dosage file.
0  markers in the range  308  are found in the geno/dosage file.
0  markers in the range  309  are found in the geno/dosage file.
0  markers in the range  310  are found in the geno/dosage file.
0  markers in the range  311  are found in the geno/dosage file.
0  markers in the range  312  are found in the geno/dosage file.
0  markers in the range  313  are found in the geno/dosage file.
0  markers in the range  314  are found in the geno/dosage file.
0  markers in the range  315  are found in the geno/dosage file.
0  markers in the range  316  are found in the geno/dosage file.
0  markers in the range  317  are found in the geno/dosage file.
0  markers in the range  318  are found in the geno/dosage file.
0  markers in the range  319  are found in the geno/dosage file.
0  markers in the range  320  are found in the geno/dosage file.
0  markers in the range  321  are found in the geno/dosage file.
0  markers in the range  322  are found in the geno/dosage file.
0  markers in the range  323  are found in the geno/dosage file.
0  markers in the range  324  are found in the geno/dosage file.
0  markers in the range  325  are found in the geno/dosage file.
0  markers in the range  326  are found in the geno/dosage file.
0  markers in the range  327  are found in the geno/dosage file.
0  markers in the range  328  are found in the geno/dosage file.
0  markers in the range  329  are found in the geno/dosage file.
0  markers in the range  330  are found in the geno/dosage file.
0  markers in the range  331  are found in the geno/dosage file.
0  markers in the range  332  are found in the geno/dosage file.
0  markers in the range  333  are found in the geno/dosage file.
0  markers in the range  334  are found in the geno/dosage file.
0  markers in the range  335  are found in the geno/dosage file.
0  markers in the range  336  are found in the geno/dosage file.
0  markers in the range  337  are found in the geno/dosage file.
0  markers in the range  338  are found in the geno/dosage file.
0  markers in the range  339  are found in the geno/dosage file.
0  markers in the range  340  are found in the geno/dosage file.
0  markers in the range  341  are found in the geno/dosage file.
0  markers in the range  342  are found in the geno/dosage file.
0  markers in the range  343  are found in the geno/dosage file.
0  markers in the range  344  are found in the geno/dosage file.
0  markers in the range  345  are found in the geno/dosage file.
0  markers in the range  346  are found in the geno/dosage file.
0  markers in the range  347  are found in the geno/dosage file.
0  markers in the range  348  are found in the geno/dosage file.
0  markers in the range  349  are found in the geno/dosage file.
0  markers in the range  350  are found in the geno/dosage file.
0  markers in the range  351  are found in the geno/dosage file.
0  markers in the range  352  are found in the geno/dosage file.
0  markers in the range  353  are found in the geno/dosage file.
0  markers in the range  354  are found in the geno/dosage file.
0  markers in the range  355  are found in the geno/dosage file.
0  markers in the range  356  are found in the geno/dosage file.
0  markers in the range  357  are found in the geno/dosage file.
0  markers in the range  358  are found in the geno/dosage file.
0  markers in the range  359  are found in the geno/dosage file.
0  markers in the range  360  are found in the geno/dosage file.
0  markers in the range  361  are found in the geno/dosage file.
0  markers in the range  362  are found in the geno/dosage file.
0  markers in the range  363  are found in the geno/dosage file.
0  markers in the range  364  are found in the geno/dosage file.
0  markers in the range  365  are found in the geno/dosage file.
0  markers in the range  366  are found in the geno/dosage file.
0  markers in the range  367  are found in the geno/dosage file.
0  markers in the range  368  are found in the geno/dosage file.
0  markers in the range  369  are found in the geno/dosage file.
0  markers in the range  370  are found in the geno/dosage file.
0  markers in the range  371  are found in the geno/dosage file.
0  markers in the range  372  are found in the geno/dosage file.
0  markers in the range  373  are found in the geno/dosage file.
0  markers in the range  374  are found in the geno/dosage file.
0  markers in the range  375  are found in the geno/dosage file.
0  markers in the range  376  are found in the geno/dosage file.
0  markers in the range  377  are found in the geno/dosage file.
0  markers in the range  378  are found in the geno/dosage file.
0  markers in the range  379  are found in the geno/dosage file.
0  markers in the range  380  are found in the geno/dosage file.
0  markers in the range  381  are found in the geno/dosage file.
0  markers in the range  382  are found in the geno/dosage file.
0  markers in the range  383  are found in the geno/dosage file.
0  markers in the range  384  are found in the geno/dosage file.
0  markers in the range  385  are found in the geno/dosage file.
0  markers in the range  386  are found in the geno/dosage file.
0  markers in the range  387  are found in the geno/dosage file.
0  markers in the range  388  are found in the geno/dosage file.
0  markers in the range  389  are found in the geno/dosage file.
0  markers in the range  390  are found in the geno/dosage file.
0  markers in the range  391  are found in the geno/dosage file.
0  markers in the range  392  are found in the geno/dosage file.
0  markers in the range  393  are found in the geno/dosage file.
0  markers in the range  394  are found in the geno/dosage file.
0  markers in the range  395  are found in the geno/dosage file.
0  markers in the range  396  are found in the geno/dosage file.
0  markers in the range  397  are found in the geno/dosage file.
0  markers in the range  398  are found in the geno/dosage file.
0  markers in the range  399  are found in the geno/dosage file.
0  markers in the range  400  are found in the geno/dosage file.
0  markers in the range  401  are found in the geno/dosage file.
0  markers in the range  402  are found in the geno/dosage file.
0  markers in the range  403  are found in the geno/dosage file.
0  markers in the range  404  are found in the geno/dosage file.
0  markers in the range  405  are found in the geno/dosage file.
0  markers in the range  406  are found in the geno/dosage file.
0  markers in the range  407  are found in the geno/dosage file.
0  markers in the range  408  are found in the geno/dosage file.
0  markers in the range  409  are found in the geno/dosage file.
0  markers in the range  410  are found in the geno/dosage file.
0  markers in the range  411  are found in the geno/dosage file.
0  markers in the range  412  are found in the geno/dosage file.
0  markers in the range  413  are found in the geno/dosage file.
0  markers in the range  414  are found in the geno/dosage file.
0  markers in the range  415  are found in the geno/dosage file.
0  markers in the range  416  are found in the geno/dosage file.
0  markers in the range  417  are found in the geno/dosage file.
0  markers in the range  418  are found in the geno/dosage file.
0  markers in the range  419  are found in the geno/dosage file.
0  markers in the range  420  are found in the geno/dosage file.
0  markers in the range  421  are found in the geno/dosage file.
0  markers in the range  422  are found in the geno/dosage file.
0  markers in the range  423  are found in the geno/dosage file.
0  markers in the range  424  are found in the geno/dosage file.
0  markers in the range  425  are found in the geno/dosage file.
0  markers in the range  426  are found in the geno/dosage file.
0  markers in the range  427  are found in the geno/dosage file.
0  markers in the range  428  are found in the geno/dosage file.
0  markers in the range  429  are found in the geno/dosage file.
0  markers in the range  430  are found in the geno/dosage file.
0  markers in the range  431  are found in the geno/dosage file.
0  markers in the range  432  are found in the geno/dosage file.
0  markers in the range  433  are found in the geno/dosage file.
0  markers in the range  434  are found in the geno/dosage file.
0  markers in the range  435  are found in the geno/dosage file.
0  markers in the range  436  are found in the geno/dosage file.
0  markers in the range  437  are found in the geno/dosage file.
0  markers in the range  438  are found in the geno/dosage file.
0  markers in the range  439  are found in the geno/dosage file.
0  markers in the range  440  are found in the geno/dosage file.
0  markers in the range  441  are found in the geno/dosage file.
0  markers in the range  442  are found in the geno/dosage file.
0  markers in the range  443  are found in the geno/dosage file.
0  markers in the range  444  are found in the geno/dosage file.
0  markers in the range  445  are found in the geno/dosage file.
0  markers in the range  446  are found in the geno/dosage file.
0  markers in the range  447  are found in the geno/dosage file.
0  markers in the range  448  are found in the geno/dosage file.
0  markers in the range  449  are found in the geno/dosage file.
0  markers in the range  450  are found in the geno/dosage file.
0  markers in the range  451  are found in the geno/dosage file.
0  markers in the range  452  are found in the geno/dosage file.
0  markers in the range  453  are found in the geno/dosage file.
0  markers in the range  454  are found in the geno/dosage file.
0  markers in the range  455  are found in the geno/dosage file.
0  markers in the range  456  are found in the geno/dosage file.
0  markers in the range  457  are found in the geno/dosage file.
0  markers in the range  458  are found in the geno/dosage file.
0  markers in the range  459  are found in the geno/dosage file.
0  markers in the range  460  are found in the geno/dosage file.
0  markers in the range  461  are found in the geno/dosage file.
0  markers in the range  462  are found in the geno/dosage file.
0  markers in the range  463  are found in the geno/dosage file.
0  markers in the range  464  are found in the geno/dosage file.
0  markers in the range  465  are found in the geno/dosage file.
0  markers in the range  466  are found in the geno/dosage file.
0  markers in the range  467  are found in the geno/dosage file.
0  markers in the range  468  are found in the geno/dosage file.
0  markers in the range  469  are found in the geno/dosage file.
0  markers in the range  470  are found in the geno/dosage file.
0  markers in the range  471  are found in the geno/dosage file.
0  markers in the range  472  are found in the geno/dosage file.
0  markers in the range  473  are found in the geno/dosage file.
0  markers in the range  474  are found in the geno/dosage file.
0  markers in the range  475  are found in the geno/dosage file.
0  markers in the range  476  are found in the geno/dosage file.
0  markers in the range  477  are found in the geno/dosage file.
0  markers in the range  478  are found in the geno/dosage file.
0  markers in the range  479  are found in the geno/dosage file.
0  markers in the range  480  are found in the geno/dosage file.
0  markers in the range  481  are found in the geno/dosage file.
0  markers in the range  482  are found in the geno/dosage file.
0  markers in the range  483  are found in the geno/dosage file.
0  markers in the range  484  are found in the geno/dosage file.
0  markers in the range  485  are found in the geno/dosage file.
0  markers in the range  486  are found in the geno/dosage file.
0  markers in the range  487  are found in the geno/dosage file.
0  markers in the range  488  are found in the geno/dosage file.
0  markers in the range  489  are found in the geno/dosage file.
0  markers in the range  490  are found in the geno/dosage file.
0  markers in the range  491  are found in the geno/dosage file.
0  markers in the range  492  are found in the geno/dosage file.
0  markers in the range  493  are found in the geno/dosage file.
0  markers in the range  494  are found in the geno/dosage file.
0  markers in the range  495  are found in the geno/dosage file.
0  markers in the range  496  are found in the geno/dosage file.
0  markers in the range  497  are found in the geno/dosage file.
0  markers in the range  498  are found in the geno/dosage file.
0  markers in the range  499  are found in the geno/dosage file.
0  markers in the range  500  are found in the geno/dosage file.
0  markers in the range  501  are found in the geno/dosage file.
0  markers in the range  502  are found in the geno/dosage file.
0  markers in the range  503  are found in the geno/dosage file.
0  markers in the range  504  are found in the geno/dosage file.
0  markers in the range  505  are found in the geno/dosage file.
0  markers in the range  506  are found in the geno/dosage file.
0  markers in the range  507  are found in the geno/dosage file.
0  markers in the range  508  are found in the geno/dosage file.
0  markers in the range  509  are found in the geno/dosage file.
0  markers in the range  510  are found in the geno/dosage file.
0  markers in the range  511  are found in the geno/dosage file.
0  markers in the range  512  are found in the geno/dosage file.
0  markers in the range  513  are found in the geno/dosage file.
0  markers in the range  514  are found in the geno/dosage file.
0  markers in the range  515  are found in the geno/dosage file.
0  markers in the range  516  are found in the geno/dosage file.
0  markers in the range  517  are found in the geno/dosage file.
0  markers in the range  518  are found in the geno/dosage file.
0  markers in the range  519  are found in the geno/dosage file.
0  markers in the range  520  are found in the geno/dosage file.
0  markers in the range  521  are found in the geno/dosage file.
0  markers in the range  522  are found in the geno/dosage file.
0  markers in the range  523  are found in the geno/dosage file.
0  markers in the range  524  are found in the geno/dosage file.
0  markers in the range  525  are found in the geno/dosage file.
0  markers in the range  526  are found in the geno/dosage file.
0  markers in the range  527  are found in the geno/dosage file.
0  markers in the range  528  are found in the geno/dosage file.
0  markers in the range  529  are found in the geno/dosage file.
0  markers in the range  530  are found in the geno/dosage file.
0  markers in the range  531  are found in the geno/dosage file.
0  markers in the range  532  are found in the geno/dosage file.
0  markers in the range  533  are found in the geno/dosage file.
0  markers in the range  534  are found in the geno/dosage file.
0  markers in the range  535  are found in the geno/dosage file.
0  markers in the range  536  are found in the geno/dosage file.
0  markers in the range  537  are found in the geno/dosage file.
0  markers in the range  538  are found in the geno/dosage file.
0  markers in the range  539  are found in the geno/dosage file.
0  markers in the range  540  are found in the geno/dosage file.
0  markers in the range  541  are found in the geno/dosage file.
0  markers in the range  542  are found in the geno/dosage file.
0  markers in the range  543  are found in the geno/dosage file.
0  markers in the range  544  are found in the geno/dosage file.
0  markers in the range  545  are found in the geno/dosage file.
0  markers in the range  546  are found in the geno/dosage file.
0  markers in the range  547  are found in the geno/dosage file.
0  markers in the range  548  are found in the geno/dosage file.
0  markers in the range  549  are found in the geno/dosage file.
0  markers in the range  550  are found in the geno/dosage file.
0  markers in the range  551  are found in the geno/dosage file.
0  markers in the range  552  are found in the geno/dosage file.
0  markers in the range  553  are found in the geno/dosage file.
0  markers in the range  554  are found in the geno/dosage file.
0  markers in the range  555  are found in the geno/dosage file.
0  markers in the range  556  are found in the geno/dosage file.
0  markers in the range  557  are found in the geno/dosage file.
0  markers in the range  558  are found in the geno/dosage file.
0  markers in the range  559  are found in the geno/dosage file.
0  markers in the range  560  are found in the geno/dosage file.
0  markers in the range  561  are found in the geno/dosage file.
0  markers in the range  562  are found in the geno/dosage file.
0  markers in the range  563  are found in the geno/dosage file.
0  markers in the range  564  are found in the geno/dosage file.
0  markers in the range  565  are found in the geno/dosage file.
0  markers in the range  566  are found in the geno/dosage file.
0  markers in the range  567  are found in the geno/dosage file.
0  markers in the range  568  are found in the geno/dosage file.
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0  markers in the range  573  are found in the geno/dosage file.
0  markers in the range  574  are found in the geno/dosage file.
0  markers in the range  575  are found in the geno/dosage file.
0  markers in the range  576  are found in the geno/dosage file.
0  markers in the range  577  are found in the geno/dosage file.
0  markers in the range  578  are found in the geno/dosage file.
0  markers in the range  579  are found in the geno/dosage file.
0  markers in the range  580  are found in the geno/dosage file.
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0  markers in the range  582  are found in the geno/dosage file.
0  markers in the range  583  are found in the geno/dosage file.
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0  markers in the range  585  are found in the geno/dosage file.
0  markers in the range  586  are found in the geno/dosage file.
0  markers in the range  587  are found in the geno/dosage file.
0  markers in the range  588  are found in the geno/dosage file.
0  markers in the range  589  are found in the geno/dosage file.
0  markers in the range  590  are found in the geno/dosage file.
0  markers in the range  591  are found in the geno/dosage file.
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0  markers in the range  593  are found in the geno/dosage file.
0  markers in the range  594  are found in the geno/dosage file.
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0  markers in the range  597  are found in the geno/dosage file.
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0  markers in the range  599  are found in the geno/dosage file.
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0  markers in the range  601  are found in the geno/dosage file.
0  markers in the range  602  are found in the geno/dosage file.
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0  markers in the range  607  are found in the geno/dosage file.
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0  markers in the range  615  are found in the geno/dosage file.
0  markers in the range  616  are found in the geno/dosage file.
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0  markers in the range  622  are found in the geno/dosage file.
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0  markers in the range  624  are found in the geno/dosage file.
0  markers in the range  625  are found in the geno/dosage file.
0  markers in the range  626  are found in the geno/dosage file.
0  markers in the range  627  are found in the geno/dosage file.
0  markers in the range  628  are found in the geno/dosage file.
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0  markers in the range  630  are found in the geno/dosage file.
0  markers in the range  631  are found in the geno/dosage file.
0  markers in the range  632  are found in the geno/dosage file.
0  markers in the range  633  are found in the geno/dosage file.
0  markers in the range  634  are found in the geno/dosage file.
0  markers in the range  635  are found in the geno/dosage file.
0  markers in the range  636  are found in the geno/dosage file.
0  markers in the range  637  are found in the geno/dosage file.
0  markers in the range  638  are found in the geno/dosage file.
0  markers in the range  639  are found in the geno/dosage file.
0  markers in the range  640  are found in the geno/dosage file.
0  markers in the range  641  are found in the geno/dosage file.
0  markers in the range  642  are found in the geno/dosage file.
0  markers in the range  643  are found in the geno/dosage file.
0  markers in the range  644  are found in the geno/dosage file.
0  markers in the range  645  are found in the geno/dosage file.
0  markers in the range  646  are found in the geno/dosage file.
0  markers in the range  647  are found in the geno/dosage file.
0  markers in the range  648  are found in the geno/dosage file.
0  markers in the range  649  are found in the geno/dosage file.
0  markers in the range  650  are found in the geno/dosage file.
0  markers in the range  651  are found in the geno/dosage file.
0  markers in the range  652  are found in the geno/dosage file.
0  markers in the range  653  are found in the geno/dosage file.
0  markers in the range  654  are found in the geno/dosage file.
0  markers in the range  655  are found in the geno/dosage file.
0  markers in the range  656  are found in the geno/dosage file.
0  markers in the range  657  are found in the geno/dosage file.
0  markers in the range  658  are found in the geno/dosage file.
0  markers in the range  659  are found in the geno/dosage file.
0  markers in the range  660  are found in the geno/dosage file.
0  markers in the range  661  are found in the geno/dosage file.
0  markers in the range  662  are found in the geno/dosage file.
0  markers in the range  663  are found in the geno/dosage file.
0  markers in the range  664  are found in the geno/dosage file.
0  markers in the range  665  are found in the geno/dosage file.
0  markers in the range  666  are found in the geno/dosage file.
0  markers in the range  667  are found in the geno/dosage file.
0  markers in the range  668  are found in the geno/dosage file.
0  markers in the range  669  are found in the geno/dosage file.
0  markers in the range  670  are found in the geno/dosage file.
0  markers in the range  671  are found in the geno/dosage file.
0  markers in the range  672  are found in the geno/dosage file.
0  markers in the range  673  are found in the geno/dosage file.
0  markers in the range  674  are found in the geno/dosage file.
0  markers in the range  675  are found in the geno/dosage file.
0  markers in the range  676  are found in the geno/dosage file.
0  markers in the range  677  are found in the geno/dosage file.
0  markers in the range  678  are found in the geno/dosage file.
0  markers in the range  679  are found in the geno/dosage file.
0  markers in the range  680  are found in the geno/dosage file.
0  markers in the range  681  are found in the geno/dosage file.
0  markers in the range  682  are found in the geno/dosage file.
0  markers in the range  683  are found in the geno/dosage file.
0  markers in the range  684  are found in the geno/dosage file.
0  markers in the range  685  are found in the geno/dosage file.
0  markers in the range  686  are found in the geno/dosage file.
0  markers in the range  687  are found in the geno/dosage file.
0  markers in the range  688  are found in the geno/dosage file.
0  markers in the range  689  are found in the geno/dosage file.
0  markers in the range  690  are found in the geno/dosage file.
0  markers in the range  691  are found in the geno/dosage file.
0  markers in the range  692  are found in the geno/dosage file.
0  markers in the range  693  are found in the geno/dosage file.
0  markers in the range  694  are found in the geno/dosage file.
0  markers in the range  695  are found in the geno/dosage file.
0  markers in the range  696  are found in the geno/dosage file.
0  markers in the range  697  are found in the geno/dosage file.
0  markers in the range  698  are found in the geno/dosage file.
0  markers in the range  699  are found in the geno/dosage file.
0  markers in the range  700  are found in the geno/dosage file.
0  markers in the range  701  are found in the geno/dosage file.
0  markers in the range  702  are found in the geno/dosage file.
0  markers in the range  703  are found in the geno/dosage file.
0  markers in the range  704  are found in the geno/dosage file.
0  markers in the range  705  are found in the geno/dosage file.
0  markers in the range  706  are found in the geno/dosage file.
0  markers in the range  707  are found in the geno/dosage file.
0  markers in the range  708  are found in the geno/dosage file.
0  markers in the range  709  are found in the geno/dosage file.
0  markers in the range  710  are found in the geno/dosage file.
0  markers in the range  711  are found in the geno/dosage file.
0  markers in the range  712  are found in the geno/dosage file.
0  markers in the range  713  are found in the geno/dosage file.
0  markers in the range  714  are found in the geno/dosage file.
0  markers in the range  715  are found in the geno/dosage file.
0  markers in the range  716  are found in the geno/dosage file.
0  markers in the range  717  are found in the geno/dosage file.
0  markers in the range  718  are found in the geno/dosage file.
0  markers in the range  719  are found in the geno/dosage file.
0  markers in the range  720  are found in the geno/dosage file.
0  markers in the range  721  are found in the geno/dosage file.
0  markers in the range  722  are found in the geno/dosage file.
0  markers in the range  723  are found in the geno/dosage file.
0  markers in the range  724  are found in the geno/dosage file.
0  markers in the range  725  are found in the geno/dosage file.
0  markers in the range  726  are found in the geno/dosage file.
0  markers in the range  727  are found in the geno/dosage file.
0  markers in the range  728  are found in the geno/dosage file.
0  markers in the range  729  are found in the geno/dosage file.
0  markers in the range  730  are found in the geno/dosage file.
0  markers in the range  731  are found in the geno/dosage file.
0  markers in the range  732  are found in the geno/dosage file.
0  markers in the range  733  are found in the geno/dosage file.
0  markers in the range  734  are found in the geno/dosage file.
0  markers in the range  735  are found in the geno/dosage file.
0  markers in the range  736  are found in the geno/dosage file.
0  markers in the range  737  are found in the geno/dosage file.
0  markers in the range  738  are found in the geno/dosage file.
0  markers in the range  739  are found in the geno/dosage file.
0  markers in the range  740  are found in the geno/dosage file.
0  markers in the range  741  are found in the geno/dosage file.
0  markers in the range  742  are found in the geno/dosage file.
0  markers in the range  743  are found in the geno/dosage file.
0  markers in the range  744  are found in the geno/dosage file.
0  markers in the range  745  are found in the geno/dosage file.
0  markers in the range  746  are found in the geno/dosage file.
0  markers in the range  747  are found in the geno/dosage file.
0  markers in the range  748  are found in the geno/dosage file.
0  markers in the range  749  are found in the geno/dosage file.
0  markers in the range  750  are found in the geno/dosage file.
0  markers in the range  751  are found in the geno/dosage file.
0  markers in the range  752  are found in the geno/dosage file.
0  markers in the range  753  are found in the geno/dosage file.
0  markers in the range  754  are found in the geno/dosage file.
0  markers in the range  755  are found in the geno/dosage file.
0  markers in the range  756  are found in the geno/dosage file.
0  markers in the range  757  are found in the geno/dosage file.
0  markers in the range  758  are found in the geno/dosage file.
0  markers in the range  759  are found in the geno/dosage file.
0  markers in the range  760  are found in the geno/dosage file.
0  markers in the range  761  are found in the geno/dosage file.
0  markers in the range  762  are found in the geno/dosage file.
0  markers in the range  763  are found in the geno/dosage file.
0  markers in the range  764  are found in the geno/dosage file.
0  markers in the range  765  are found in the geno/dosage file.
0  markers in the range  766  are found in the geno/dosage file.
0  markers in the range  767  are found in the geno/dosage file.
0  markers in the range  768  are found in the geno/dosage file.
0  markers in the range  769  are found in the geno/dosage file.
0  markers in the range  770  are found in the geno/dosage file.
0  markers in the range  771  are found in the geno/dosage file.
0  markers in the range  772  are found in the geno/dosage file.
0  markers in the range  773  are found in the geno/dosage file.
0  markers in the range  774  are found in the geno/dosage file.
0  markers in the range  775  are found in the geno/dosage file.
0  markers in the range  776  are found in the geno/dosage file.
0  markers in the range  777  are found in the geno/dosage file.
0  markers in the range  778  are found in the geno/dosage file.
0  markers in the range  779  are found in the geno/dosage file.
0  markers in the range  780  are found in the geno/dosage file.
0  markers in the range  781  are found in the geno/dosage file.
0  markers in the range  782  are found in the geno/dosage file.
0  markers in the range  783  are found in the geno/dosage file.
0  markers in the range  784  are found in the geno/dosage file.
0  markers in the range  785  are found in the geno/dosage file.
0  markers in the range  786  are found in the geno/dosage file.
0  markers in the range  787  are found in the geno/dosage file.
0  markers in the range  788  are found in the geno/dosage file.
0  markers in the range  789  are found in the geno/dosage file.
0  markers in the range  790  are found in the geno/dosage file.
0  markers in the range  791  are found in the geno/dosage file.
0  markers in the range  792  are found in the geno/dosage file.
0  markers in the range  793  are found in the geno/dosage file.
0  markers in the range  794  are found in the geno/dosage file.
0  markers in the range  795  are found in the geno/dosage file.
0  markers in the range  796  are found in the geno/dosage file.
0  markers in the range  797  are found in the geno/dosage file.
0  markers in the range  798  are found in the geno/dosage file.
0  markers in the range  799  are found in the geno/dosage file.
0  markers in the range  800  are found in the geno/dosage file.
0  markers in the range  801  are found in the geno/dosage file.
0  markers in the range  802  are found in the geno/dosage file.
0  markers in the range  803  are found in the geno/dosage file.
0  markers in the range  804  are found in the geno/dosage file.
0  markers in the range  805  are found in the geno/dosage file.
0  markers in the range  806  are found in the geno/dosage file.
0  markers in the range  807  are found in the geno/dosage file.
0  markers in the range  808  are found in the geno/dosage file.
0  markers in the range  809  are found in the geno/dosage file.
0  markers in the range  810  are found in the geno/dosage file.
0  markers in the range  811  are found in the geno/dosage file.
0  markers in the range  812  are found in the geno/dosage file.
0  markers in the range  813  are found in the geno/dosage file.
0  markers in the range  814  are found in the geno/dosage file.
0  markers in the range  815  are found in the geno/dosage file.
0  markers in the range  816  are found in the geno/dosage file.
0  markers in the range  817  are found in the geno/dosage file.
0  markers in the range  818  are found in the geno/dosage file.
0  markers in the range  819  are found in the geno/dosage file.
0  markers in the range  820  are found in the geno/dosage file.
0  markers in the range  821  are found in the geno/dosage file.
0  markers in the range  822  are found in the geno/dosage file.
0  markers in the range  823  are found in the geno/dosage file.
0  markers in the range  824  are found in the geno/dosage file.
0  markers in the range  825  are found in the geno/dosage file.
0  markers in the range  826  are found in the geno/dosage file.
0  markers in the range  827  are found in the geno/dosage file.
0  markers in the range  828  are found in the geno/dosage file.
0  markers in the range  829  are found in the geno/dosage file.
0  markers in the range  830  are found in the geno/dosage file.
0  markers in the range  831  are found in the geno/dosage file.
0  markers in the range  832  are found in the geno/dosage file.
0  markers in the range  833  are found in the geno/dosage file.
0  markers in the range  834  are found in the geno/dosage file.
0  markers in the range  835  are found in the geno/dosage file.
0  markers in the range  836  are found in the geno/dosage file.
0  markers in the range  837  are found in the geno/dosage file.
0  markers in the range  838  are found in the geno/dosage file.
0  markers in the range  839  are found in the geno/dosage file.
0  markers in the range  840  are found in the geno/dosage file.
0  markers in the range  841  are found in the geno/dosage file.
0  markers in the range  842  are found in the geno/dosage file.
0  markers in the range  843  are found in the geno/dosage file.
0  markers in the range  844  are found in the geno/dosage file.
0  markers in the range  845  are found in the geno/dosage file.
0  markers in the range  846  are found in the geno/dosage file.
0  markers in the range  847  are found in the geno/dosage file.
0  markers in the range  848  are found in the geno/dosage file.
0  markers in the range  849  are found in the geno/dosage file.
0  markers in the range  850  are found in the geno/dosage file.
0  markers in the range  851  are found in the geno/dosage file.
0  markers in the range  852  are found in the geno/dosage file.
0  markers in the range  853  are found in the geno/dosage file.
0  markers in the range  854  are found in the geno/dosage file.
0  markers in the range  855  are found in the geno/dosage file.
0  markers in the range  856  are found in the geno/dosage file.
0  markers in the range  857  are found in the geno/dosage file.
0  markers in the range  858  are found in the geno/dosage file.
0  markers in the range  859  are found in the geno/dosage file.
0  markers in the range  860  are found in the geno/dosage file.
0  markers in the range  861  are found in the geno/dosage file.
0  markers in the range  862  are found in the geno/dosage file.
0  markers in the range  863  are found in the geno/dosage file.
0  markers in the range  864  are found in the geno/dosage file.
0  markers in the range  865  are found in the geno/dosage file.
0  markers in the range  866  are found in the geno/dosage file.
0  markers in the range  867  are found in the geno/dosage file.
0  markers in the range  868  are found in the geno/dosage file.
0  markers in the range  869  are found in the geno/dosage file.
0  markers in the range  870  are found in the geno/dosage file.
0  markers in the range  871  are found in the geno/dosage file.
[1] 100 100
isSparseGRM 2  TRUE 
pval_cutoff_for_gxe  0.001 
traitType  count 
Number of phenotypes to test:	 1 
Number of all markers to test:	 4277 
Number of markers in each chunk:	 10000 
Number of chunks for all markers:	 1 
(2026-01-09 00:40:05.529191) ---- Analyzing Chunk 1/1: chrom InitialChunk ---- 
2433 markers were tested.
write to output
   user  system elapsed 
 13.859   2.164  15.881 
[1] "Analysis done! The results have been saved to 'saigeqtl_complete_results.txt'."

[2026-01-09 01:40:05,772] WARNING:cellink.tl._runner: WARNING: The requested image's platform (linux/amd64) does not match the detected host platform (linux/arm64/v8) and no specific platform was requested
Loading required package: RhpcBLASctl
Warning: Your system is mis-configured: ‘/var/db/timezone/localtime’ is not a symlink
Warning: ‘/var/db/timezone/localtime’ is not identical to any known timezone file
Loading required package: furrr
Loading required package: future
CHR POS MarkerID Allele1 Allele2 AC_Allele2 AF_Allele2 MissingRate BETA SE Tstat var p.value p.value.NA Is.SPA N
0 22 16569715 22_16569715_G_A A G 106 0.530 0 9.658680e-16 54135.1 3.295800e-25 3.412270e-10 1 1 False 100
1 22 16569887 22_16569887_T_A A T 133 0.665 0 7.073560e-16 61436.3 1.874080e-25 2.649420e-10 1 1 False 100
2 22 16570090 22_16570090_ACATT_A A ACATT 151 0.755 0 5.051070e-16 69893.4 1.033980e-25 2.047040e-10 1 1 False 100
3 22 16570885 22_16570885_T_G G T 141 0.705 0 1.208410e-15 63757.8 2.972680e-25 2.459990e-10 1 1 False 100
4 22 16571233 22_16571233_G_A A G 101 0.505 0 5.824050e-16 56733.4 1.809460e-25 3.106870e-10 1 1 False 100

2. Step-by-Step Analysis#

Run each step independently for more control:

Step 1 Only: Fit Null Model#

step1_results = run_saigeqtl(
    dd,
    gene_col="ENSG00000273362",
    prefix="gene1_step1",
    steps=[1],  # Only Step 1
    sample_covariates=["gPCs"],
    tol=0.00001,
    maxiter=20,
    use_grm_to_fit_null=False,
    overwrite_variance_ratio_file=True,
    run=True,
)

print(step1_results)
Writing FAM... done.
Writing BIM... done.
[2026-01-09 01:40:06,768] INFO:cellink.tl.external._saigeqtl: Running Step 1: Fitting null model
[2026-01-09 01:40:06,769] INFO:cellink.tl._runner: Executing: docker run --rm -v /Users/larnoldt/sc-genetics/docs/tutorials:/data -v /Users/larnoldt/cellink_data:/cellink_data -w /data wzhou88/saigeqtl /app/.pixi/envs/default/bin/Rscript /app/extdata/step1_fitNULLGLMM_qtl.R --phenoFile=gene1_step1_phenotype.txt --phenoCol=ENSG00000273362 --sampleIDColinphenoFile=IND_ID --traitType=count --plinkFile=gene1_step1 --outputPrefix=gene1_step1 --tol=1e-05 --LOCO=FALSE --useGRMtoFitNULL=FALSE --IsOverwriteVarianceRatioFile=TRUE --covarColList=sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19 --sampleCovarColList=sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19
[2026-01-09 01:40:24,143] INFO:cellink.tl._runner: R version 4.4.3 (2025-02-28)
Platform: x86_64-conda-linux-gnu
Running under: Ubuntu 20.04.4 LTS

Matrix products: default
BLAS/LAPACK: /app/.pixi/envs/default/lib/libopenblasp-r0.3.30.so;  LAPACK version 3.12.0

locale:
 [1] LC_CTYPE=C.UTF-8       LC_NUMERIC=C           LC_TIME=C.UTF-8       
 [4] LC_COLLATE=C.UTF-8     LC_MONETARY=C.UTF-8    LC_MESSAGES=C.UTF-8   
 [7] LC_PAPER=C.UTF-8       LC_NAME=C              LC_ADDRESS=C          
[10] LC_TELEPHONE=C         LC_MEASUREMENT=C.UTF-8 LC_IDENTIFICATION=C   

time zone: NA
tzcode source: system (glibc)

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] optparse_1.7.5 SAIGEQTL_0.3.2

loaded via a namespace (and not attached):
[1] compiler_4.4.3      Matrix_1.7-3        Rcpp_1.1.0         
[4] getopt_1.20.4       RcppNumerical_0.6-0 grid_4.4.3         
[7] data.table_1.17.6   RcppParallel_5.1.9  lattice_0.22-7     
$plinkFile
[1] "gene1_step1"

$bedFile
[1] ""

$bimFile
[1] ""

$famFile
[1] ""

$phenoFile
[1] "gene1_step1_phenotype.txt"

$phenoCol
[1] "ENSG00000273362"

$isRemoveZerosinPheno
[1] FALSE

$traitType
[1] "count"

$invNormalize
[1] FALSE

$covarColList
[1] "sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19"

$sampleCovarColList
[1] "sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19"

$longlCol
[1] ""

$qCovarColList
[1] ""

$sampleIDColinphenoFile
[1] "IND_ID"

$cellIDColinphenoFile
[1] ""

$tol
[1] 1e-05

$maxiter
[1] 20

$tolPCG
[1] 1e-05

$maxiterPCG
[1] 500

$nThreads
[1] 1

$SPAcutoff
[1] 2

$numRandomMarkerforVarianceRatio
[1] 30

$skipModelFitting
[1] FALSE

$skipVarianceRatioEstimation
[1] FALSE

$memoryChunk
[1] 2

$tauInit
[1] "0,0"

$LOCO
[1] FALSE

$isLowMemLOCO
[1] FALSE

$traceCVcutoff
[1] 0.0025

$nrun
[1] 30

$ratioCVcutoff
[1] 0.001

$outputPrefix
[1] "gene1_step1"

$outputPrefix_varRatio
[1] ""

$IsOverwriteVarianceRatioFile
[1] TRUE

$sparseGRMFile
[1] ""

$sparseGRMSampleIDFile
[1] ""

$isCateVarianceRatio
[1] FALSE

$relatednessCutoff
[1] 0

$cateVarRatioMinMACVecExclude
[1] "10,20.5"

$cateVarRatioMaxMACVecInclude
[1] "20.5"

$isCovariateTransform
[1] TRUE

$isDiagofKinSetAsOne
[1] FALSE

$useSparseGRMtoFitNULL
[1] FALSE

$useSparseGRMforVarRatio
[1] FALSE

$minMAFforGRM
[1] 0.01

$maxMissingRateforGRM
[1] 0.15

$minCovariateCount
[1] -1

$includeNonautoMarkersforVarRatio
[1] FALSE

$FemaleOnly
[1] FALSE

$MaleOnly
[1] FALSE

$sexCol
[1] ""

$FemaleCode
[1] "1"

$MaleCode
[1] "0"

$isCovariateOffset
[1] TRUE

$SampleIDIncludeFile
[1] ""

$VmatFilelist
[1] ""

$VmatSampleFilelist
[1] ""

$useGRMtoFitNULL
[1] FALSE

$isStoreSigma
[1] TRUE

$isShrinkModelOutput
[1] TRUE

$isExportResiduals
[1] FALSE

$help
[1] FALSE

tauInit  is  0 0 
cateVarRatioMinMACVecExclude  is  10 20.5 
cateVarRatioMaxMACVecInclude  is  20.5 
No GRM will be used to fit the NULL model and nThreads is set to 1
The variance ratio file  gene1_step1.varianceRatio.txt  already exists. IsOverwriteVarianceRatioFile=TRUE so the file will be overwritten
100  samples have genotypes
sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 are sample-level covariates
[1] "HERERE2"
formula is  ENSG00000273362~sex+age+gPCs_0+gPCs_1+gPCs_2+gPCs_3+gPCs_4+gPCs_5+gPCs_6+gPCs_7+gPCs_8+gPCs_9+gPCs_10+gPCs_11+gPCs_12+gPCs_13+gPCs_14+gPCs_15+gPCs_16+gPCs_17+gPCs_18+gPCs_19 
sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 are sample-level covariates
4756  samples have non-missing phenotypes
Duplicated sample IDs are detected in the phenotype file. Assuming repeated measurements
[1] "Test"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19 ENSG00000273362
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
     IndexPheno IndexGeno
3403          1         1
3404          2         1
3405          3         1
3406          4         1
3407          5         1
3408          6         1
4756  observations will be used for analysis
[1] "Test3"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19 ENSG00000273362
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
     IndexPheno IndexGeno
3403          1         1
3404          2         1
3405          3         1
3406          4         1
3407          5         1
3408          6         1
[1] "Test4"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19 ENSG00000273362
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
     IndexPheno IndexGeno
3403          1         1
3404          2         1
3405          3         1
3406          4         1
3407          5         1
3408          6         1
qr transformation has been performed on covariates
colnames(data.new) is  ENSG00000273362 minus1 sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 
out.transform$Param.transform$qrr:  23 23 
[1] "isCovariateOffset=TRUE, so fixed effects coefficnets won't be estimated."
  [1] "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_806" 
  [6] "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_518" 
 [11] "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518" 
 [16] "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518" 
 [21] "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518" 
 [26] "OneK1K_518"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [31] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [36] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [41] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [46] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [51] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [56] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [61] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [66] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [71] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [76] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [81] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [86] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [91] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_588" 
 [96] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[101] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[106] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[111] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[116] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[121] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[126] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_1061" "OneK1K_1061"
[131] "OneK1K_1061" "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[136] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[141] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[146] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[151] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[156] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[161] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[166] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[171] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[176] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[181] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[186] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[191] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[196] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[1] TRUE
numofV  0 
[1] "HERE"
[1] "HERE1"
[1] FALSE
num_Kmat  2 
ptr_gNULLGENOobj->g_minMACVarRatio 20
ptr_gNULLGENOobj->g_maxMACVarRatio -1
Markers in the Plink file with MAF <  0.01  will be removed before constructing GRM
Markers in the Plink file with missing rate >  0.15  will be removed before constructing GRM
ENSG00000273362  is a count trait
glm:

Call:  glm(formula = formula.new, family = "poisson", data = data.new, 
    weights = varWeights, offset = covoffset)

Coefficients:
(Intercept)  
      -27.3  

Degrees of Freedom: 4755 Total (i.e. Null);  4755 Residual
Null Deviance:	    2.42e-10 
Residual Deviance: 1.321e-08 	AIC: 2
[1] "isStoreSigma"
[1] TRUE
Start fitting the NULL GLMM
   user  system elapsed 
 14.328   2.034  16.278 
   user  system elapsed 
 14.384   2.034  16.335 
[1] "Start reading genotype plink file here"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19 ENSG00000273362
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
     IndexPheno IndexGeno
3403          1         1
3404          2         1
3405          3         1
3406          4         1
3407          5         1
3408          6         1
[1] "length(indicatorGenoSamplesWithPheno)"
[1] 4756
[1] "Genotype reading is done"
tauInit[1] 0 0
fixtau  1 0 
tauInit  1 0 
inital tau is  1 0.1 
[1] "tau"
[1] 1.0 0.1
before Sigma_iY
Yvec.n_elem 4756
iter from getPCG1ofSigmaAndVector 1
after Sigma_iY
iter from getPCG1ofSigmaAndVector 1
cov
   1.5140e+08
Tau:
[1] 1.0 0.1
Fixed-effect coefficients:
          [,1]
[1,] -28.30271
[1] "alpha"
          [,1]
[1,] -28.30271
[1] "alpha0"
(Intercept) 
  -27.30259 
[1] "y[1]"
3403 
   0 
[1] "y[2]"
3404 
   0 
[1] "alpha"
          [,1]
[1,] -28.30271
fixtauVec
        1
        0
g_I_longl_mat.n_rows 4756
iter from getPCG1ofSigmaAndVector 0
AI
        0        0
        0        0
YPAPY
            0
   1.0391e-18
YPAPY
            0
   1.0391e-18
idxtau
        1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update30 1
CV for trace random estimator using 30 runs is    0.0070
 > 0.0025
try 40runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update40 1
CV for trace random estimator using 40 runs is    0.0055
 > 0.0025
try 50runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update50 1
CV for trace random estimator using 50 runs is    0.0046
 > 0.0025
try 60runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update60 1
CV for trace random estimator using 60 runs is    0.0038
 > 0.0025
try 70runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update70 1
CV for trace random estimator using 70 runs is    0.0032
 > 0.0025
try 80runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update80 1
CV for trace random estimator using 80 runs is    0.0028
 > 0.0025
try 90runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update90 1
CV for trace random estimator using 90 runs is    0.0025
 > 0.0025
try 100runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update100 1
Trace
   2.3031e-09
[1] "tau0_q2 a"
[1] 0.1
[1] "idxtau"
[1] 2
[1] "re$YPAPY"
             [,1]
[1,] 1.039092e-18
[1] "re$Trace"
             [,1]
[1,] 2.303134e-09
Variance component estimates:
[1] 1.0 0.1

Iteration  1 1 0.1 :
tau0_v1:  1 0.1 
before Sigma_iY
Yvec.n_elem 4756
iter from getPCG1ofSigmaAndVector 1
after Sigma_iY
iter from getPCG1ofSigmaAndVector 1
cov
   1.5140e+08
Tau:
[1] 1.0 0.1
Fixed-effect coefficients:
          [,1]
[1,] -28.30271
[1] "alpha"
          [,1]
[1,] -28.30271
[1] "alpha0"
          [,1]
[1,] -28.30271
[1] "y[1]"
3403 
   0 
[1] "y[2]"
3404 
   0 
[1] "alpha"
          [,1]
[1,] -28.30271
t_end_Get_Coef - t_begin_Get_Coef
   user  system elapsed 
  0.001   0.000   0.001 
check 1
fixtauVec
        1
        0
g_I_longl_mat.n_rows 4756
iter from getPCG1ofSigmaAndVector 0
AI
        0        0
        0        0
YPAPY
            0
   1.0391e-18
YPAPY
            0
   1.0391e-18
idxtau
        1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update30 1
CV for trace random estimator using 30 runs is    0.0070
 > 0.0025
try 40runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update40 1
CV for trace random estimator using 40 runs is    0.0055
 > 0.0025
try 50runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update50 1
CV for trace random estimator using 50 runs is    0.0046
 > 0.0025
try 60runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update60 1
CV for trace random estimator using 60 runs is    0.0038
 > 0.0025
try 70runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update70 1
CV for trace random estimator using 70 runs is    0.0032
 > 0.0025
try 80runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update80 1
CV for trace random estimator using 80 runs is    0.0028
 > 0.0025
try 90runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update90 1
CV for trace random estimator using 90 runs is    0.0025
 > 0.0025
try 100runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update100 1
Trace
   2.3031e-09
check 2
score1
  -2.3031e-09
YPAPY
   1.0391e-18
Trace
   2.3031e-09
score
  -2.3031e-09
i 0
i 1
t_end_fitglmmaiRPCG - t_begin_fitglmmaiRPCG
   user  system elapsed 
  0.029   0.001   0.030 
[1] 0.000000e+00 7.450232e-09
tau:  1 0.1 
tau0:  1 0.1 

Final  1 0.1 :
before Sigma_iY
Yvec.n_elem 4756
iter from getPCG1ofSigmaAndVector 1
after Sigma_iY
iter from getPCG1ofSigmaAndVector 1
cov
   4.1159e+08
Tau:
[1] 1.0 0.1
Fixed-effect coefficients:
          [,1]
[1,] -29.30295
[1] "alpha"
          [,1]
[1,] -29.30295
[1] "alpha0"
          [,1]
[1,] -28.30271
[1] "y[1]"
3403 
   0 
[1] "y[2]"
3404 
   0 
[1] "alpha"
          [,1]
[1,] -29.30295
t_end_null - t_begin, fitting the NULL model without LOCO took
   user  system elapsed 
  0.093   0.001   0.094 
sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 are sample-level covariates
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
isStoreSigma is  TRUE 
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
   user  system elapsed 
 14.485   2.037  16.438 
t_end - t_begin, fitting the NULL model took
   user  system elapsed 
  0.157   0.003   0.160 
   [1]  1  1  1  1  1  1  1  1  1  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2
  [25]  2  2  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3
  [49]  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3
  [73]  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  4  4
  [97]  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4
 [121]  4  4  4  4  4  4  4  4  5  5  5  6  6  6  6  6  6  6  6  6  6  6  6  6
 [145]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [169]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [193]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [217]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [241]  6  6  6  6  6  6  7  7  7  7  8  8  8  8  8  8  8  8  8  8  8  8  8  8
 [265]  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8
 [289]  8  8  8  8  8  8  8  8  8  8  8  8  9  9  9  9  9  9  9  9  9  9  9  9
 [313]  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9 10
 [337] 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 11 11 11 11 11 11 11 11
 [361] 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 12 12 12 12 13 13 13 13
 [385] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
 [409] 13 13 14 14 14 14 15 15 15 15 15 15 15 15 15 15 16 16 16 16 16 16 16 16
 [433] 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 17
 [457] 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 18 18 18 18 18 18 18 18
 [481] 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 19 19 19 19 19 19
 [505] 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19
 [529] 19 19 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [553] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [577] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [601] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [625] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [649] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [673] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [697] 20 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 22 22 22 22 22
 [721] 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22
 [745] 22 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23
 [769] 23 23 23 23 23 23 23 23 23 23 23 23 23 23 24 24 24 24 24 24 24 24 24 24
 [793] 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 25 25 25 25 25
 [817] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25
 [841] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25
 [865] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26
 [889] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26
 [913] 26 26 26 26 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27
 [937] 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27
 [961] 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27
 [985] 27 27 27 27 27 27 27 27 28 28 28 28 28 28 28 28
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19 ENSG00000273362
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05               0
     IndexPheno IndexGeno
3403          1         1
3404          2         1
3405          3         1
3406          4         1
3407          5         1
3408          6         1
[1] "HEREHRE"
nbyte: 25
nbyte: 25
reserve: 115479

M: 4277, N: 100
setgeno mark1
setgeno mark2
3516 markers with MAF >= 0.01 and missing rate <= 0.15
time: 9.749
Start estimating variance ratios

Family: poisson 
Link function: log 

[1] "mu[1:20]"
 [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[1] "mu[1:20]"
 [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
length(MACvector):  3516 
length(MACvector_forVarRatio):  521 
Only one variance ratio will be estimated using randomly selected markers with MAC >= 20
29 th marker in geno  1 
MAC:  50 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
257 22 22_16708242_C_T  0 16708242  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2505
iter from getPCG1ofSigmaAndVector 1
AC  2354 
S is  -2.447558e-24 
var1 is  1.911061e-10 
p_exact  1 
var2sparseGRM Here  1.911062e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2354 
var1  1.911061e-10 
var2null  1.911061e-10 
var2null_noXadj  2.620976e-10 
98 th marker in geno  1 
MAC:  84 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 1 1 0 1 2 2 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
732 22 22_16849519_G_T  0 16849519  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1548
iter from getPCG1ofSigmaAndVector 1
AC  3852 
S is  -1.19253e-24 
var1 is  2.561159e-10 
p_exact  1 
var2sparseGRM Here  2.561161e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3852 
var1  2.561159e-10 
var2null  2.561159e-10 
var2null_noXadj  3.799173e-10 
45 th marker in geno  1 
MAC:  30 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
365 22 22_16743395_C_A  0 16743395  C  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3158
iter from getPCG1ofSigmaAndVector 1
AC  1778 
S is  -5.863572e-25 
var1 is  2.020268e-10 
p_exact  1 
var2sparseGRM Here  2.02027e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1778 
var1  2.020268e-10 
var2null  2.020268e-10 
var2null_noXadj  2.794007e-10 
156 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 2 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1141 22 22_16962373_T_A  0 16962373  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1697
iter from getPCG1ofSigmaAndVector 1
AC  4274 
S is  -2.983535e-24 
var1 is  2.638024e-10 
p_exact  1 
var2sparseGRM Here  2.638025e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4274 
var1  2.638024e-10 
var2null  2.638024e-10 
var2null_noXadj  5.527296e-10 
377 th marker in geno  1 
MAC:  44 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 0 0 2 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2888 22 22_17318326_C_T  0 17318326  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3016
iter from getPCG1ofSigmaAndVector 1
AC  1958 
S is  1.091594e-24 
var1 is  1.748766e-10 
p_exact  1 
var2sparseGRM Here  1.748766e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1958 
var1  1.748766e-10 
var2null  1.748766e-10 
var2null_noXadj  3.004277e-10 
202 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1670 22 22_17087008_A_G  0 17087008  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -2.610991e-24 
var1 is  1.303817e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.303817e-10 
var2null  1.303817e-10 
var2null_noXadj  2.211101e-10 
228 th marker in geno  1 
MAC:  97 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 0 1 1 2 2 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
1820 22 22_17125423_C_CA  0 17125423  C CA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1434
iter from getPCG1ofSigmaAndVector 1
AC  4638 
S is  3.054671e-24 
var1 is  3.272003e-10 
p_exact  1 
var2sparseGRM Here  3.272005e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4638 
var1  3.272003e-10 
var2null  3.272003e-10 
var2null_noXadj  5.172127e-10 
212 th marker in geno  1 
MAC:  35 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 1 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1729 22 22_17106625_T_C  0 17106625  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3123
iter from getPCG1ofSigmaAndVector 1
AC  1761 
S is  7.608911e-25 
var1 is  1.584355e-10 
p_exact  1 
var2sparseGRM Here  1.584355e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1761 
var1  1.584355e-10 
var2null  1.584355e-10 
var2null_noXadj  2.572716e-10 
492 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4005 22 22_17525225_C_T  0 17525225  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2675
iter from getPCG1ofSigmaAndVector 1
AC  2326 
S is  -1.754212e-24 
var1 is  1.584588e-10 
p_exact  1 
var2sparseGRM Here  1.584588e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2326 
var1  1.584588e-10 
var2null  1.584588e-10 
var2null_noXadj  3.224383e-10 
477 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 1 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3916 22 22_17511574_A_G  0 17511574  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3747
iter from getPCG1ofSigmaAndVector 1
AC  1077 
S is  -3.20694e-25 
var1 is  1.279881e-10 
p_exact  1 
var2sparseGRM Here  1.279882e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1077 
var1  1.279881e-10 
var2null  1.279882e-10 
var2null_noXadj  1.820916e-10 
209 th marker in geno  1 
MAC:  100 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 2 2 2 2 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1717 22 22_17104551_C_T  0 17104551  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1403
iter from getPCG1ofSigmaAndVector 1
AC  4581 
S is  -2.857582e-24 
var1 is  2.749479e-10 
p_exact  1 
var2sparseGRM Here  2.749481e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4581 
var1  2.749479e-10 
var2null  2.749479e-10 
var2null_noXadj  4.93364e-10 
291 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2303 22 22_17195422_G_A  0 17195422  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3534
iter from getPCG1ofSigmaAndVector 1
AC  1575 
S is  7.4808e-25 
var1 is  1.891389e-10 
p_exact  1 
var2sparseGRM Here  1.891391e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1575 
var1  1.891389e-10 
var2null  1.89139e-10 
var2null_noXadj  3.397109e-10 
81 th marker in geno  1 
MAC:  92 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 2 0 0 1 1 2 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
614 22 22_16822493_C_T  0 16822493  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1281
iter from getPCG1ofSigmaAndVector 1
AC  4492 
S is  2.095215e-24 
var1 is  2.637957e-10 
p_exact  1 
var2sparseGRM Here  2.637958e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4492 
var1  2.637957e-10 
var2null  2.637957e-10 
var2null_noXadj  4.479227e-10 
79 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 1 0 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
605 22 22_16821873_G_C  0 16821873  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1830
iter from getPCG1ofSigmaAndVector 1
AC  3568 
S is  -5.426227e-25 
var1 is  2.250768e-10 
p_exact  1 
var2sparseGRM Here  2.250769e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3568 
var1  2.250768e-10 
var2null  2.250768e-10 
var2null_noXadj  4.34582e-10 
509 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 2 0 0 2 2 0 1 2 1 1 
[1] 4756  100
[1] 100
G0 2 2 2 2 2 2 2 2 2 0 
CHR  22 
     V1                         V2 V3       V4 V5           V6
4190 22 22_17564857_C_CAAAAAAAAAAA  0 17564857  C CAAAAAAAAAAA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1354
iter from getPCG1ofSigmaAndVector 1
AC  4575 
S is  3.475128e-24 
var1 is  2.746995e-10 
p_exact  1 
var2sparseGRM Here  2.746996e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4575 
var1  2.746995e-10 
var2null  2.746995e-10 
var2null_noXadj  4.758986e-10 
496 th marker in geno  1 
MAC:  36 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 0 2 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4033 22 22_17531010_A_G  0 17531010  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3289
iter from getPCG1ofSigmaAndVector 1
AC  1622 
S is  6.507787e-25 
var1 is  1.798199e-10 
p_exact  1 
var2sparseGRM Here  1.7982e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1622 
var1  1.798199e-10 
var2null  1.798199e-10 
var2null_noXadj  2.604154e-10 
362 th marker in geno  1 
MAC:  86 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 1 2 1 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2803 22 22_17302684_T_C  0 17302684  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1501
iter from getPCG1ofSigmaAndVector 1
AC  4307 
S is  7.681612e-25 
var1 is  2.50358e-10 
p_exact  1 
var2sparseGRM Here  2.503581e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4307 
var1  2.50358e-10 
var2null  2.50358e-10 
var2null_noXadj  4.72288e-10 
64 th marker in geno  1 
MAC:  62 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 1 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
518 22 22_16801041_G_A  0 16801041  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1602
iter from getPCG1ofSigmaAndVector 1
AC  3889 
S is  4.154646e-25 
var1 is  2.153042e-10 
p_exact  1 
var2sparseGRM Here  2.153043e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3889 
var1  2.153042e-10 
var2null  2.153042e-10 
var2null_noXadj  4.40872e-10 
440 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3510 22 22_17441874_G_C  0 17441874  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3391
iter from getPCG1ofSigmaAndVector 1
AC  1843 
S is  6.739523e-25 
var1 is  2.373953e-10 
p_exact  1 
var2sparseGRM Here  2.373954e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1843 
var1  2.373953e-10 
var2null  2.373953e-10 
var2null_noXadj  3.921551e-10 
511 th marker in geno  1 
MAC:  74 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4205 22 22_17567322_A_G  0 17567322  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2171
iter from getPCG1ofSigmaAndVector 1
AC  3183 
S is  2.085471e-24 
var1 is  2.680107e-10 
p_exact  1 
var2sparseGRM Here  2.680108e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3183 
var1  2.680107e-10 
var2null  2.680107e-10 
var2null_noXadj  4.2986e-10 
489 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1                  V2 V3       V4 V5    V6
3985 22 22_17523014_A_AGGGG  0 17523014  A AGGGG
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2724
iter from getPCG1ofSigmaAndVector 1
AC  2268 
S is  -2.175552e-24 
var1 is  1.469711e-10 
p_exact  1 
var2sparseGRM Here  1.469711e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2268 
var1  1.469711e-10 
var2null  1.469711e-10 
var2null_noXadj  3.283367e-10 
216 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 2 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1738 22 22_17108677_C_T  0 17108677  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2975
iter from getPCG1ofSigmaAndVector 1
AC  2053 
S is  -4.137071e-25 
var1 is  2.373018e-10 
p_exact  1 
var2sparseGRM Here  2.373018e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2053 
var1  2.373018e-10 
var2null  2.373018e-10 
var2null_noXadj  3.438314e-10 
78 th marker in geno  1 
MAC:  33 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 1 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
600 22 22_16821568_C_G  0 16821568  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3305
iter from getPCG1ofSigmaAndVector 1
AC  1503 
S is  8.573971e-26 
var1 is  1.270707e-10 
p_exact  1 
var2sparseGRM Here  1.270707e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1503 
var1  1.270707e-10 
var2null  1.270707e-10 
var2null_noXadj  2.128624e-10 
444 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3537 22 22_17445692_G_A  0 17445692  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3391
iter from getPCG1ofSigmaAndVector 1
AC  1843 
S is  6.739523e-25 
var1 is  2.373953e-10 
p_exact  1 
var2sparseGRM Here  2.373954e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1843 
var1  2.373953e-10 
var2null  2.373953e-10 
var2null_noXadj  3.921551e-10 
227 th marker in geno  1 
MAC:  47 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
1819 22 22_17125117_T_TA  0 17125117  T TA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2824
iter from getPCG1ofSigmaAndVector 1
AC  2307 
S is  -8.466181e-25 
var1 is  2.682152e-10 
p_exact  1 
var2sparseGRM Here  2.682154e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2307 
var1  2.682152e-10 
var2null  2.682152e-10 
var2null_noXadj  3.641289e-10 
259 th marker in geno  1 
MAC:  44 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 1 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1                    V2 V3       V4      V5 V6
2094 22 22_17170409_AAAAAAT_A  0 17170409 AAAAAAT  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3158
iter from getPCG1ofSigmaAndVector 1
AC  1738 
S is  8.149564e-25 
var1 is  1.690214e-10 
p_exact  1 
var2sparseGRM Here  1.690214e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1738 
var1  1.690214e-10 
var2null  1.690214e-10 
var2null_noXadj  2.678111e-10 
40 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
334 22 22_16738360_T_A  0 16738360  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3614
iter from getPCG1ofSigmaAndVector 1
AC  1214 
S is  6.221904e-25 
var1 is  1.265151e-10 
p_exact  1 
var2sparseGRM Here  1.265152e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1214 
var1  1.265151e-10 
var2null  1.265151e-10 
var2null_noXadj  1.974943e-10 
15 th marker in geno  1 
MAC:  58 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
164 22 22_16678727_G_A  0 16678727  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2401
iter from getPCG1ofSigmaAndVector 1
AC  2703 
S is  -1.590546e-24 
var1 is  2.318528e-10 
p_exact  1 
var2sparseGRM Here  2.318529e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2703 
var1  2.318528e-10 
var2null  2.318528e-10 
var2null_noXadj  3.508839e-10 
211 th marker in geno  1 
MAC:  94 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 1 1 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1725 22 22_17105724_G_C  0 17105724  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1308
iter from getPCG1ofSigmaAndVector 1
AC  4560 
S is  -4.742897e-24 
var1 is  2.787683e-10 
p_exact  1 
var2sparseGRM Here  2.787684e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4560 
var1  2.787683e-10 
var2null  2.787683e-10 
var2null_noXadj  4.662892e-10 
261 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2123 22 22_17173199_C_T  0 17173199  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2213
iter from getPCG1ofSigmaAndVector 1
AC  2696 
S is  1.41061e-24 
var1 is  1.886188e-10 
p_exact  1 
var2sparseGRM Here  1.886189e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2696 
var1  1.886188e-10 
var2null  1.886188e-10 
var2null_noXadj  2.770454e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229
CV for variance ratio estimate using  30  markers is  0.004253911  >  0.001 
try  40  markers
269 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2164 22 22_17175884_G_GT  0 17175884  G GT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2213
iter from getPCG1ofSigmaAndVector 1
AC  2696 
S is  1.41061e-24 
var1 is  1.886188e-10 
p_exact  1 
var2sparseGRM Here  1.886189e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2696 
var1  1.886188e-10 
var2null  1.886188e-10 
var2null_noXadj  2.770454e-10 
38 th marker in geno  1 
MAC:  83 
[1] "length(G0)   aaaaa"
[1] 100
G0 2 1 0 1 1 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 2 2 2 2 2 2 2 2 2 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
306 22 22_16726908_G_T  0 16726908  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1525
iter from getPCG1ofSigmaAndVector 1
AC  4262 
S is  -3.97543e-24 
var1 is  3.594641e-10 
p_exact  1 
var2sparseGRM Here  3.594645e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4262 
var1  3.594641e-10 
var2null  3.594641e-10 
var2null_noXadj  4.744979e-10 
118 th marker in geno  1 
MAC:  31 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
862 22 22_16878208_T_C  0 16878208  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2847
iter from getPCG1ofSigmaAndVector 1
AC  1980 
S is  -7.3306e-25 
var1 is  1.541723e-10 
p_exact  1 
var2sparseGRM Here  1.541723e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1980 
var1  1.541723e-10 
var2null  1.541723e-10 
var2null_noXadj  2.521049e-10 
19 th marker in geno  1 
MAC:  37 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1                V2 V3       V4  V5 V6
181 22 22_16688797_GAA_G  0 16688797 GAA  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3137
iter from getPCG1ofSigmaAndVector 1
AC  1789 
S is  4.323084e-25 
var1 is  1.838207e-10 
p_exact  1 
var2sparseGRM Here  1.838208e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1789 
var1  1.838207e-10 
var2null  1.838207e-10 
var2null_noXadj  2.737403e-10 
107 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
790 22 22_16861810_T_C  0 16861810  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3636
iter from getPCG1ofSigmaAndVector 1
AC  1202 
S is  -2.370843e-26 
var1 is  1.168809e-10 
p_exact  1 
var2sparseGRM Here  1.168809e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1202 
var1  1.168809e-10 
var2null  1.168809e-10 
var2null_noXadj  2.036159e-10 
372 th marker in geno  1 
MAC:  60 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 2 0 0 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 2 
CHR  22 
     V1              V2 V3       V4 V5 V6
2861 22 22_17310674_T_C  0 17310674  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2208
iter from getPCG1ofSigmaAndVector 1
AC  2942 
S is  3.683324e-24 
var1 is  2.37273e-10 
p_exact  1 
var2sparseGRM Here  2.372732e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2942 
var1  2.37273e-10 
var2null  2.37273e-10 
var2null_noXadj  3.596099e-10 
514 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 1 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4215 22 22_17570571_G_T  0 17570571  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2123
iter from getPCG1ofSigmaAndVector 1
AC  3527 
S is  -5.723167e-24 
var1 is  2.967774e-10 
p_exact  1 
var2sparseGRM Here  2.967775e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3527 
var1  2.967774e-10 
var2null  2.967774e-10 
var2null_noXadj  5.084939e-10 
67 th marker in geno  1 
MAC:  62 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 1 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
539 22 22_16805822_T_A  0 16805822  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1602
iter from getPCG1ofSigmaAndVector 1
AC  3889 
S is  4.154646e-25 
var1 is  2.153042e-10 
p_exact  1 
var2sparseGRM Here  2.153043e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3889 
var1  2.153042e-10 
var2null  2.153042e-10 
var2null_noXadj  4.40872e-10 
130 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
949 22 22_16914834_C_G  0 16914834  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3590
iter from getPCG1ofSigmaAndVector 1
AC  1238 
S is  6.451746e-25 
var1 is  1.24676e-10 
p_exact  1 
var2sparseGRM Here  1.246761e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1238 
var1  1.24676e-10 
var2null  1.24676e-10 
var2null_noXadj  1.994771e-10 
248 th marker in geno  1 
MAC:  55 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1                    V2 V3       V4      V5 V6
1975 22 22_17151727_TAAAAAA_T  0 17151727 TAAAAAA  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2655
iter from getPCG1ofSigmaAndVector 1
AC  2315 
S is  2.469905e-24 
var1 is  2.237693e-10 
p_exact  1 
var2sparseGRM Here  2.237694e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2315 
var1  2.237693e-10 
var2null  2.237694e-10 
var2null_noXadj  3.084451e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755
CV for variance ratio estimate using  40  markers is  0.003165943  >  0.001 
try  50  markers
263 th marker in geno  1 
MAC:  53 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2136 22 22_17174211_C_T  0 17174211  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2097
iter from getPCG1ofSigmaAndVector 1
AC  2977 
S is  7.564482e-25 
var1 is  2.317111e-10 
p_exact  1 
var2sparseGRM Here  2.317112e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2977 
var1  2.317111e-10 
var2null  2.317111e-10 
var2null_noXadj  3.353139e-10 
475 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3910 22 22_17510346_C_T  0 17510346  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3421
iter from getPCG1ofSigmaAndVector 1
AC  1382 
S is  1.261635e-24 
var1 is  1.396816e-10 
p_exact  1 
var2sparseGRM Here  1.396817e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1382 
var1  1.396816e-10 
var2null  1.396816e-10 
var2null_noXadj  2.026389e-10 
125 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
917 22 22_16906964_G_A  0 16906964  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3729
iter from getPCG1ofSigmaAndVector 1
AC  1099 
S is  2.650068e-25 
var1 is  1.198167e-10 
p_exact  1 
var2sparseGRM Here  1.198168e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1099 
var1  1.198167e-10 
var2null  1.198167e-10 
var2null_noXadj  1.858969e-10 
466 th marker in geno  1 
MAC:  53 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 0 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3856 22 22_17499058_T_C  0 17499058  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2848
iter from getPCG1ofSigmaAndVector 1
AC  2355 
S is  1.459885e-24 
var1 is  2.27525e-10 
p_exact  1 
var2sparseGRM Here  2.275251e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2355 
var1  2.27525e-10 
var2null  2.27525e-10 
var2null_noXadj  3.915373e-10 
8 th marker in geno  1 
MAC:  43 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 0 0 0 0 2 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1               V2 V3       V4 V5 V6
110 22 22_16594856_C_CT  0 16594856  C CT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3119
iter from getPCG1ofSigmaAndVector 1
AC  1699 
S is  -2.203181e-24 
var1 is  1.463611e-10 
p_exact  1 
var2sparseGRM Here  1.463612e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1699 
var1  1.463611e-10 
var2null  1.463611e-10 
var2null_noXadj  2.332095e-10 
244 th marker in geno  1 
MAC:  47 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 1 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1952 22 22_17147758_C_T  0 17147758  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2625
iter from getPCG1ofSigmaAndVector 1
AC  2457 
S is  -7.982515e-25 
var1 is  2.751918e-10 
p_exact  1 
var2sparseGRM Here  2.75192e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2457 
var1  2.751918e-10 
var2null  2.751918e-10 
var2null_noXadj  3.462799e-10 
223 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 2 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1787 22 22_17117420_C_T  0 17117420  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2799
iter from getPCG1ofSigmaAndVector 1
AC  2404 
S is  8.6521e-25 
var1 is  2.442336e-10 
p_exact  1 
var2sparseGRM Here  2.442337e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2404 
var1  2.442336e-10 
var2null  2.442336e-10 
var2null_noXadj  3.977202e-10 
95 th marker in geno  1 
MAC:  37 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 1 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
704 22 22_16842702_G_A  0 16842702  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3816
iter from getPCG1ofSigmaAndVector 1
AC  1022 
S is  -4.525411e-25 
var1 is  1.315691e-10 
p_exact  1 
var2sparseGRM Here  1.315691e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1022 
var1  1.315691e-10 
var2null  1.315691e-10 
var2null_noXadj  2.030677e-10 
198 th marker in geno  1 
MAC:  96 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 2 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1627 22 22_17074025_G_A  0 17074025  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1652
iter from getPCG1ofSigmaAndVector 1
AC  4607 
S is  -2.003e-24 
var1 is  3.557996e-10 
p_exact  1 
var2sparseGRM Here  3.557999e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4607 
var1  3.557996e-10 
var2null  3.557997e-10 
var2null_noXadj  5.922073e-10 
180 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 2 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1517 22 22_17046605_G_C  0 17046605  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1696
iter from getPCG1ofSigmaAndVector 1
AC  4563 
S is  -2.340809e-24 
var1 is  3.541055e-10 
p_exact  1 
var2sparseGRM Here  3.541058e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4563 
var1  3.541055e-10 
var2null  3.541056e-10 
var2null_noXadj  6.009567e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
[43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
[43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
[50] 0.5892364
CV for variance ratio estimate using  50  markers is  0.002440275  >  0.001 
try  60  markers
415 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 2 1 2 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3261 22 22_17408995_A_T  0 17408995  A  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 841
iter from getPCG1ofSigmaAndVector 1
AC  4596 
S is  2.754601e-24 
var1 is  2.020824e-10 
p_exact  1 
var2sparseGRM Here  2.020825e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4596 
var1  2.020824e-10 
var2null  2.020824e-10 
var2null_noXadj  2.851867e-10 
258 th marker in geno  1 
MAC:  44 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 1 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2090 22 22_17170041_C_T  0 17170041  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3158
iter from getPCG1ofSigmaAndVector 1
AC  1738 
S is  8.149564e-25 
var1 is  1.690214e-10 
p_exact  1 
var2sparseGRM Here  1.690214e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1738 
var1  1.690214e-10 
var2null  1.690214e-10 
var2null_noXadj  2.678111e-10 
189 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1556 22 22_17054364_T_C  0 17054364  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -2.610991e-24 
var1 is  1.303817e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.303817e-10 
var2null  1.303817e-10 
var2null_noXadj  2.211101e-10 
31 th marker in geno  1 
MAC:  61 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 0 0 1 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
269 22 22_16713436_T_C  0 16713436  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1649
iter from getPCG1ofSigmaAndVector 1
AC  3725 
S is  1.456439e-24 
var1 is  2.46971e-10 
p_exact  1 
var2sparseGRM Here  2.469712e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3725 
var1  2.46971e-10 
var2null  2.46971e-10 
var2null_noXadj  4.049186e-10 
105 th marker in geno  1 
MAC:  45 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 0 0 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
774 22 22_16859187_A_G  0 16859187  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2565
iter from getPCG1ofSigmaAndVector 1
AC  2668 
S is  1.219263e-26 
var1 is  2.098046e-10 
p_exact  1 
var2sparseGRM Here  2.098047e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2668 
var1  2.098046e-10 
var2null  2.098046e-10 
var2null_noXadj  4.084232e-10 
284 th marker in geno  1 
MAC:  36 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2265 22 22_17187678_A_G  0 17187678  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2620
iter from getPCG1ofSigmaAndVector 1
AC  2289 
S is  -3.581302e-24 
var1 is  1.781993e-10 
p_exact  1 
var2sparseGRM Here  1.781994e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2289 
var1  1.781993e-10 
var2null  1.781993e-10 
var2null_noXadj  2.897403e-10 
383 th marker in geno  1 
MAC:  25 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 0 1 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2917 22 22_17323505_T_C  0 17323505  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3926
iter from getPCG1ofSigmaAndVector 1
AC  953 
S is  4.145874e-25 
var1 is  1.143702e-10 
p_exact  1 
var2sparseGRM Here  1.143702e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  953 
var1  1.143702e-10 
var2null  1.143702e-10 
var2null_noXadj  1.937254e-10 
136 th marker in geno  1 
MAC:  85 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 2 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
975 22 22_16924021_C_G  0 16924021  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1568
iter from getPCG1ofSigmaAndVector 1
AC  3811 
S is  -4.228698e-24 
var1 is  2.946292e-10 
p_exact  1 
var2sparseGRM Here  2.946293e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3811 
var1  2.946292e-10 
var2null  2.946292e-10 
var2null_noXadj  3.805914e-10 
190 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1565 22 22_17055665_A_G  0 17055665  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -2.610991e-24 
var1 is  1.303817e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.303817e-10 
var2null  1.303817e-10 
var2null_noXadj  2.211101e-10 
264 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2137 22 22_17174286_G_C  0 17174286  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1387
iter from getPCG1ofSigmaAndVector 1
AC  3709 
S is  4.247151e-24 
var1 is  1.671652e-10 
p_exact  1 
var2sparseGRM Here  1.671653e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3709 
var1  1.671652e-10 
var2null  1.671652e-10 
var2null_noXadj  2.812566e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
[43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
[57] 1.0000000 1.0000000 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
[43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
[50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
[57] 0.5903726 0.7741352 0.5896686 0.5943514
CV for variance ratio estimate using  60  markers is  0.00200029  >  0.001 
try  70  markers
39 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
323 22 22_16733220_A_G  0 16733220  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3614
iter from getPCG1ofSigmaAndVector 1
AC  1214 
S is  6.221904e-25 
var1 is  1.265151e-10 
p_exact  1 
var2sparseGRM Here  1.265152e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1214 
var1  1.265151e-10 
var2null  1.265151e-10 
var2null_noXadj  1.974943e-10 
310 th marker in geno  1 
MAC:  95 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 0 2 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2445 22 22_17216771_A_C  0 17216771  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1397
iter from getPCG1ofSigmaAndVector 1
AC  4055 
S is  -2.648907e-24 
var1 is  2.07781e-10 
p_exact  1 
var2sparseGRM Here  2.077811e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4055 
var1  2.07781e-10 
var2null  2.07781e-10 
var2null_noXadj  4.08645e-10 
304 th marker in geno  1 
MAC:  91 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 1 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2412 22 22_17211494_G_A  0 17211494  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1234
iter from getPCG1ofSigmaAndVector 1
AC  4628 
S is  -3.614876e-25 
var1 is  2.535832e-10 
p_exact  1 
var2sparseGRM Here  2.535833e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4628 
var1  2.535832e-10 
var2null  2.535832e-10 
var2null_noXadj  4.47393e-10 
252 th marker in geno  1 
MAC:  31 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2029 22 22_17160649_GA_G  0 17160649 GA  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2982
iter from getPCG1ofSigmaAndVector 1
AC  2014 
S is  -1.064451e-24 
var1 is  2.481048e-10 
p_exact  1 
var2sparseGRM Here  2.481049e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2014 
var1  2.481048e-10 
var2null  2.481048e-10 
var2null_noXadj  3.179093e-10 
397 th marker in geno  1 
MAC:  90 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 2 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3059 22 22_17358468_C_T  0 17358468  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1408
iter from getPCG1ofSigmaAndVector 1
AC  4358 
S is  5.205845e-24 
var1 is  3.474116e-10 
p_exact  1 
var2sparseGRM Here  3.474119e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4358 
var1  3.474116e-10 
var2null  3.474116e-10 
var2null_noXadj  4.480805e-10 
393 th marker in geno  1 
MAC:  92 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3045 22 22_17353687_T_C  0 17353687  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1392
iter from getPCG1ofSigmaAndVector 1
AC  4581 
S is  6.121056e-24 
var1 is  3.073406e-10 
p_exact  1 
var2sparseGRM Here  3.073408e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4581 
var1  3.073406e-10 
var2null  3.073406e-10 
var2null_noXadj  4.9917e-10 
428 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3392 22 22_17427809_A_G  0 17427809  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3954
iter from getPCG1ofSigmaAndVector 1
AC  870 
S is  -5.028515e-26 
var1 is  1.254682e-10 
p_exact  1 
var2sparseGRM Here  1.254682e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  870 
var1  1.254682e-10 
var2null  1.254682e-10 
var2null_noXadj  1.620206e-10 
417 th marker in geno  1 
MAC:  88 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 1 1 1 1 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
3298 22 22_17417019_CT_C  0 17417019 CT  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1164
iter from getPCG1ofSigmaAndVector 1
AC  4331 
S is  2.730797e-24 
var1 is  2.440372e-10 
p_exact  1 
var2sparseGRM Here  2.440373e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4331 
var1  2.440372e-10 
var2null  2.440372e-10 
var2null_noXadj  3.505081e-10 
36 th marker in geno  1 
MAC:  23 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
299 22 22_16724286_T_C  0 16724286  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3558
iter from getPCG1ofSigmaAndVector 1
AC  1270 
S is  1.621254e-24 
var1 is  1.295267e-10 
p_exact  1 
var2sparseGRM Here  1.295268e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1270 
var1  1.295267e-10 
var2null  1.295267e-10 
var2null_noXadj  2.022097e-10 
155 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 2 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1122 22 22_16958936_G_A  0 16958936  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1697
iter from getPCG1ofSigmaAndVector 1
AC  4274 
S is  -2.983535e-24 
var1 is  2.638024e-10 
p_exact  1 
var2sparseGRM Here  2.638025e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4274 
var1  2.638024e-10 
var2null  2.638024e-10 
var2null_noXadj  5.527296e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
[43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
[57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
[43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
[50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
[57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
[64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
CV for variance ratio estimate using  70  markers is  0.001829244  >  0.001 
try  80  markers
162 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 2 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1201 22 22_16975883_A_C  0 16975883  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1697
iter from getPCG1ofSigmaAndVector 1
AC  4274 
S is  -2.983535e-24 
var1 is  2.638024e-10 
p_exact  1 
var2sparseGRM Here  2.638025e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4274 
var1  2.638024e-10 
var2null  2.638024e-10 
var2null_noXadj  5.527296e-10 
293 th marker in geno  1 
MAC:  50 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 0 0 1 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2318 22 22_17196323_C_CA  0 17196323  C CA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2536
iter from getPCG1ofSigmaAndVector 1
AC  2703 
S is  2.721993e-24 
var1 is  2.683981e-10 
p_exact  1 
var2sparseGRM Here  2.683983e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2703 
var1  2.683981e-10 
var2null  2.683981e-10 
var2null_noXadj  4.028041e-10 
27 th marker in geno  1 
MAC:  60 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 0 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1               V2 V3       V4 V5 V6
246 22 22_16705760_TA_T  0 16705760 TA  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1691
iter from getPCG1ofSigmaAndVector 1
AC  3683 
S is  1.564128e-24 
var1 is  2.576679e-10 
p_exact  1 
var2sparseGRM Here  2.57668e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3683 
var1  2.576679e-10 
var2null  2.576679e-10 
var2null_noXadj  4.096401e-10 
58 th marker in geno  1 
MAC:  33 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 1 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
477 22 22_16788186_C_T  0 16788186  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2719
iter from getPCG1ofSigmaAndVector 1
AC  2037 
S is  -2.836113e-24 
var1 is  1.381818e-10 
p_exact  1 
var2sparseGRM Here  1.381819e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2037 
var1  1.381818e-10 
var2null  1.381819e-10 
var2null_noXadj  2.274347e-10 
48 th marker in geno  1 
MAC:  56 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 1 0 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1               V2 V3       V4 V5 V6
384 22 22_16747765_CT_C  0 16747765 CT  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2030
iter from getPCG1ofSigmaAndVector 1
AC  3386 
S is  -4.638452e-24 
var1 is  2.792877e-10 
p_exact  1 
var2sparseGRM Here  2.792879e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3386 
var1  2.792877e-10 
var2null  2.792878e-10 
var2null_noXadj  4.518904e-10 
127 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
930 22 22_16908129_T_A  0 16908129  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3729
iter from getPCG1ofSigmaAndVector 1
AC  1099 
S is  2.650068e-25 
var1 is  1.198167e-10 
p_exact  1 
var2sparseGRM Here  1.198168e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1099 
var1  1.198167e-10 
var2null  1.198167e-10 
var2null_noXadj  1.858969e-10 
367 th marker in geno  1 
MAC:  69 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 1 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2842 22 22_17307364_G_A  0 17307364  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2066
iter from getPCG1ofSigmaAndVector 1
AC  3397 
S is  1.83874e-24 
var1 is  2.369872e-10 
p_exact  1 
var2sparseGRM Here  2.369873e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3397 
var1  2.369872e-10 
var2null  2.369872e-10 
var2null_noXadj  4.480572e-10 
123 th marker in geno  1 
MAC:  20 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 1 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1               V2 V3       V4 V5 V6
886 22 22_16886615_AT_A  0 16886615 AT  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3843
iter from getPCG1ofSigmaAndVector 1
AC  1057 
S is  4.325735e-25 
var1 is  1.35786e-10 
p_exact  1 
var2sparseGRM Here  1.35786e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1057 
var1  1.35786e-10 
var2null  1.35786e-10 
var2null_noXadj  2.085715e-10 
94 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 1 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
686 22 22_16839591_T_C  0 16839591  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3894
iter from getPCG1ofSigmaAndVector 1
AC  944 
S is  -6.908465e-25 
var1 is  1.240043e-10 
p_exact  1 
var2sparseGRM Here  1.240043e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  944 
var1  1.240043e-10 
var2null  1.240043e-10 
var2null_noXadj  1.861653e-10 
279 th marker in geno  1 
MAC:  27 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 1 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2242 22 22_17184523_T_C  0 17184523  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3571
iter from getPCG1ofSigmaAndVector 1
AC  1297 
S is  -2.184577e-25 
var1 is  9.989261e-11 
p_exact  1 
var2sparseGRM Here  9.989264e-11 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1297 
var1  9.989261e-11 
var2null  9.989262e-11 
var2null_noXadj  2.193226e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
[43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
[57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
[78] 1.0000000 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
[43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
[50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
[57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
[64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
[71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
[78] 0.6510286 0.6660976 0.4554597
CV for variance ratio estimate using  80  markers is  0.001610003  >  0.001 
try  90  markers
236 th marker in geno  1 
MAC:  45 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 1 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1864 22 22_17131854_G_A  0 17131854  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2639
iter from getPCG1ofSigmaAndVector 1
AC  2712 
S is  -3.435647e-26 
var1 is  2.77587e-10 
p_exact  1 
var2sparseGRM Here  2.775872e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2712 
var1  2.77587e-10 
var2null  2.77587e-10 
var2null_noXadj  4.515445e-10 
450 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3566 22 22_17448910_C_T  0 17448910  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3391
iter from getPCG1ofSigmaAndVector 1
AC  1843 
S is  6.739523e-25 
var1 is  2.373953e-10 
p_exact  1 
var2sparseGRM Here  2.373954e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1843 
var1  2.373953e-10 
var2null  2.373953e-10 
var2null_noXadj  3.921551e-10 
166 th marker in geno  1 
MAC:  30 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1369 22 22_17014255_C_T  0 17014255  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3405
iter from getPCG1ofSigmaAndVector 1
AC  1467 
S is  2.641359e-25 
var1 is  1.654633e-10 
p_exact  1 
var2sparseGRM Here  1.654634e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1467 
var1  1.654633e-10 
var2null  1.654633e-10 
var2null_noXadj  2.343161e-10 
413 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 2 1 2 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3251 22 22_17406562_G_A  0 17406562  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 841
iter from getPCG1ofSigmaAndVector 1
AC  4596 
S is  2.754601e-24 
var1 is  2.020824e-10 
p_exact  1 
var2sparseGRM Here  2.020825e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4596 
var1  2.020824e-10 
var2null  2.020824e-10 
var2null_noXadj  2.851867e-10 
68 th marker in geno  1 
MAC:  27 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 0 0 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1                V2 V3       V4 V5  V6
543 22 22_16806309_C_CAT  0 16806309  C CAT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3625
iter from getPCG1ofSigmaAndVector 1
AC  1143 
S is  2.171955e-25 
var1 is  1.083828e-10 
p_exact  1 
var2sparseGRM Here  1.083828e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1143 
var1  1.083828e-10 
var2null  1.083828e-10 
var2null_noXadj  1.679953e-10 
276 th marker in geno  1 
MAC:  81 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 1 1 1 1 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2207 22 22_17179611_C_G  0 17179611  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1048
iter from getPCG1ofSigmaAndVector 1
AC  4169 
S is  1.606348e-24 
var1 is  1.968281e-10 
p_exact  1 
var2sparseGRM Here  1.968281e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4169 
var1  1.968281e-10 
var2null  1.968281e-10 
var2null_noXadj  2.751443e-10 
25 th marker in geno  1 
MAC:  86 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 0 0 0 0 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
226 22 22_16697442_G_T  0 16697442  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 995
iter from getPCG1ofSigmaAndVector 1
AC  4722 
S is  4.25405e-24 
var1 is  2.405499e-10 
p_exact  1 
var2sparseGRM Here  2.4055e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4722 
var1  2.405499e-10 
var2null  2.405499e-10 
var2null_noXadj  3.868031e-10 
182 th marker in geno  1 
MAC:  34 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1525 22 22_17049480_A_G  0 17049480  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3708
iter from getPCG1ofSigmaAndVector 1
AC  1083 
S is  1.803904e-25 
var1 is  9.715818e-11 
p_exact  1 
var2sparseGRM Here  9.715822e-11 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1083 
var1  9.715818e-11 
var2null  9.715819e-11 
var2null_noXadj  1.81562e-10 
175 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1479 22 22_17037865_G_T  0 17037865  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -2.610991e-24 
var1 is  1.303817e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.303817e-10 
var2null  1.303817e-10 
var2null_noXadj  2.211101e-10 
85 th marker in geno  1 
MAC:  81 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 1 1 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
629 22 22_16825380_G_A  0 16825380  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2017
iter from getPCG1ofSigmaAndVector 1
AC  3372 
S is  -1.03857e-24 
var1 is  2.609921e-10 
p_exact  1 
var2sparseGRM Here  2.609921e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3372 
var1  2.609921e-10 
var2null  2.609921e-10 
var2null_noXadj  4.353054e-10 
[1] "varRatio_NULL_vec"
 [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
[36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
[43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
[57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
[78] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[85] 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
 [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
[15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
[22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
[29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
[36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
[43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
[50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
[57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
[64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
[71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
[78] 0.6510286 0.6660976 0.4554597 0.6147501 0.6053607 0.7061542 0.7085970
[85] 0.6451535 0.7153633 0.6218924 0.5351240 0.5896686 0.5995609
CV for variance ratio estimate using  90  markers is  0.001388658  >  0.001 
try  100  markers
57 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
470 22 22_16785735_A_C  0 16785735  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2722
iter from getPCG1ofSigmaAndVector 1
AC  2034 
S is  -3.386725e-24 
var1 is  1.38251e-10 
p_exact  1 
var2sparseGRM Here  1.382511e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2034 
var1  1.38251e-10 
var2null  1.38251e-10 
var2null_noXadj  2.290779e-10 
86 th marker in geno  1 
MAC:  90 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 2 0 0 1 1 2 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1                 V2 V3       V4 V5   V6
630 22 22_16826051_T_TAAC  0 16826051  T TAAC
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1281
iter from getPCG1ofSigmaAndVector 1
AC  4596 
S is  3.209919e-24 
var1 is  2.792824e-10 
p_exact  1 
var2sparseGRM Here  2.792825e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4596 
var1  2.792824e-10 
var2null  2.792825e-10 
var2null_noXadj  4.687222e-10 
482 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3961 22 22_17519297_T_G  0 17519297  T  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2675
iter from getPCG1ofSigmaAndVector 1
AC  2326 
S is  -1.754212e-24 
var1 is  1.584588e-10 
p_exact  1 
var2sparseGRM Here  1.584588e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2326 
var1  1.584588e-10 
var2null  1.584588e-10 
var2null_noXadj  3.224383e-10 
205 th marker in geno  1 
MAC:  20 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1                V2 V3       V4  V5 V6
1706 22 22_17100141_TAA_T  0 17100141 TAA  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3757
iter from getPCG1ofSigmaAndVector 1
AC  1067 
S is  3.586525e-25 
var1 is  1.225337e-10 
p_exact  1 
var2sparseGRM Here  1.225338e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1067 
var1  1.225337e-10 
var2null  1.225337e-10 
var2null_noXadj  1.810654e-10 
240 th marker in geno  1 
MAC:  65 
[1] "length(G0)   aaaaa"
[1] 100
G0 2 1 2 1 1 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 2 2 2 2 2 2 2 2 2 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1915 22 22_17137274_C_G  0 17137274  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2388
iter from getPCG1ofSigmaAndVector 1
AC  2572 
S is  2.21545e-24 
var1 is  1.940903e-10 
p_exact  1 
var2sparseGRM Here  1.940903e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2572 
var1  1.940903e-10 
var2null  1.940903e-10 
var2null_noXadj  3.092207e-10 
148 th marker in geno  1 
MAC:  64 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 0 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1078 22 22_16947190_T_C  0 16947190  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1816
iter from getPCG1ofSigmaAndVector 1
AC  3745 
S is  -4.252755e-24 
var1 is  2.582015e-10 
p_exact  1 
var2sparseGRM Here  2.582015e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3745 
var1  2.582015e-10 
var2null  2.582015e-10 
var2null_noXadj  4.689406e-10 
484 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3973 22 22_17521351_T_A  0 17521351  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2675
iter from getPCG1ofSigmaAndVector 1
AC  2326 
S is  -1.754212e-24 
var1 is  1.584588e-10 
p_exact  1 
var2sparseGRM Here  1.584588e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2326 
var1  1.584588e-10 
var2null  1.584588e-10 
var2null_noXadj  3.224383e-10 
141 th marker in geno  1 
MAC:  64 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 1 1 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1005 22 22_16931326_A_G  0 16931326  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2126
iter from getPCG1ofSigmaAndVector 1
AC  3016 
S is  -2.314631e-24 
var1 is  2.449201e-10 
p_exact  1 
var2sparseGRM Here  2.449202e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3016 
var1  2.449201e-10 
var2null  2.449201e-10 
var2null_noXadj  3.529569e-10 
56 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
457 22 22_16781299_C_T  0 16781299  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2722
iter from getPCG1ofSigmaAndVector 1
AC  2034 
S is  -3.386725e-24 
var1 is  1.38251e-10 
p_exact  1 
var2sparseGRM Here  1.382511e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2034 
var1  1.38251e-10 
var2null  1.38251e-10 
var2null_noXadj  2.290779e-10 
363 th marker in geno  1 
MAC:  89 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 1 2 1 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2808 22 22_17303033_G_A  0 17303033  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1463
iter from getPCG1ofSigmaAndVector 1
AC  4385 
S is  -4.3843e-25 
var1 is  2.645537e-10 
p_exact  1 
var2sparseGRM Here  2.645538e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4385 
var1  2.645537e-10 
var2null  2.645537e-10 
var2null_noXadj  4.747337e-10 
[1] "varRatio_NULL_vec"
  [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
 [43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
 [57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
 [78] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
  [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
 [15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
 [22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
 [29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
 [36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
 [43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
 [50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
 [57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
 [64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
 [71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
 [78] 0.6510286 0.6660976 0.4554597 0.6147501 0.6053607 0.7061542 0.7085970
 [85] 0.6451535 0.7153633 0.6218924 0.5351240 0.5896686 0.5995609 0.6035108
 [92] 0.5958378 0.4914390 0.6767374 0.6276756 0.5506059 0.4914390 0.6939092
 [99] 0.6035108 0.5572676
CV for variance ratio estimate using  100  markers is  0.001248106  >  0.001 
try  110  markers
91 th marker in geno  1 
MAC:  41 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
671 22 22_16836343_A_C  0 16836343  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3657
iter from getPCG1ofSigmaAndVector 1
AC  1369 
S is  3.350702e-25 
var1 is  2.058348e-10 
p_exact  1 
var2sparseGRM Here  2.058349e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1369 
var1  2.058348e-10 
var2null  2.058348e-10 
var2null_noXadj  2.979653e-10 
344 th marker in geno  1 
MAC:  29 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 0 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1                     V2 V3       V4 V5       V6
2642 22 22_17250567_T_TAAAATAA  0 17250567  T TAAAATAA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3561
iter from getPCG1ofSigmaAndVector 1
AC  1293 
S is  -5.852391e-25 
var1 is  1.357912e-10 
p_exact  1 
var2sparseGRM Here  1.357912e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1293 
var1  1.357912e-10 
var2null  1.357912e-10 
var2null_noXadj  2.144203e-10 
253 th marker in geno  1 
MAC:  48 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2036 22 22_17161022_A_G  0 17161022  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2814
iter from getPCG1ofSigmaAndVector 1
AC  2574 
S is  -3.580696e-24 
var1 is  3.388007e-10 
p_exact  1 
var2sparseGRM Here  3.388009e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2574 
var1  3.388007e-10 
var2null  3.388007e-10 
var2null_noXadj  4.617044e-10 
322 th marker in geno  1 
MAC:  37 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2485 22 22_17221690_T_C  0 17221690  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2859
iter from getPCG1ofSigmaAndVector 1
AC  2810 
S is  5.546513e-25 
var1 is  2.895086e-10 
p_exact  1 
var2sparseGRM Here  2.895089e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2810 
var1  2.895086e-10 
var2null  2.895087e-10 
var2null_noXadj  5.988163e-10 
438 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
3507 22 22_17441603_A_AC  0 17441603  A AC
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3391
iter from getPCG1ofSigmaAndVector 1
AC  1843 
S is  6.739523e-25 
var1 is  2.373953e-10 
p_exact  1 
var2sparseGRM Here  2.373954e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1843 
var1  2.373953e-10 
var2null  2.373953e-10 
var2null_noXadj  3.921551e-10 
518 th marker in geno  1 
MAC:  77 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 1 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4231 22 22_17572793_C_T  0 17572793  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2124
iter from getPCG1ofSigmaAndVector 1
AC  3558 
S is  -4.092535e-24 
var1 is  3.015379e-10 
p_exact  1 
var2sparseGRM Here  3.01538e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3558 
var1  3.015379e-10 
var2null  3.015379e-10 
var2null_noXadj  5.179161e-10 
52 th marker in geno  1 
MAC:  51 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 1 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
449 22 22_16769333_T_C  0 16769333  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2289
iter from getPCG1ofSigmaAndVector 1
AC  2731 
S is  -7.096214e-25 
var1 is  2.152456e-10 
p_exact  1 
var2sparseGRM Here  2.152457e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2731 
var1  2.152456e-10 
var2null  2.152456e-10 
var2null_noXadj  3.225962e-10 
195 th marker in geno  1 
MAC:  35 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1607 22 22_17066270_C_A  0 17066270  C  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2952
iter from getPCG1ofSigmaAndVector 1
AC  2155 
S is  -1.796378e-24 
var1 is  2.287538e-10 
p_exact  1 
var2sparseGRM Here  2.287539e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2155 
var1  2.287538e-10 
var2null  2.287538e-10 
var2null_noXadj  3.594958e-10 
504 th marker in geno  1 
MAC:  82 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 2 0 0 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
     V1              V2 V3       V4 V5 V6
4156 22 22_17556556_G_A  0 17556556  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1761
iter from getPCG1ofSigmaAndVector 1
AC  4013 
S is  6.219506e-25 
var1 is  2.765841e-10 
p_exact  1 
var2sparseGRM Here  2.765843e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4013 
var1  2.765841e-10 
var2null  2.765842e-10 
var2null_noXadj  5.008253e-10 
204 th marker in geno  1 
MAC:  100 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 1 1 2 1 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1685 22 22_17092382_A_G  0 17092382  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1299
iter from getPCG1ofSigmaAndVector 1
AC  4568 
S is  -4.213742e-24 
var1 is  2.015821e-10 
p_exact  1 
var2sparseGRM Here  2.015822e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4568 
var1  2.015821e-10 
var2null  2.015821e-10 
var2null_noXadj  4.535953e-10 
[1] "varRatio_NULL_vec"
  [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
 [43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
 [57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
 [78] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999996 1.0000000
[106] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
  [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
 [15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
 [22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
 [29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
 [36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
 [43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
 [50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
 [57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
 [64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
 [71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
 [78] 0.6510286 0.6660976 0.4554597 0.6147501 0.6053607 0.7061542 0.7085970
 [85] 0.6451535 0.7153633 0.6218924 0.5351240 0.5896686 0.5995609 0.6035108
 [92] 0.5958378 0.4914390 0.6767374 0.6276756 0.5506059 0.4914390 0.6939092
 [99] 0.6035108 0.5572676 0.6908012 0.6332943 0.7338045 0.4834681 0.6053607
[106] 0.5822138 0.6672293 0.6363184 0.5522567 0.4444096
CV for variance ratio estimate using  110  markers is  0.001151453  >  0.001 
try  120  markers
515 th marker in geno  1 
MAC:  50 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 0 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
4216 22 22_17570663_A_G  0 17570663  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2428
iter from getPCG1ofSigmaAndVector 1
AC  2762 
S is  -4.176293e-24 
var1 is  1.689767e-10 
p_exact  1 
var2sparseGRM Here  1.689768e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2762 
var1  1.689767e-10 
var2null  1.689767e-10 
var2null_noXadj  3.839481e-10 
44 th marker in geno  1 
MAC:  30 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
362 22 22_16743136_G_A  0 16743136  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3158
iter from getPCG1ofSigmaAndVector 1
AC  1778 
S is  -5.863572e-25 
var1 is  2.020268e-10 
p_exact  1 
var2sparseGRM Here  2.02027e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1778 
var1  2.020268e-10 
var2null  2.020268e-10 
var2null_noXadj  2.794007e-10 
286 th marker in geno  1 
MAC:  64 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 2 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2276 22 22_17188516_G_C  0 17188516  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2273
iter from getPCG1ofSigmaAndVector 1
AC  3373 
S is  -3.717466e-24 
var1 is  2.827461e-10 
p_exact  1 
var2sparseGRM Here  2.827462e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3373 
var1  2.827461e-10 
var2null  2.827461e-10 
var2null_noXadj  5.229961e-10 
213 th marker in geno  1 
MAC:  63 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 2 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
     V1                 V2 V3       V4   V5 V6
1732 22 22_17106856_GGGC_G  0 17106856 GGGC  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2864
iter from getPCG1ofSigmaAndVector 1
AC  2181 
S is  -1.956375e-25 
var1 is  2.37367e-10 
p_exact  1 
var2sparseGRM Here  2.373671e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2181 
var1  2.37367e-10 
var2null  2.37367e-10 
var2null_noXadj  3.631997e-10 
93 th marker in geno  1 
MAC:  85 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 1 1 0 1 2 2 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
681 22 22_16839471_A_T  0 16839471  A  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1534
iter from getPCG1ofSigmaAndVector 1
AC  3866 
S is  -1.413437e-24 
var1 is  2.545011e-10 
p_exact  1 
var2sparseGRM Here  2.545012e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3866 
var1  2.545011e-10 
var2null  2.545011e-10 
var2null_noXadj  3.785768e-10 
59 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
481 22 22_16790535_G_A  0 16790535  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2722
iter from getPCG1ofSigmaAndVector 1
AC  2034 
S is  -3.386725e-24 
var1 is  1.38251e-10 
p_exact  1 
var2sparseGRM Here  1.382511e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2034 
var1  1.38251e-10 
var2null  1.38251e-10 
var2null_noXadj  2.290779e-10 
256 th marker in geno  1 
MAC:  41 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2062 22 22_17166972_T_G  0 17166972  T  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3155
iter from getPCG1ofSigmaAndVector 1
AC  2155 
S is  -9.513726e-25 
var1 is  2.926539e-10 
p_exact  1 
var2sparseGRM Here  2.926541e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2155 
var1  2.926539e-10 
var2null  2.92654e-10 
var2null_noXadj  4.305838e-10 
346 th marker in geno  1 
MAC:  33 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 0 1 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
2657 22 22_17251532_C_CA  0 17251532  C CA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3278
iter from getPCG1ofSigmaAndVector 1
AC  1612 
S is  -4.940163e-25 
var1 is  1.79778e-10 
p_exact  1 
var2sparseGRM Here  1.797781e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1612 
var1  1.79778e-10 
var2null  1.79778e-10 
var2null_noXadj  2.506762e-10 
335 th marker in geno  1 
MAC:  66 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 2 0 1 1 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
     V1              V2 V3       V4 V5 V6
2588 22 22_17243159_C_A  0 17243159  C  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2308
iter from getPCG1ofSigmaAndVector 1
AC  2896 
S is  -1.710023e-24 
var1 is  2.438792e-10 
p_exact  1 
var2sparseGRM Here  2.438794e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2896 
var1  2.438792e-10 
var2null  2.438792e-10 
var2null_noXadj  3.856526e-10 
109 th marker in geno  1 
MAC:  31 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
801 22 22_16864232_G_A  0 16864232  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3653
iter from getPCG1ofSigmaAndVector 1
AC  1185 
S is  -7.237325e-26 
var1 is  1.148315e-10 
p_exact  1 
var2sparseGRM Here  1.148315e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1185 
var1  1.148315e-10 
var2null  1.148315e-10 
var2null_noXadj  2.012894e-10 
[1] "varRatio_NULL_vec"
  [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
 [43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
 [57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
 [78] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999996 1.0000000
[106] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
[113] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[120] 1.0000000
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
  [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
 [15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
 [22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
 [29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
 [36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
 [43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
 [50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
 [57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
 [64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
 [71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
 [78] 0.6510286 0.6660976 0.4554597 0.6147501 0.6053607 0.7061542 0.7085970
 [85] 0.6451535 0.7153633 0.6218924 0.5351240 0.5896686 0.5995609 0.6035108
 [92] 0.5958378 0.4914390 0.6767374 0.6276756 0.5506059 0.4914390 0.6939092
 [99] 0.6035108 0.5572676 0.6908012 0.6332943 0.7338045 0.4834681 0.6053607
[106] 0.5822138 0.6672293 0.6363184 0.5522567 0.4444096 0.4401030 0.7230721
[113] 0.5406275 0.6535440 0.6722575 0.6035108 0.6796677 0.7171722 0.6323806
[120] 0.5704797
CV for variance ratio estimate using  120  markers is  0.001060431  >  0.001 
try  130  markers
442 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 0 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3521 22 22_17443691_C_T  0 17443691  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3391
iter from getPCG1ofSigmaAndVector 1
AC  1843 
S is  6.739523e-25 
var1 is  2.373953e-10 
p_exact  1 
var2sparseGRM Here  2.373954e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1843 
var1  2.373953e-10 
var2null  2.373953e-10 
var2null_noXadj  3.921551e-10 
203 th marker in geno  1 
MAC:  69 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 2 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1679 22 22_17090465_G_A  0 17090465  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2267
iter from getPCG1ofSigmaAndVector 1
AC  3285 
S is  -2.134393e-24 
var1 is  3.340378e-10 
p_exact  1 
var2sparseGRM Here  3.34038e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3285 
var1  3.340378e-10 
var2null  3.340378e-10 
var2null_noXadj  4.901084e-10 
392 th marker in geno  1 
MAC:  92 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 1 1 1 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3032 22 22_17352210_T_C  0 17352210  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1392
iter from getPCG1ofSigmaAndVector 1
AC  4581 
S is  6.121056e-24 
var1 is  3.073406e-10 
p_exact  1 
var2sparseGRM Here  3.073408e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4581 
var1  3.073406e-10 
var2null  3.073406e-10 
var2null_noXadj  4.9917e-10 
294 th marker in geno  1 
MAC:  98 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 2 2 2 1 2 1 2 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2319 22 22_17196809_C_T  0 17196809  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1757
iter from getPCG1ofSigmaAndVector 1
AC  3747 
S is  8.885729e-27 
var1 is  2.204993e-10 
p_exact  1 
var2sparseGRM Here  2.204995e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3747 
var1  2.204993e-10 
var2null  2.204993e-10 
var2null_noXadj  4.569122e-10 
154 th marker in geno  1 
MAC:  56 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 0 0 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1100 22 22_16954034_G_C  0 16954034  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2286
iter from getPCG1ofSigmaAndVector 1
AC  2716 
S is  -6.334364e-25 
var1 is  1.815757e-10 
p_exact  1 
var2sparseGRM Here  1.815757e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2716 
var1  1.815757e-10 
var2null  1.815757e-10 
var2null_noXadj  3.117158e-10 
80 th marker in geno  1 
MAC:  81 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 1 1 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
612 22 22_16822150_T_C  0 16822150  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2017
iter from getPCG1ofSigmaAndVector 1
AC  3372 
S is  -1.03857e-24 
var1 is  2.609921e-10 
p_exact  1 
var2sparseGRM Here  2.609921e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3372 
var1  2.609921e-10 
var2null  2.609921e-10 
var2null_noXadj  4.353054e-10 
243 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 1 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1948 22 22_17145775_T_C  0 17145775  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3327
iter from getPCG1ofSigmaAndVector 1
AC  1541 
S is  1.019234e-24 
var1 is  1.184986e-10 
p_exact  1 
var2sparseGRM Here  1.184987e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1541 
var1  1.184986e-10 
var2null  1.184987e-10 
var2null_noXadj  2.378183e-10 
296 th marker in geno  1 
MAC:  27 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2323 22 22_17197269_C_CT  0 17197269  C CT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3249
iter from getPCG1ofSigmaAndVector 1
AC  1605 
S is  -1.804802e-24 
var1 is  1.691563e-10 
p_exact  1 
var2sparseGRM Here  1.691565e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1605 
var1  1.691563e-10 
var2null  1.691564e-10 
var2null_noXadj  2.386271e-10 
35 th marker in geno  1 
MAC:  23 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 1 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
294 22 22_16724268_T_C  0 16724268  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3558
iter from getPCG1ofSigmaAndVector 1
AC  1270 
S is  1.621254e-24 
var1 is  1.295267e-10 
p_exact  1 
var2sparseGRM Here  1.295268e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1270 
var1  1.295267e-10 
var2null  1.295267e-10 
var2null_noXadj  2.022097e-10 
100 th marker in geno  1 
MAC:  84 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 1 1 0 1 2 2 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
743 22 22_16851949_G_A  0 16851949  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1548
iter from getPCG1ofSigmaAndVector 1
AC  3852 
S is  -1.19253e-24 
var1 is  2.561159e-10 
p_exact  1 
var2sparseGRM Here  2.561161e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3852 
var1  2.561159e-10 
var2null  2.561159e-10 
var2null_noXadj  3.799173e-10 
[1] "varRatio_NULL_vec"
  [1] 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999997 1.0000000 0.9999999 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [29] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [36] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000
 [43] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 0.9999999
 [57] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [64] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
 [78] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999996 1.0000000
[106] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 1.0000000 1.0000000
[113] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[120] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
[127] 0.9999997 1.0000000 1.0000000 0.9999998
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7291408 0.6741359 0.7230721 0.4772720 0.5820921 0.5896686 0.6326224
  [8] 0.6158296 0.4914390 0.7028778 0.5572921 0.5567644 0.5889313 0.5179156
 [15] 0.5772228 0.6905119 0.5300961 0.4883599 0.6053607 0.6234838 0.4476232
 [22] 0.6901689 0.5969617 0.6053607 0.7365941 0.6311216 0.6406014 0.6607678
 [29] 0.5978441 0.6808229 0.6808229 0.7575674 0.6115401 0.6715148 0.5740263
 [36] 0.6598067 0.5836401 0.4883599 0.6250143 0.7254755 0.6910274 0.6893129
 [43] 0.6445333 0.5811068 0.6275950 0.7947091 0.6140840 0.6479075 0.6008026
 [50] 0.5892364 0.7085970 0.6311216 0.5896686 0.6099276 0.5136941 0.6150313
 [57] 0.5903726 0.7741352 0.5896686 0.5943514 0.6406014 0.5084634 0.5668018
 [64] 0.7804263 0.7753329 0.6157032 0.7743967 0.6962383 0.6405563 0.4772720
 [71] 0.4772720 0.6663240 0.6290105 0.6075671 0.6180431 0.6445333 0.5289218
 [78] 0.6510286 0.6660976 0.4554597 0.6147501 0.6053607 0.7061542 0.7085970
 [85] 0.6451535 0.7153633 0.6218924 0.5351240 0.5896686 0.5995609 0.6035108
 [92] 0.5958378 0.4914390 0.6767374 0.6276756 0.5506059 0.4914390 0.6939092
 [99] 0.6035108 0.5572676 0.6908012 0.6332943 0.7338045 0.4834681 0.6053607
[106] 0.5822138 0.6672293 0.6363184 0.5522567 0.4444096 0.4401030 0.7230721
[113] 0.5406275 0.6535440 0.6722575 0.6035108 0.6796677 0.7171722 0.6323806
[120] 0.5704797 0.6053607 0.6815590 0.6157032 0.4825858 0.5825038 0.5995609
[127] 0.4982739 0.7088730 0.6405563 0.6741359
CV for variance ratio estimate using  130  markers is  0.0009729458  <  0.001 
varRatio_sparseGRM_vec
  [1] 0.9999991 0.9999992 0.9999992 0.9999996 0.9999997 0.9999996 0.9999993
  [8] 0.9999996 0.9999996 0.9999994 0.9999994 0.9999992 0.9999997 0.9999996
 [15] 0.9999996 0.9999997 0.9999997 0.9999995 0.9999995 0.9999998 0.9999997
 [22] 0.9999997 0.9999998 0.9999995 0.9999993 0.9999998 0.9999995 0.9999993
 [29] 0.9999995 0.9999996 0.9999996 0.9999990 0.9999995 0.9999996 0.9999999
 [36] 0.9999994 0.9999996 0.9999995 0.9999994 0.9999995 0.9999998 0.9999997
 [43] 0.9999996 0.9999995 0.9999995 0.9999992 0.9999998 0.9999997 0.9999994
 [50] 0.9999994 0.9999995 0.9999998 0.9999996 0.9999993 0.9999993 0.9999996
 [57] 0.9999999 0.9999996 0.9999996 0.9999998 0.9999995 0.9999997 0.9999995
 [64] 0.9999995 0.9999991 0.9999991 1.0000000 0.9999996 0.9999995 0.9999996
 [71] 0.9999996 0.9999990 0.9999995 0.9999992 0.9999993 0.9999996 0.9999997
 [78] 0.9999999 0.9999998 0.9999997 0.9999994 0.9999995 0.9999994 0.9999995
 [85] 0.9999994 0.9999999 0.9999994 0.9999996 0.9999996 0.9999999 0.9999994
 [92] 0.9999995 0.9999996 0.9999998 0.9999998 0.9999997 0.9999996 0.9999995
 [99] 0.9999994 0.9999997 0.9999995 0.9999995 0.9999993 0.9999990 0.9999995
[106] 0.9999996 0.9999995 0.9999995 0.9999995 0.9999996 0.9999996 0.9999992
[113] 0.9999996 0.9999997 0.9999994 0.9999994 0.9999994 0.9999996 0.9999993
[120] 0.9999998 0.9999995 0.9999993 0.9999991 0.9999993 0.9999995 0.9999999
[127] 0.9999993 0.9999993 0.9999995 0.9999992
varRatio_sparse 0.9999995 
varRatio_null 0.9999999 
varRatio_null_noXadj 0.6178561 
         V1          V2 V3
1 0.9999995      sparse  1
2 0.9999999        null  1
3 0.6178561 null_noXadj  1
4 0.9999999 null_sample  1

[2026-01-09 01:40:24,145] WARNING:cellink.tl._runner: WARNING: The requested image's platform (linux/amd64) does not match the detected host platform (linux/arm64/v8) and no specific platform was requested
Loading required package: optparse
Warning: Your system is mis-configured: ‘/var/db/timezone/localtime’ is not a symlink
Warning: ‘/var/db/timezone/localtime’ is not identical to any known timezone file
Loading required package: RhpcBLASctl

warning: solve(): system is singular; attempting approx solution
Loading required package: fastSave
Warning messages:
1: glm.fit: algorithm did not converge 
2: glm.fit: algorithm did not converge 
3: glm.fit: algorithm did not converge 

{'model_file': 'gene1_step1.rda', 'variance_ratio':           0            1  2
0  1.000000       sparse  1
1  1.000000          NaN  1
2  0.617856  null_noXadj  1
3  1.000000  null_sample  1}

Step 2 Only: Association Testing#

step2_results = run_saigeqtl(
    dd,
    gene_col="ENSG00000273362",
    prefix="gene1_step1",  # Use same prefix as Step 1
    steps=[2],  # Only Step 2
    mode="cis",
    window=cis_window,
    min_mac=20,
    gmmat_model_file="gene1_step1.rda",  # From Step 1
    variance_ratio_file="gene1_step1.varianceRatio.txt",  # From Step 1
    run=True,
)

step2_results.head()
Writing FAM... done.
Writing BIM... done.
[2026-01-09 01:40:25,065] INFO:cellink.tl.external._saigeqtl: Running Step 2: Association tests
[2026-01-09 01:40:25,066] INFO:cellink.tl._runner: Executing: docker run --rm -v /Users/larnoldt/sc-genetics/docs/tutorials:/data -v /Users/larnoldt/cellink_data:/cellink_data -w /data wzhou88/saigeqtl /app/.pixi/envs/default/bin/Rscript /app/extdata/step2_tests_qtl.R --bedFile=gene1_step1.bed --bimFile=gene1_step1.bim --famFile=gene1_step1.fam --GMMATmodelFile=gene1_step1.rda --varianceRatioFile=gene1_step1.varianceRatio.txt --SAIGEOutputFile=gene1_step1_results.txt --minMAC=20 --LOCO=FALSE --rangestoIncludeFile=gene1_step1_ranges.txt
[2026-01-09 01:40:40,849] INFO:cellink.tl._runner: R version 4.4.3 (2025-02-28)
Platform: x86_64-conda-linux-gnu
Running under: Ubuntu 20.04.4 LTS

Matrix products: default
BLAS/LAPACK: /app/.pixi/envs/default/lib/libopenblasp-r0.3.30.so;  LAPACK version 3.12.0

locale:
 [1] LC_CTYPE=C.UTF-8       LC_NUMERIC=C           LC_TIME=C.UTF-8       
 [4] LC_COLLATE=C.UTF-8     LC_MONETARY=C.UTF-8    LC_MESSAGES=C.UTF-8   
 [7] LC_PAPER=C.UTF-8       LC_NAME=C              LC_ADDRESS=C          
[10] LC_TELEPHONE=C         LC_MEASUREMENT=C.UTF-8 LC_IDENTIFICATION=C   

time zone: NA
tzcode source: system (glibc)

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] data.table_1.17.6   optparse_1.7.5      RhpcBLASctl_0.23-42
[4] SAIGEQTL_0.3.2     

loaded via a namespace (and not attached):
[1] compiler_4.4.3      Matrix_1.7-3        Rcpp_1.1.0         
[4] getopt_1.20.4       RcppNumerical_0.6-0 grid_4.4.3         
[7] RcppParallel_5.1.9  lattice_0.22-7     
$vcfFile
[1] ""

$vcfFileIndex
[1] ""

$vcfField
[1] "DS"

$savFile
[1] ""

$savFileIndex
[1] ""

$bgenFile
[1] ""

$bgenFileIndex
[1] ""

$sampleFile
[1] ""

$bedFile
[1] "gene1_step1.bed"

$bimFile
[1] "gene1_step1.bim"

$famFile
[1] "gene1_step1.fam"

$AlleleOrder
[1] "alt-first"

$idstoIncludeFile
[1] ""

$rangestoIncludeFile
[1] "gene1_step1_ranges.txt"

$chrom
[1] ""

$is_imputed_data
[1] FALSE

$minMAF
[1] 0

$minMAC
[1] 20

$minGroupMAC_in_BurdenTest
[1] 5

$minInfo
[1] 0

$maxMissing
[1] 0.15

$impute_method
[1] "best_guess"

$LOCO
[1] FALSE

$GMMATmodelFile
[1] "gene1_step1.rda"

$varianceRatioFile
[1] "gene1_step1.varianceRatio.txt"

$GMMATmodel_varianceRatio_multiTraits_File
[1] ""

$SAIGEOutputFile
[1] "gene1_step1_results.txt"

$markers_per_chunk
[1] 10000

$groups_per_chunk
[1] 100

$is_output_moreDetails
[1] FALSE

$is_overwrite_output
[1] TRUE

$maxMAF_in_groupTest
[1] "0.0001,0.001,0.01"

$maxMAC_in_groupTest
[1] "0"

$annotation_in_groupTest
[1] "lof,missense;lof,missense;lof;synonymous"

$groupFile
[1] ""

$sparseGRMFile
[1] ""

$sparseGRMSampleIDFile
[1] ""

$relatednessCutoff
[1] 0

$MACCutoff_to_CollapseUltraRare
[1] 10

$cateVarRatioMinMACVecExclude
[1] "10,20.5"

$cateVarRatioMaxMACVecInclude
[1] "20.5"

$weights.beta
[1] "1;25"

$r.corr
[1] 0

$markers_per_chunk_in_groupTest
[1] 100

$condition
[1] ""

$SPAcutoff
[1] 2

$dosage_zerod_cutoff
[1] 0.2

$dosage_zerod_MAC_cutoff
[1] 10

$is_single_in_groupTest
[1] FALSE

$is_SKATO
[1] FALSE

$is_equal_weight_in_groupTest
[1] FALSE

$is_output_markerList_in_groupTest
[1] FALSE

$is_Firth_beta
[1] FALSE

$pCutoffforFirth
[1] 0.01

$is_fastTest
[1] FALSE

$is_noadjCov
[1] TRUE

$is_sparseGRM
[1] FALSE

$pval_cutoff_for_fastTest
[1] 0.05

$max_MAC_for_ER
[1] 4

$is_EmpSPA
[1] FALSE

$help
[1] FALSE

[1] "opt$r.corr"
[1] 0
dosage_zerod_cutoff  0.2 
Any dosages <=  0.2  for genetic variants with MAC <=  10  are set to be 0 in group tests
single-variant association test will be performed
[1] "Leave-one-chromosome-out is not applied"
[1] "LOCO = FASLE and leave-one-chromosome-out is not applied"
isSparseGRM  FALSE 
variance Ratio null is  0.9999999 
variance Ratio null_noXadj is  0.6178561 
variance Ratio ratioVec_null_sample is  0.9999999 
$ratioVec_sparse
[1] 0.9999995

$ratioVec_null
[1] 0.9999999

$ratioVec_null_sample
[1] 0.9999999

$ratioVec_null_noXadj
[1] 0.6178561

$ratioVec_null_eg
[1] -1

$ratioVec_sparse_eg
[1] -1

dosageFile type is  plink 
allele order in the plink file is  alt-first .
Reading bim file....
Reading fam file....
Setting position of samples in PLINK files....
871  ranges are in rangestoIncludeFile
22  markers in the range  1  are found in the geno/dosage file.
1422  markers in the range  2  are found in the geno/dosage file.
1686  markers in the range  3  are found in the geno/dosage file.
1705  markers in the range  4  are found in the geno/dosage file.
1784  markers in the range  5  are found in the geno/dosage file.
2156  markers in the range  6  are found in the geno/dosage file.
2627  markers in the range  7  are found in the geno/dosage file.
2632  markers in the range  8  are found in the geno/dosage file.
2931  markers in the range  9  are found in the geno/dosage file.
3109  markers in the range  10  are found in the geno/dosage file.
3224  markers in the range  11  are found in the geno/dosage file.
3270  markers in the range  12  are found in the geno/dosage file.
3312  markers in the range  13  are found in the geno/dosage file.
3350  markers in the range  14  are found in the geno/dosage file.
3433  markers in the range  15  are found in the geno/dosage file.
3880  markers in the range  16  are found in the geno/dosage file.
4200  markers in the range  17  are found in the geno/dosage file.
4194  markers in the range  18  are found in the geno/dosage file.
4151  markers in the range  19  are found in the geno/dosage file.
4151  markers in the range  20  are found in the geno/dosage file.
4147  markers in the range  21  are found in the geno/dosage file.
4128  markers in the range  22  are found in the geno/dosage file.
4112  markers in the range  23  are found in the geno/dosage file.
3865  markers in the range  24  are found in the geno/dosage file.
3498  markers in the range  25  are found in the geno/dosage file.
2883  markers in the range  26  are found in the geno/dosage file.
2677  markers in the range  27  are found in the geno/dosage file.
2638  markers in the range  28  are found in the geno/dosage file.
2593  markers in the range  29  are found in the geno/dosage file.
2437  markers in the range  30  are found in the geno/dosage file.
1734  markers in the range  31  are found in the geno/dosage file.
1532  markers in the range  32  are found in the geno/dosage file.
1501  markers in the range  33  are found in the geno/dosage file.
1484  markers in the range  34  are found in the geno/dosage file.
492  markers in the range  35  are found in the geno/dosage file.
395  markers in the range  36  are found in the geno/dosage file.
256  markers in the range  37  are found in the geno/dosage file.
33  markers in the range  38  are found in the geno/dosage file.
17  markers in the range  39  are found in the geno/dosage file.
0  markers in the range  40  are found in the geno/dosage file.
0  markers in the range  41  are found in the geno/dosage file.
0  markers in the range  42  are found in the geno/dosage file.
0  markers in the range  43  are found in the geno/dosage file.
0  markers in the range  44  are found in the geno/dosage file.
0  markers in the range  45  are found in the geno/dosage file.
0  markers in the range  46  are found in the geno/dosage file.
0  markers in the range  47  are found in the geno/dosage file.
0  markers in the range  48  are found in the geno/dosage file.
0  markers in the range  49  are found in the geno/dosage file.
0  markers in the range  50  are found in the geno/dosage file.
0  markers in the range  51  are found in the geno/dosage file.
0  markers in the range  52  are found in the geno/dosage file.
0  markers in the range  53  are found in the geno/dosage file.
0  markers in the range  54  are found in the geno/dosage file.
0  markers in the range  55  are found in the geno/dosage file.
0  markers in the range  56  are found in the geno/dosage file.
0  markers in the range  57  are found in the geno/dosage file.
0  markers in the range  58  are found in the geno/dosage file.
0  markers in the range  59  are found in the geno/dosage file.
0  markers in the range  60  are found in the geno/dosage file.
0  markers in the range  61  are found in the geno/dosage file.
0  markers in the range  62  are found in the geno/dosage file.
0  markers in the range  63  are found in the geno/dosage file.
0  markers in the range  64  are found in the geno/dosage file.
0  markers in the range  65  are found in the geno/dosage file.
0  markers in the range  66  are found in the geno/dosage file.
0  markers in the range  67  are found in the geno/dosage file.
0  markers in the range  68  are found in the geno/dosage file.
0  markers in the range  69  are found in the geno/dosage file.
0  markers in the range  70  are found in the geno/dosage file.
0  markers in the range  71  are found in the geno/dosage file.
0  markers in the range  72  are found in the geno/dosage file.
0  markers in the range  73  are found in the geno/dosage file.
0  markers in the range  74  are found in the geno/dosage file.
0  markers in the range  75  are found in the geno/dosage file.
0  markers in the range  76  are found in the geno/dosage file.
0  markers in the range  77  are found in the geno/dosage file.
0  markers in the range  78  are found in the geno/dosage file.
0  markers in the range  79  are found in the geno/dosage file.
0  markers in the range  80  are found in the geno/dosage file.
0  markers in the range  81  are found in the geno/dosage file.
0  markers in the range  82  are found in the geno/dosage file.
0  markers in the range  83  are found in the geno/dosage file.
0  markers in the range  84  are found in the geno/dosage file.
0  markers in the range  85  are found in the geno/dosage file.
0  markers in the range  86  are found in the geno/dosage file.
0  markers in the range  87  are found in the geno/dosage file.
0  markers in the range  88  are found in the geno/dosage file.
0  markers in the range  89  are found in the geno/dosage file.
0  markers in the range  90  are found in the geno/dosage file.
0  markers in the range  91  are found in the geno/dosage file.
0  markers in the range  92  are found in the geno/dosage file.
0  markers in the range  93  are found in the geno/dosage file.
0  markers in the range  94  are found in the geno/dosage file.
0  markers in the range  95  are found in the geno/dosage file.
0  markers in the range  96  are found in the geno/dosage file.
0  markers in the range  97  are found in the geno/dosage file.
0  markers in the range  98  are found in the geno/dosage file.
0  markers in the range  99  are found in the geno/dosage file.
0  markers in the range  100  are found in the geno/dosage file.
0  markers in the range  101  are found in the geno/dosage file.
0  markers in the range  102  are found in the geno/dosage file.
0  markers in the range  103  are found in the geno/dosage file.
0  markers in the range  104  are found in the geno/dosage file.
0  markers in the range  105  are found in the geno/dosage file.
0  markers in the range  106  are found in the geno/dosage file.
0  markers in the range  107  are found in the geno/dosage file.
0  markers in the range  108  are found in the geno/dosage file.
0  markers in the range  109  are found in the geno/dosage file.
0  markers in the range  110  are found in the geno/dosage file.
0  markers in the range  111  are found in the geno/dosage file.
0  markers in the range  112  are found in the geno/dosage file.
0  markers in the range  113  are found in the geno/dosage file.
0  markers in the range  114  are found in the geno/dosage file.
0  markers in the range  115  are found in the geno/dosage file.
0  markers in the range  116  are found in the geno/dosage file.
0  markers in the range  117  are found in the geno/dosage file.
0  markers in the range  118  are found in the geno/dosage file.
0  markers in the range  119  are found in the geno/dosage file.
0  markers in the range  120  are found in the geno/dosage file.
0  markers in the range  121  are found in the geno/dosage file.
0  markers in the range  122  are found in the geno/dosage file.
0  markers in the range  123  are found in the geno/dosage file.
0  markers in the range  124  are found in the geno/dosage file.
0  markers in the range  125  are found in the geno/dosage file.
0  markers in the range  126  are found in the geno/dosage file.
0  markers in the range  127  are found in the geno/dosage file.
0  markers in the range  128  are found in the geno/dosage file.
0  markers in the range  129  are found in the geno/dosage file.
0  markers in the range  130  are found in the geno/dosage file.
0  markers in the range  131  are found in the geno/dosage file.
0  markers in the range  132  are found in the geno/dosage file.
0  markers in the range  133  are found in the geno/dosage file.
0  markers in the range  134  are found in the geno/dosage file.
0  markers in the range  135  are found in the geno/dosage file.
0  markers in the range  136  are found in the geno/dosage file.
0  markers in the range  137  are found in the geno/dosage file.
0  markers in the range  138  are found in the geno/dosage file.
0  markers in the range  139  are found in the geno/dosage file.
0  markers in the range  140  are found in the geno/dosage file.
0  markers in the range  141  are found in the geno/dosage file.
0  markers in the range  142  are found in the geno/dosage file.
0  markers in the range  143  are found in the geno/dosage file.
0  markers in the range  144  are found in the geno/dosage file.
0  markers in the range  145  are found in the geno/dosage file.
0  markers in the range  146  are found in the geno/dosage file.
0  markers in the range  147  are found in the geno/dosage file.
0  markers in the range  148  are found in the geno/dosage file.
0  markers in the range  149  are found in the geno/dosage file.
0  markers in the range  150  are found in the geno/dosage file.
0  markers in the range  151  are found in the geno/dosage file.
0  markers in the range  152  are found in the geno/dosage file.
0  markers in the range  153  are found in the geno/dosage file.
0  markers in the range  154  are found in the geno/dosage file.
0  markers in the range  155  are found in the geno/dosage file.
0  markers in the range  156  are found in the geno/dosage file.
0  markers in the range  157  are found in the geno/dosage file.
0  markers in the range  158  are found in the geno/dosage file.
0  markers in the range  159  are found in the geno/dosage file.
0  markers in the range  160  are found in the geno/dosage file.
0  markers in the range  161  are found in the geno/dosage file.
0  markers in the range  162  are found in the geno/dosage file.
0  markers in the range  163  are found in the geno/dosage file.
0  markers in the range  164  are found in the geno/dosage file.
0  markers in the range  165  are found in the geno/dosage file.
0  markers in the range  166  are found in the geno/dosage file.
0  markers in the range  167  are found in the geno/dosage file.
0  markers in the range  168  are found in the geno/dosage file.
0  markers in the range  169  are found in the geno/dosage file.
0  markers in the range  170  are found in the geno/dosage file.
0  markers in the range  171  are found in the geno/dosage file.
0  markers in the range  172  are found in the geno/dosage file.
0  markers in the range  173  are found in the geno/dosage file.
0  markers in the range  174  are found in the geno/dosage file.
0  markers in the range  175  are found in the geno/dosage file.
0  markers in the range  176  are found in the geno/dosage file.
0  markers in the range  177  are found in the geno/dosage file.
0  markers in the range  178  are found in the geno/dosage file.
0  markers in the range  179  are found in the geno/dosage file.
0  markers in the range  180  are found in the geno/dosage file.
0  markers in the range  181  are found in the geno/dosage file.
0  markers in the range  182  are found in the geno/dosage file.
0  markers in the range  183  are found in the geno/dosage file.
0  markers in the range  184  are found in the geno/dosage file.
0  markers in the range  185  are found in the geno/dosage file.
0  markers in the range  186  are found in the geno/dosage file.
0  markers in the range  187  are found in the geno/dosage file.
0  markers in the range  188  are found in the geno/dosage file.
0  markers in the range  189  are found in the geno/dosage file.
0  markers in the range  190  are found in the geno/dosage file.
0  markers in the range  191  are found in the geno/dosage file.
0  markers in the range  192  are found in the geno/dosage file.
0  markers in the range  193  are found in the geno/dosage file.
0  markers in the range  194  are found in the geno/dosage file.
0  markers in the range  195  are found in the geno/dosage file.
0  markers in the range  196  are found in the geno/dosage file.
0  markers in the range  197  are found in the geno/dosage file.
0  markers in the range  198  are found in the geno/dosage file.
0  markers in the range  199  are found in the geno/dosage file.
0  markers in the range  200  are found in the geno/dosage file.
0  markers in the range  201  are found in the geno/dosage file.
0  markers in the range  202  are found in the geno/dosage file.
0  markers in the range  203  are found in the geno/dosage file.
0  markers in the range  204  are found in the geno/dosage file.
0  markers in the range  205  are found in the geno/dosage file.
0  markers in the range  206  are found in the geno/dosage file.
0  markers in the range  207  are found in the geno/dosage file.
0  markers in the range  208  are found in the geno/dosage file.
0  markers in the range  209  are found in the geno/dosage file.
0  markers in the range  210  are found in the geno/dosage file.
0  markers in the range  211  are found in the geno/dosage file.
0  markers in the range  212  are found in the geno/dosage file.
0  markers in the range  213  are found in the geno/dosage file.
0  markers in the range  214  are found in the geno/dosage file.
0  markers in the range  215  are found in the geno/dosage file.
0  markers in the range  216  are found in the geno/dosage file.
0  markers in the range  217  are found in the geno/dosage file.
0  markers in the range  218  are found in the geno/dosage file.
0  markers in the range  219  are found in the geno/dosage file.
0  markers in the range  220  are found in the geno/dosage file.
0  markers in the range  221  are found in the geno/dosage file.
0  markers in the range  222  are found in the geno/dosage file.
0  markers in the range  223  are found in the geno/dosage file.
0  markers in the range  224  are found in the geno/dosage file.
0  markers in the range  225  are found in the geno/dosage file.
0  markers in the range  226  are found in the geno/dosage file.
0  markers in the range  227  are found in the geno/dosage file.
0  markers in the range  228  are found in the geno/dosage file.
0  markers in the range  229  are found in the geno/dosage file.
0  markers in the range  230  are found in the geno/dosage file.
0  markers in the range  231  are found in the geno/dosage file.
0  markers in the range  232  are found in the geno/dosage file.
0  markers in the range  233  are found in the geno/dosage file.
0  markers in the range  234  are found in the geno/dosage file.
0  markers in the range  235  are found in the geno/dosage file.
0  markers in the range  236  are found in the geno/dosage file.
0  markers in the range  237  are found in the geno/dosage file.
0  markers in the range  238  are found in the geno/dosage file.
0  markers in the range  239  are found in the geno/dosage file.
0  markers in the range  240  are found in the geno/dosage file.
0  markers in the range  241  are found in the geno/dosage file.
0  markers in the range  242  are found in the geno/dosage file.
0  markers in the range  243  are found in the geno/dosage file.
0  markers in the range  244  are found in the geno/dosage file.
0  markers in the range  245  are found in the geno/dosage file.
0  markers in the range  246  are found in the geno/dosage file.
0  markers in the range  247  are found in the geno/dosage file.
0  markers in the range  248  are found in the geno/dosage file.
0  markers in the range  249  are found in the geno/dosage file.
0  markers in the range  250  are found in the geno/dosage file.
0  markers in the range  251  are found in the geno/dosage file.
0  markers in the range  252  are found in the geno/dosage file.
0  markers in the range  253  are found in the geno/dosage file.
0  markers in the range  254  are found in the geno/dosage file.
0  markers in the range  255  are found in the geno/dosage file.
0  markers in the range  256  are found in the geno/dosage file.
0  markers in the range  257  are found in the geno/dosage file.
0  markers in the range  258  are found in the geno/dosage file.
0  markers in the range  259  are found in the geno/dosage file.
0  markers in the range  260  are found in the geno/dosage file.
0  markers in the range  261  are found in the geno/dosage file.
0  markers in the range  262  are found in the geno/dosage file.
0  markers in the range  263  are found in the geno/dosage file.
0  markers in the range  264  are found in the geno/dosage file.
0  markers in the range  265  are found in the geno/dosage file.
0  markers in the range  266  are found in the geno/dosage file.
0  markers in the range  267  are found in the geno/dosage file.
0  markers in the range  268  are found in the geno/dosage file.
0  markers in the range  269  are found in the geno/dosage file.
0  markers in the range  270  are found in the geno/dosage file.
0  markers in the range  271  are found in the geno/dosage file.
0  markers in the range  272  are found in the geno/dosage file.
0  markers in the range  273  are found in the geno/dosage file.
0  markers in the range  274  are found in the geno/dosage file.
0  markers in the range  275  are found in the geno/dosage file.
0  markers in the range  276  are found in the geno/dosage file.
0  markers in the range  277  are found in the geno/dosage file.
0  markers in the range  278  are found in the geno/dosage file.
0  markers in the range  279  are found in the geno/dosage file.
0  markers in the range  280  are found in the geno/dosage file.
0  markers in the range  281  are found in the geno/dosage file.
0  markers in the range  282  are found in the geno/dosage file.
0  markers in the range  283  are found in the geno/dosage file.
0  markers in the range  284  are found in the geno/dosage file.
0  markers in the range  285  are found in the geno/dosage file.
0  markers in the range  286  are found in the geno/dosage file.
0  markers in the range  287  are found in the geno/dosage file.
0  markers in the range  288  are found in the geno/dosage file.
0  markers in the range  289  are found in the geno/dosage file.
0  markers in the range  290  are found in the geno/dosage file.
0  markers in the range  291  are found in the geno/dosage file.
0  markers in the range  292  are found in the geno/dosage file.
0  markers in the range  293  are found in the geno/dosage file.
0  markers in the range  294  are found in the geno/dosage file.
0  markers in the range  295  are found in the geno/dosage file.
0  markers in the range  296  are found in the geno/dosage file.
0  markers in the range  297  are found in the geno/dosage file.
0  markers in the range  298  are found in the geno/dosage file.
0  markers in the range  299  are found in the geno/dosage file.
0  markers in the range  300  are found in the geno/dosage file.
0  markers in the range  301  are found in the geno/dosage file.
0  markers in the range  302  are found in the geno/dosage file.
0  markers in the range  303  are found in the geno/dosage file.
0  markers in the range  304  are found in the geno/dosage file.
0  markers in the range  305  are found in the geno/dosage file.
0  markers in the range  306  are found in the geno/dosage file.
0  markers in the range  307  are found in the geno/dosage file.
0  markers in the range  308  are found in the geno/dosage file.
0  markers in the range  309  are found in the geno/dosage file.
0  markers in the range  310  are found in the geno/dosage file.
0  markers in the range  311  are found in the geno/dosage file.
0  markers in the range  312  are found in the geno/dosage file.
0  markers in the range  313  are found in the geno/dosage file.
0  markers in the range  314  are found in the geno/dosage file.
0  markers in the range  315  are found in the geno/dosage file.
0  markers in the range  316  are found in the geno/dosage file.
0  markers in the range  317  are found in the geno/dosage file.
0  markers in the range  318  are found in the geno/dosage file.
0  markers in the range  319  are found in the geno/dosage file.
0  markers in the range  320  are found in the geno/dosage file.
0  markers in the range  321  are found in the geno/dosage file.
0  markers in the range  322  are found in the geno/dosage file.
0  markers in the range  323  are found in the geno/dosage file.
0  markers in the range  324  are found in the geno/dosage file.
0  markers in the range  325  are found in the geno/dosage file.
0  markers in the range  326  are found in the geno/dosage file.
0  markers in the range  327  are found in the geno/dosage file.
0  markers in the range  328  are found in the geno/dosage file.
0  markers in the range  329  are found in the geno/dosage file.
0  markers in the range  330  are found in the geno/dosage file.
0  markers in the range  331  are found in the geno/dosage file.
0  markers in the range  332  are found in the geno/dosage file.
0  markers in the range  333  are found in the geno/dosage file.
0  markers in the range  334  are found in the geno/dosage file.
0  markers in the range  335  are found in the geno/dosage file.
0  markers in the range  336  are found in the geno/dosage file.
0  markers in the range  337  are found in the geno/dosage file.
0  markers in the range  338  are found in the geno/dosage file.
0  markers in the range  339  are found in the geno/dosage file.
0  markers in the range  340  are found in the geno/dosage file.
0  markers in the range  341  are found in the geno/dosage file.
0  markers in the range  342  are found in the geno/dosage file.
0  markers in the range  343  are found in the geno/dosage file.
0  markers in the range  344  are found in the geno/dosage file.
0  markers in the range  345  are found in the geno/dosage file.
0  markers in the range  346  are found in the geno/dosage file.
0  markers in the range  347  are found in the geno/dosage file.
0  markers in the range  348  are found in the geno/dosage file.
0  markers in the range  349  are found in the geno/dosage file.
0  markers in the range  350  are found in the geno/dosage file.
0  markers in the range  351  are found in the geno/dosage file.
0  markers in the range  352  are found in the geno/dosage file.
0  markers in the range  353  are found in the geno/dosage file.
0  markers in the range  354  are found in the geno/dosage file.
0  markers in the range  355  are found in the geno/dosage file.
0  markers in the range  356  are found in the geno/dosage file.
0  markers in the range  357  are found in the geno/dosage file.
0  markers in the range  358  are found in the geno/dosage file.
0  markers in the range  359  are found in the geno/dosage file.
0  markers in the range  360  are found in the geno/dosage file.
0  markers in the range  361  are found in the geno/dosage file.
0  markers in the range  362  are found in the geno/dosage file.
0  markers in the range  363  are found in the geno/dosage file.
0  markers in the range  364  are found in the geno/dosage file.
0  markers in the range  365  are found in the geno/dosage file.
0  markers in the range  366  are found in the geno/dosage file.
0  markers in the range  367  are found in the geno/dosage file.
0  markers in the range  368  are found in the geno/dosage file.
0  markers in the range  369  are found in the geno/dosage file.
0  markers in the range  370  are found in the geno/dosage file.
0  markers in the range  371  are found in the geno/dosage file.
0  markers in the range  372  are found in the geno/dosage file.
0  markers in the range  373  are found in the geno/dosage file.
0  markers in the range  374  are found in the geno/dosage file.
0  markers in the range  375  are found in the geno/dosage file.
0  markers in the range  376  are found in the geno/dosage file.
0  markers in the range  377  are found in the geno/dosage file.
0  markers in the range  378  are found in the geno/dosage file.
0  markers in the range  379  are found in the geno/dosage file.
0  markers in the range  380  are found in the geno/dosage file.
0  markers in the range  381  are found in the geno/dosage file.
0  markers in the range  382  are found in the geno/dosage file.
0  markers in the range  383  are found in the geno/dosage file.
0  markers in the range  384  are found in the geno/dosage file.
0  markers in the range  385  are found in the geno/dosage file.
0  markers in the range  386  are found in the geno/dosage file.
0  markers in the range  387  are found in the geno/dosage file.
0  markers in the range  388  are found in the geno/dosage file.
0  markers in the range  389  are found in the geno/dosage file.
0  markers in the range  390  are found in the geno/dosage file.
0  markers in the range  391  are found in the geno/dosage file.
0  markers in the range  392  are found in the geno/dosage file.
0  markers in the range  393  are found in the geno/dosage file.
0  markers in the range  394  are found in the geno/dosage file.
0  markers in the range  395  are found in the geno/dosage file.
0  markers in the range  396  are found in the geno/dosage file.
0  markers in the range  397  are found in the geno/dosage file.
0  markers in the range  398  are found in the geno/dosage file.
0  markers in the range  399  are found in the geno/dosage file.
0  markers in the range  400  are found in the geno/dosage file.
0  markers in the range  401  are found in the geno/dosage file.
0  markers in the range  402  are found in the geno/dosage file.
0  markers in the range  403  are found in the geno/dosage file.
0  markers in the range  404  are found in the geno/dosage file.
0  markers in the range  405  are found in the geno/dosage file.
0  markers in the range  406  are found in the geno/dosage file.
0  markers in the range  407  are found in the geno/dosage file.
0  markers in the range  408  are found in the geno/dosage file.
0  markers in the range  409  are found in the geno/dosage file.
0  markers in the range  410  are found in the geno/dosage file.
0  markers in the range  411  are found in the geno/dosage file.
0  markers in the range  412  are found in the geno/dosage file.
0  markers in the range  413  are found in the geno/dosage file.
0  markers in the range  414  are found in the geno/dosage file.
0  markers in the range  415  are found in the geno/dosage file.
0  markers in the range  416  are found in the geno/dosage file.
0  markers in the range  417  are found in the geno/dosage file.
0  markers in the range  418  are found in the geno/dosage file.
0  markers in the range  419  are found in the geno/dosage file.
0  markers in the range  420  are found in the geno/dosage file.
0  markers in the range  421  are found in the geno/dosage file.
0  markers in the range  422  are found in the geno/dosage file.
0  markers in the range  423  are found in the geno/dosage file.
0  markers in the range  424  are found in the geno/dosage file.
0  markers in the range  425  are found in the geno/dosage file.
0  markers in the range  426  are found in the geno/dosage file.
0  markers in the range  427  are found in the geno/dosage file.
0  markers in the range  428  are found in the geno/dosage file.
0  markers in the range  429  are found in the geno/dosage file.
0  markers in the range  430  are found in the geno/dosage file.
0  markers in the range  431  are found in the geno/dosage file.
0  markers in the range  432  are found in the geno/dosage file.
0  markers in the range  433  are found in the geno/dosage file.
0  markers in the range  434  are found in the geno/dosage file.
0  markers in the range  435  are found in the geno/dosage file.
0  markers in the range  436  are found in the geno/dosage file.
0  markers in the range  437  are found in the geno/dosage file.
0  markers in the range  438  are found in the geno/dosage file.
0  markers in the range  439  are found in the geno/dosage file.
0  markers in the range  440  are found in the geno/dosage file.
0  markers in the range  441  are found in the geno/dosage file.
0  markers in the range  442  are found in the geno/dosage file.
0  markers in the range  443  are found in the geno/dosage file.
0  markers in the range  444  are found in the geno/dosage file.
0  markers in the range  445  are found in the geno/dosage file.
0  markers in the range  446  are found in the geno/dosage file.
0  markers in the range  447  are found in the geno/dosage file.
0  markers in the range  448  are found in the geno/dosage file.
0  markers in the range  449  are found in the geno/dosage file.
0  markers in the range  450  are found in the geno/dosage file.
0  markers in the range  451  are found in the geno/dosage file.
0  markers in the range  452  are found in the geno/dosage file.
0  markers in the range  453  are found in the geno/dosage file.
0  markers in the range  454  are found in the geno/dosage file.
0  markers in the range  455  are found in the geno/dosage file.
0  markers in the range  456  are found in the geno/dosage file.
0  markers in the range  457  are found in the geno/dosage file.
0  markers in the range  458  are found in the geno/dosage file.
0  markers in the range  459  are found in the geno/dosage file.
0  markers in the range  460  are found in the geno/dosage file.
0  markers in the range  461  are found in the geno/dosage file.
0  markers in the range  462  are found in the geno/dosage file.
0  markers in the range  463  are found in the geno/dosage file.
0  markers in the range  464  are found in the geno/dosage file.
0  markers in the range  465  are found in the geno/dosage file.
0  markers in the range  466  are found in the geno/dosage file.
0  markers in the range  467  are found in the geno/dosage file.
0  markers in the range  468  are found in the geno/dosage file.
0  markers in the range  469  are found in the geno/dosage file.
0  markers in the range  470  are found in the geno/dosage file.
0  markers in the range  471  are found in the geno/dosage file.
0  markers in the range  472  are found in the geno/dosage file.
0  markers in the range  473  are found in the geno/dosage file.
0  markers in the range  474  are found in the geno/dosage file.
0  markers in the range  475  are found in the geno/dosage file.
0  markers in the range  476  are found in the geno/dosage file.
0  markers in the range  477  are found in the geno/dosage file.
0  markers in the range  478  are found in the geno/dosage file.
0  markers in the range  479  are found in the geno/dosage file.
0  markers in the range  480  are found in the geno/dosage file.
0  markers in the range  481  are found in the geno/dosage file.
0  markers in the range  482  are found in the geno/dosage file.
0  markers in the range  483  are found in the geno/dosage file.
0  markers in the range  484  are found in the geno/dosage file.
0  markers in the range  485  are found in the geno/dosage file.
0  markers in the range  486  are found in the geno/dosage file.
0  markers in the range  487  are found in the geno/dosage file.
0  markers in the range  488  are found in the geno/dosage file.
0  markers in the range  489  are found in the geno/dosage file.
0  markers in the range  490  are found in the geno/dosage file.
0  markers in the range  491  are found in the geno/dosage file.
0  markers in the range  492  are found in the geno/dosage file.
0  markers in the range  493  are found in the geno/dosage file.
0  markers in the range  494  are found in the geno/dosage file.
0  markers in the range  495  are found in the geno/dosage file.
0  markers in the range  496  are found in the geno/dosage file.
0  markers in the range  497  are found in the geno/dosage file.
0  markers in the range  498  are found in the geno/dosage file.
0  markers in the range  499  are found in the geno/dosage file.
0  markers in the range  500  are found in the geno/dosage file.
0  markers in the range  501  are found in the geno/dosage file.
0  markers in the range  502  are found in the geno/dosage file.
0  markers in the range  503  are found in the geno/dosage file.
0  markers in the range  504  are found in the geno/dosage file.
0  markers in the range  505  are found in the geno/dosage file.
0  markers in the range  506  are found in the geno/dosage file.
0  markers in the range  507  are found in the geno/dosage file.
0  markers in the range  508  are found in the geno/dosage file.
0  markers in the range  509  are found in the geno/dosage file.
0  markers in the range  510  are found in the geno/dosage file.
0  markers in the range  511  are found in the geno/dosage file.
0  markers in the range  512  are found in the geno/dosage file.
0  markers in the range  513  are found in the geno/dosage file.
0  markers in the range  514  are found in the geno/dosage file.
0  markers in the range  515  are found in the geno/dosage file.
0  markers in the range  516  are found in the geno/dosage file.
0  markers in the range  517  are found in the geno/dosage file.
0  markers in the range  518  are found in the geno/dosage file.
0  markers in the range  519  are found in the geno/dosage file.
0  markers in the range  520  are found in the geno/dosage file.
0  markers in the range  521  are found in the geno/dosage file.
0  markers in the range  522  are found in the geno/dosage file.
0  markers in the range  523  are found in the geno/dosage file.
0  markers in the range  524  are found in the geno/dosage file.
0  markers in the range  525  are found in the geno/dosage file.
0  markers in the range  526  are found in the geno/dosage file.
0  markers in the range  527  are found in the geno/dosage file.
0  markers in the range  528  are found in the geno/dosage file.
0  markers in the range  529  are found in the geno/dosage file.
0  markers in the range  530  are found in the geno/dosage file.
0  markers in the range  531  are found in the geno/dosage file.
0  markers in the range  532  are found in the geno/dosage file.
0  markers in the range  533  are found in the geno/dosage file.
0  markers in the range  534  are found in the geno/dosage file.
0  markers in the range  535  are found in the geno/dosage file.
0  markers in the range  536  are found in the geno/dosage file.
0  markers in the range  537  are found in the geno/dosage file.
0  markers in the range  538  are found in the geno/dosage file.
0  markers in the range  539  are found in the geno/dosage file.
0  markers in the range  540  are found in the geno/dosage file.
0  markers in the range  541  are found in the geno/dosage file.
0  markers in the range  542  are found in the geno/dosage file.
0  markers in the range  543  are found in the geno/dosage file.
0  markers in the range  544  are found in the geno/dosage file.
0  markers in the range  545  are found in the geno/dosage file.
0  markers in the range  546  are found in the geno/dosage file.
0  markers in the range  547  are found in the geno/dosage file.
0  markers in the range  548  are found in the geno/dosage file.
0  markers in the range  549  are found in the geno/dosage file.
0  markers in the range  550  are found in the geno/dosage file.
0  markers in the range  551  are found in the geno/dosage file.
0  markers in the range  552  are found in the geno/dosage file.
0  markers in the range  553  are found in the geno/dosage file.
0  markers in the range  554  are found in the geno/dosage file.
0  markers in the range  555  are found in the geno/dosage file.
0  markers in the range  556  are found in the geno/dosage file.
0  markers in the range  557  are found in the geno/dosage file.
0  markers in the range  558  are found in the geno/dosage file.
0  markers in the range  559  are found in the geno/dosage file.
0  markers in the range  560  are found in the geno/dosage file.
0  markers in the range  561  are found in the geno/dosage file.
0  markers in the range  562  are found in the geno/dosage file.
0  markers in the range  563  are found in the geno/dosage file.
0  markers in the range  564  are found in the geno/dosage file.
0  markers in the range  565  are found in the geno/dosage file.
0  markers in the range  566  are found in the geno/dosage file.
0  markers in the range  567  are found in the geno/dosage file.
0  markers in the range  568  are found in the geno/dosage file.
0  markers in the range  569  are found in the geno/dosage file.
0  markers in the range  570  are found in the geno/dosage file.
0  markers in the range  571  are found in the geno/dosage file.
0  markers in the range  572  are found in the geno/dosage file.
0  markers in the range  573  are found in the geno/dosage file.
0  markers in the range  574  are found in the geno/dosage file.
0  markers in the range  575  are found in the geno/dosage file.
0  markers in the range  576  are found in the geno/dosage file.
0  markers in the range  577  are found in the geno/dosage file.
0  markers in the range  578  are found in the geno/dosage file.
0  markers in the range  579  are found in the geno/dosage file.
0  markers in the range  580  are found in the geno/dosage file.
0  markers in the range  581  are found in the geno/dosage file.
0  markers in the range  582  are found in the geno/dosage file.
0  markers in the range  583  are found in the geno/dosage file.
0  markers in the range  584  are found in the geno/dosage file.
0  markers in the range  585  are found in the geno/dosage file.
0  markers in the range  586  are found in the geno/dosage file.
0  markers in the range  587  are found in the geno/dosage file.
0  markers in the range  588  are found in the geno/dosage file.
0  markers in the range  589  are found in the geno/dosage file.
0  markers in the range  590  are found in the geno/dosage file.
0  markers in the range  591  are found in the geno/dosage file.
0  markers in the range  592  are found in the geno/dosage file.
0  markers in the range  593  are found in the geno/dosage file.
0  markers in the range  594  are found in the geno/dosage file.
0  markers in the range  595  are found in the geno/dosage file.
0  markers in the range  596  are found in the geno/dosage file.
0  markers in the range  597  are found in the geno/dosage file.
0  markers in the range  598  are found in the geno/dosage file.
0  markers in the range  599  are found in the geno/dosage file.
0  markers in the range  600  are found in the geno/dosage file.
0  markers in the range  601  are found in the geno/dosage file.
0  markers in the range  602  are found in the geno/dosage file.
0  markers in the range  603  are found in the geno/dosage file.
0  markers in the range  604  are found in the geno/dosage file.
0  markers in the range  605  are found in the geno/dosage file.
0  markers in the range  606  are found in the geno/dosage file.
0  markers in the range  607  are found in the geno/dosage file.
0  markers in the range  608  are found in the geno/dosage file.
0  markers in the range  609  are found in the geno/dosage file.
0  markers in the range  610  are found in the geno/dosage file.
0  markers in the range  611  are found in the geno/dosage file.
0  markers in the range  612  are found in the geno/dosage file.
0  markers in the range  613  are found in the geno/dosage file.
0  markers in the range  614  are found in the geno/dosage file.
0  markers in the range  615  are found in the geno/dosage file.
0  markers in the range  616  are found in the geno/dosage file.
0  markers in the range  617  are found in the geno/dosage file.
0  markers in the range  618  are found in the geno/dosage file.
0  markers in the range  619  are found in the geno/dosage file.
0  markers in the range  620  are found in the geno/dosage file.
0  markers in the range  621  are found in the geno/dosage file.
0  markers in the range  622  are found in the geno/dosage file.
0  markers in the range  623  are found in the geno/dosage file.
0  markers in the range  624  are found in the geno/dosage file.
0  markers in the range  625  are found in the geno/dosage file.
0  markers in the range  626  are found in the geno/dosage file.
0  markers in the range  627  are found in the geno/dosage file.
0  markers in the range  628  are found in the geno/dosage file.
0  markers in the range  629  are found in the geno/dosage file.
0  markers in the range  630  are found in the geno/dosage file.
0  markers in the range  631  are found in the geno/dosage file.
0  markers in the range  632  are found in the geno/dosage file.
0  markers in the range  633  are found in the geno/dosage file.
0  markers in the range  634  are found in the geno/dosage file.
0  markers in the range  635  are found in the geno/dosage file.
0  markers in the range  636  are found in the geno/dosage file.
0  markers in the range  637  are found in the geno/dosage file.
0  markers in the range  638  are found in the geno/dosage file.
0  markers in the range  639  are found in the geno/dosage file.
0  markers in the range  640  are found in the geno/dosage file.
0  markers in the range  641  are found in the geno/dosage file.
0  markers in the range  642  are found in the geno/dosage file.
0  markers in the range  643  are found in the geno/dosage file.
0  markers in the range  644  are found in the geno/dosage file.
0  markers in the range  645  are found in the geno/dosage file.
0  markers in the range  646  are found in the geno/dosage file.
0  markers in the range  647  are found in the geno/dosage file.
0  markers in the range  648  are found in the geno/dosage file.
0  markers in the range  649  are found in the geno/dosage file.
0  markers in the range  650  are found in the geno/dosage file.
0  markers in the range  651  are found in the geno/dosage file.
0  markers in the range  652  are found in the geno/dosage file.
0  markers in the range  653  are found in the geno/dosage file.
0  markers in the range  654  are found in the geno/dosage file.
0  markers in the range  655  are found in the geno/dosage file.
0  markers in the range  656  are found in the geno/dosage file.
0  markers in the range  657  are found in the geno/dosage file.
0  markers in the range  658  are found in the geno/dosage file.
0  markers in the range  659  are found in the geno/dosage file.
0  markers in the range  660  are found in the geno/dosage file.
0  markers in the range  661  are found in the geno/dosage file.
0  markers in the range  662  are found in the geno/dosage file.
0  markers in the range  663  are found in the geno/dosage file.
0  markers in the range  664  are found in the geno/dosage file.
0  markers in the range  665  are found in the geno/dosage file.
0  markers in the range  666  are found in the geno/dosage file.
0  markers in the range  667  are found in the geno/dosage file.
0  markers in the range  668  are found in the geno/dosage file.
0  markers in the range  669  are found in the geno/dosage file.
0  markers in the range  670  are found in the geno/dosage file.
0  markers in the range  671  are found in the geno/dosage file.
0  markers in the range  672  are found in the geno/dosage file.
0  markers in the range  673  are found in the geno/dosage file.
0  markers in the range  674  are found in the geno/dosage file.
0  markers in the range  675  are found in the geno/dosage file.
0  markers in the range  676  are found in the geno/dosage file.
0  markers in the range  677  are found in the geno/dosage file.
0  markers in the range  678  are found in the geno/dosage file.
0  markers in the range  679  are found in the geno/dosage file.
0  markers in the range  680  are found in the geno/dosage file.
0  markers in the range  681  are found in the geno/dosage file.
0  markers in the range  682  are found in the geno/dosage file.
0  markers in the range  683  are found in the geno/dosage file.
0  markers in the range  684  are found in the geno/dosage file.
0  markers in the range  685  are found in the geno/dosage file.
0  markers in the range  686  are found in the geno/dosage file.
0  markers in the range  687  are found in the geno/dosage file.
0  markers in the range  688  are found in the geno/dosage file.
0  markers in the range  689  are found in the geno/dosage file.
0  markers in the range  690  are found in the geno/dosage file.
0  markers in the range  691  are found in the geno/dosage file.
0  markers in the range  692  are found in the geno/dosage file.
0  markers in the range  693  are found in the geno/dosage file.
0  markers in the range  694  are found in the geno/dosage file.
0  markers in the range  695  are found in the geno/dosage file.
0  markers in the range  696  are found in the geno/dosage file.
0  markers in the range  697  are found in the geno/dosage file.
0  markers in the range  698  are found in the geno/dosage file.
0  markers in the range  699  are found in the geno/dosage file.
0  markers in the range  700  are found in the geno/dosage file.
0  markers in the range  701  are found in the geno/dosage file.
0  markers in the range  702  are found in the geno/dosage file.
0  markers in the range  703  are found in the geno/dosage file.
0  markers in the range  704  are found in the geno/dosage file.
0  markers in the range  705  are found in the geno/dosage file.
0  markers in the range  706  are found in the geno/dosage file.
0  markers in the range  707  are found in the geno/dosage file.
0  markers in the range  708  are found in the geno/dosage file.
0  markers in the range  709  are found in the geno/dosage file.
0  markers in the range  710  are found in the geno/dosage file.
0  markers in the range  711  are found in the geno/dosage file.
0  markers in the range  712  are found in the geno/dosage file.
0  markers in the range  713  are found in the geno/dosage file.
0  markers in the range  714  are found in the geno/dosage file.
0  markers in the range  715  are found in the geno/dosage file.
0  markers in the range  716  are found in the geno/dosage file.
0  markers in the range  717  are found in the geno/dosage file.
0  markers in the range  718  are found in the geno/dosage file.
0  markers in the range  719  are found in the geno/dosage file.
0  markers in the range  720  are found in the geno/dosage file.
0  markers in the range  721  are found in the geno/dosage file.
0  markers in the range  722  are found in the geno/dosage file.
0  markers in the range  723  are found in the geno/dosage file.
0  markers in the range  724  are found in the geno/dosage file.
0  markers in the range  725  are found in the geno/dosage file.
0  markers in the range  726  are found in the geno/dosage file.
0  markers in the range  727  are found in the geno/dosage file.
0  markers in the range  728  are found in the geno/dosage file.
0  markers in the range  729  are found in the geno/dosage file.
0  markers in the range  730  are found in the geno/dosage file.
0  markers in the range  731  are found in the geno/dosage file.
0  markers in the range  732  are found in the geno/dosage file.
0  markers in the range  733  are found in the geno/dosage file.
0  markers in the range  734  are found in the geno/dosage file.
0  markers in the range  735  are found in the geno/dosage file.
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0  markers in the range  737  are found in the geno/dosage file.
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0  markers in the range  739  are found in the geno/dosage file.
0  markers in the range  740  are found in the geno/dosage file.
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0  markers in the range  742  are found in the geno/dosage file.
0  markers in the range  743  are found in the geno/dosage file.
0  markers in the range  744  are found in the geno/dosage file.
0  markers in the range  745  are found in the geno/dosage file.
0  markers in the range  746  are found in the geno/dosage file.
0  markers in the range  747  are found in the geno/dosage file.
0  markers in the range  748  are found in the geno/dosage file.
0  markers in the range  749  are found in the geno/dosage file.
0  markers in the range  750  are found in the geno/dosage file.
0  markers in the range  751  are found in the geno/dosage file.
0  markers in the range  752  are found in the geno/dosage file.
0  markers in the range  753  are found in the geno/dosage file.
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0  markers in the range  756  are found in the geno/dosage file.
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0  markers in the range  824  are found in the geno/dosage file.
0  markers in the range  825  are found in the geno/dosage file.
0  markers in the range  826  are found in the geno/dosage file.
0  markers in the range  827  are found in the geno/dosage file.
0  markers in the range  828  are found in the geno/dosage file.
0  markers in the range  829  are found in the geno/dosage file.
0  markers in the range  830  are found in the geno/dosage file.
0  markers in the range  831  are found in the geno/dosage file.
0  markers in the range  832  are found in the geno/dosage file.
0  markers in the range  833  are found in the geno/dosage file.
0  markers in the range  834  are found in the geno/dosage file.
0  markers in the range  835  are found in the geno/dosage file.
0  markers in the range  836  are found in the geno/dosage file.
0  markers in the range  837  are found in the geno/dosage file.
0  markers in the range  838  are found in the geno/dosage file.
0  markers in the range  839  are found in the geno/dosage file.
0  markers in the range  840  are found in the geno/dosage file.
0  markers in the range  841  are found in the geno/dosage file.
0  markers in the range  842  are found in the geno/dosage file.
0  markers in the range  843  are found in the geno/dosage file.
0  markers in the range  844  are found in the geno/dosage file.
0  markers in the range  845  are found in the geno/dosage file.
0  markers in the range  846  are found in the geno/dosage file.
0  markers in the range  847  are found in the geno/dosage file.
0  markers in the range  848  are found in the geno/dosage file.
0  markers in the range  849  are found in the geno/dosage file.
0  markers in the range  850  are found in the geno/dosage file.
0  markers in the range  851  are found in the geno/dosage file.
0  markers in the range  852  are found in the geno/dosage file.
0  markers in the range  853  are found in the geno/dosage file.
0  markers in the range  854  are found in the geno/dosage file.
0  markers in the range  855  are found in the geno/dosage file.
0  markers in the range  856  are found in the geno/dosage file.
0  markers in the range  857  are found in the geno/dosage file.
0  markers in the range  858  are found in the geno/dosage file.
0  markers in the range  859  are found in the geno/dosage file.
0  markers in the range  860  are found in the geno/dosage file.
0  markers in the range  861  are found in the geno/dosage file.
0  markers in the range  862  are found in the geno/dosage file.
0  markers in the range  863  are found in the geno/dosage file.
0  markers in the range  864  are found in the geno/dosage file.
0  markers in the range  865  are found in the geno/dosage file.
0  markers in the range  866  are found in the geno/dosage file.
0  markers in the range  867  are found in the geno/dosage file.
0  markers in the range  868  are found in the geno/dosage file.
0  markers in the range  869  are found in the geno/dosage file.
0  markers in the range  870  are found in the geno/dosage file.
0  markers in the range  871  are found in the geno/dosage file.
[1] 100 100
isSparseGRM 2  TRUE 
pval_cutoff_for_gxe  0.001 
traitType  count 
Number of phenotypes to test:	 1 
Number of all markers to test:	 4277 
Number of markers in each chunk:	 10000 
Number of chunks for all markers:	 1 
(2026-01-09 00:40:40.59832) ---- Analyzing Chunk 1/1: chrom InitialChunk ---- 
2433 markers were tested.
write to output
   user  system elapsed 
 13.514   1.941  15.327 
[1] "Analysis done! The results have been saved to 'gene1_step1_results.txt'."

[2026-01-09 01:40:40,850] WARNING:cellink.tl._runner: WARNING: The requested image's platform (linux/amd64) does not match the detected host platform (linux/arm64/v8) and no specific platform was requested
Loading required package: RhpcBLASctl
Warning: Your system is mis-configured: ‘/var/db/timezone/localtime’ is not a symlink
Warning: ‘/var/db/timezone/localtime’ is not identical to any known timezone file
Loading required package: furrr
Loading required package: future
CHR POS MarkerID Allele1 Allele2 AC_Allele2 AF_Allele2 MissingRate BETA SE Tstat var p.value p.value.NA Is.SPA N
0 22 16569715 22_16569715_G_A A G 106 0.530 0 9.658680e-16 54135.1 3.295800e-25 3.412270e-10 1 1 False 100
1 22 16569887 22_16569887_T_A A T 133 0.665 0 7.073560e-16 61436.3 1.874080e-25 2.649420e-10 1 1 False 100
2 22 16570090 22_16570090_ACATT_A A ACATT 151 0.755 0 5.051070e-16 69893.4 1.033980e-25 2.047040e-10 1 1 False 100
3 22 16570885 22_16570885_T_G G T 141 0.705 0 1.208410e-15 63757.8 2.972680e-25 2.459990e-10 1 1 False 100
4 22 16571233 22_16571233_G_A A G 101 0.505 0 5.824050e-16 56733.4 1.809460e-25 3.106870e-10 1 1 False 100

Step 3 Only: Gene-Level P-values#

# Run only Step 3 (requires Step 2 results)
step3_results = run_saigeqtl(
    dd,
    gene_col="ENSG00000273362",
    prefix="gene1_step1",  # Same prefix
    steps=[3],  # Only Step 3
    gene_name="MYC",  # Optional gene name for output
    run=True,
)

print(step3_results)
[2026-01-09 01:40:40,873] INFO:cellink.tl.external._saigeqtl: Running Step 3: Gene-level p-values
[2026-01-09 01:40:40,875] INFO:cellink.tl._runner: Executing: docker run --rm -v /Users/larnoldt/sc-genetics/docs/tutorials:/data -v /Users/larnoldt/cellink_data:/cellink_data -w /data wzhou88/saigeqtl /app/.pixi/envs/default/bin/Rscript /app/extdata/step3_gene_pvalue_qtl.R --assocFile=gene1_step1_results.txt --genePval_outputFile=gene1_step1_gene_pvalue.txt --geneName=MYC
[2026-01-09 01:40:55,516] INFO:cellink.tl._runner: R version 4.4.3 (2025-02-28)
Platform: x86_64-conda-linux-gnu
Running under: Ubuntu 20.04.4 LTS

Matrix products: default
BLAS/LAPACK: /app/.pixi/envs/default/lib/libopenblasp-r0.3.30.so;  LAPACK version 3.12.0

locale:
 [1] LC_CTYPE=C.UTF-8       LC_NUMERIC=C           LC_TIME=C.UTF-8       
 [4] LC_COLLATE=C.UTF-8     LC_MONETARY=C.UTF-8    LC_MESSAGES=C.UTF-8   
 [7] LC_PAPER=C.UTF-8       LC_NAME=C              LC_ADDRESS=C          
[10] LC_TELEPHONE=C         LC_MEASUREMENT=C.UTF-8 LC_IDENTIFICATION=C   

time zone: NA
tzcode source: system (glibc)

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] data.table_1.17.6   optparse_1.7.5      RhpcBLASctl_0.23-42
[4] SAIGEQTL_0.3.2     

loaded via a namespace (and not attached):
[1] compiler_4.4.3      Matrix_1.7-3        Rcpp_1.1.0         
[4] getopt_1.20.4       RcppNumerical_0.6-0 grid_4.4.3         
[7] RcppParallel_5.1.9  lattice_0.22-7     
$assocFile
[1] "gene1_step1_results.txt"

$weightFile
[1] ""

$geneName
[1] "MYC"

$genePval_outputFile
[1] "gene1_step1_gene_pvalue.txt"

$help
[1] FALSE

              MarkerID p.value
                <char>   <int>
1:     22_16569715_G_A       1
2:     22_16569887_T_A       1
3: 22_16570090_ACATT_A       1
4:     22_16570885_T_G       1
5:     22_16571233_G_A       1
6:     22_16573830_T_C       1
top_MarkerID  22_16569715_G_A 
top_pval  1 

[2026-01-09 01:40:55,517] WARNING:cellink.tl._runner: WARNING: The requested image's platform (linux/amd64) does not match the detected host platform (linux/arm64/v8) and no specific platform was requested
Loading required package: RhpcBLASctl
Warning: Your system is mis-configured: ‘/var/db/timezone/localtime’ is not a symlink
Warning: ‘/var/db/timezone/localtime’ is not identical to any known timezone file

  gene  ACAT_p     top_MarkerID  top_pval
0  MYC       1  22_16569715_G_A         1

2. Advanced: Custom Covariate Specification#

Including cell-type-specific covariates and custom normalizations:

sc.pp.pca(dd.C, n_comps=15)


results_custom = run_saigeqtl(
    dd,
    gene_col="ENSG00000273362",
    prefix="saigeqtl_custom",
    mode="cis",
    window=cis_window,
    sample_covariates=["gPCs"],
    cell_covariates=["X_pca"],
    encode_sex=True,
    encode_age=True,
    min_mac=20,
    use_grm_to_fit_null=False,
    overwrite_variance_ratio_file=True,
    run=True,
)

results_custom.head()
Writing FAM... done.
Writing BIM... done.
[2026-01-09 01:40:56,880] INFO:cellink.tl.external._saigeqtl: Running Step 1: Fitting null model
[2026-01-09 01:40:56,881] INFO:cellink.tl._runner: Executing: docker run --rm -v /Users/larnoldt/sc-genetics/docs/tutorials:/data -v /Users/larnoldt/cellink_data:/cellink_data -w /data wzhou88/saigeqtl /app/.pixi/envs/default/bin/Rscript /app/extdata/step1_fitNULLGLMM_qtl.R --phenoFile=saigeqtl_custom_phenotype.txt --phenoCol=ENSG00000273362 --sampleIDColinphenoFile=IND_ID --traitType=count --plinkFile=saigeqtl_custom --outputPrefix=saigeqtl_custom --LOCO=FALSE --useGRMtoFitNULL=FALSE --IsOverwriteVarianceRatioFile=TRUE --covarColList=sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19,X_pca_0,X_pca_1,X_pca_2,X_pca_3,X_pca_4,X_pca_5,X_pca_6,X_pca_7,X_pca_8,X_pca_9,X_pca_10,X_pca_11,X_pca_12,X_pca_13,X_pca_14 --sampleCovarColList=sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19
[2026-01-09 01:41:14,392] INFO:cellink.tl._runner: R version 4.4.3 (2025-02-28)
Platform: x86_64-conda-linux-gnu
Running under: Ubuntu 20.04.4 LTS

Matrix products: default
BLAS/LAPACK: /app/.pixi/envs/default/lib/libopenblasp-r0.3.30.so;  LAPACK version 3.12.0

locale:
 [1] LC_CTYPE=C.UTF-8       LC_NUMERIC=C           LC_TIME=C.UTF-8       
 [4] LC_COLLATE=C.UTF-8     LC_MONETARY=C.UTF-8    LC_MESSAGES=C.UTF-8   
 [7] LC_PAPER=C.UTF-8       LC_NAME=C              LC_ADDRESS=C          
[10] LC_TELEPHONE=C         LC_MEASUREMENT=C.UTF-8 LC_IDENTIFICATION=C   

time zone: NA
tzcode source: system (glibc)

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] optparse_1.7.5 SAIGEQTL_0.3.2

loaded via a namespace (and not attached):
[1] compiler_4.4.3      Matrix_1.7-3        Rcpp_1.1.0         
[4] getopt_1.20.4       RcppNumerical_0.6-0 grid_4.4.3         
[7] data.table_1.17.6   RcppParallel_5.1.9  lattice_0.22-7     
$plinkFile
[1] "saigeqtl_custom"

$bedFile
[1] ""

$bimFile
[1] ""

$famFile
[1] ""

$phenoFile
[1] "saigeqtl_custom_phenotype.txt"

$phenoCol
[1] "ENSG00000273362"

$isRemoveZerosinPheno
[1] FALSE

$traitType
[1] "count"

$invNormalize
[1] FALSE

$covarColList
[1] "sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19,X_pca_0,X_pca_1,X_pca_2,X_pca_3,X_pca_4,X_pca_5,X_pca_6,X_pca_7,X_pca_8,X_pca_9,X_pca_10,X_pca_11,X_pca_12,X_pca_13,X_pca_14"

$sampleCovarColList
[1] "sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19"

$longlCol
[1] ""

$qCovarColList
[1] ""

$sampleIDColinphenoFile
[1] "IND_ID"

$cellIDColinphenoFile
[1] ""

$tol
[1] 0.02

$maxiter
[1] 20

$tolPCG
[1] 1e-05

$maxiterPCG
[1] 500

$nThreads
[1] 1

$SPAcutoff
[1] 2

$numRandomMarkerforVarianceRatio
[1] 30

$skipModelFitting
[1] FALSE

$skipVarianceRatioEstimation
[1] FALSE

$memoryChunk
[1] 2

$tauInit
[1] "0,0"

$LOCO
[1] FALSE

$isLowMemLOCO
[1] FALSE

$traceCVcutoff
[1] 0.0025

$nrun
[1] 30

$ratioCVcutoff
[1] 0.001

$outputPrefix
[1] "saigeqtl_custom"

$outputPrefix_varRatio
[1] ""

$IsOverwriteVarianceRatioFile
[1] TRUE

$sparseGRMFile
[1] ""

$sparseGRMSampleIDFile
[1] ""

$isCateVarianceRatio
[1] FALSE

$relatednessCutoff
[1] 0

$cateVarRatioMinMACVecExclude
[1] "10,20.5"

$cateVarRatioMaxMACVecInclude
[1] "20.5"

$isCovariateTransform
[1] TRUE

$isDiagofKinSetAsOne
[1] FALSE

$useSparseGRMtoFitNULL
[1] FALSE

$useSparseGRMforVarRatio
[1] FALSE

$minMAFforGRM
[1] 0.01

$maxMissingRateforGRM
[1] 0.15

$minCovariateCount
[1] -1

$includeNonautoMarkersforVarRatio
[1] FALSE

$FemaleOnly
[1] FALSE

$MaleOnly
[1] FALSE

$sexCol
[1] ""

$FemaleCode
[1] "1"

$MaleCode
[1] "0"

$isCovariateOffset
[1] TRUE

$SampleIDIncludeFile
[1] ""

$VmatFilelist
[1] ""

$VmatSampleFilelist
[1] ""

$useGRMtoFitNULL
[1] FALSE

$isStoreSigma
[1] TRUE

$isShrinkModelOutput
[1] TRUE

$isExportResiduals
[1] FALSE

$help
[1] FALSE

tauInit  is  0 0 
cateVarRatioMinMACVecExclude  is  10 20.5 
cateVarRatioMaxMACVecInclude  is  20.5 
No GRM will be used to fit the NULL model and nThreads is set to 1
The variance ratio file  saigeqtl_custom.varianceRatio.txt  already exists. IsOverwriteVarianceRatioFile=TRUE so the file will be overwritten
100  samples have genotypes
sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 are sample-level covariates
[1] "HERERE2"
formula is  ENSG00000273362~sex+age+gPCs_0+gPCs_1+gPCs_2+gPCs_3+gPCs_4+gPCs_5+gPCs_6+gPCs_7+gPCs_8+gPCs_9+gPCs_10+gPCs_11+gPCs_12+gPCs_13+gPCs_14+gPCs_15+gPCs_16+gPCs_17+gPCs_18+gPCs_19+X_pca_0+X_pca_1+X_pca_2+X_pca_3+X_pca_4+X_pca_5+X_pca_6+X_pca_7+X_pca_8+X_pca_9+X_pca_10+X_pca_11+X_pca_12+X_pca_13+X_pca_14 
sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 are sample-level covariates
4756  samples have non-missing phenotypes
Duplicated sample IDs are detected in the phenotype file. Assuming repeated measurements
[1] "Test"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19    X_pca_0
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  -6.528342
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  16.424938
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  19.182995
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  29.310970
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05   6.152439
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05 -16.819250
        X_pca_1   X_pca_2    X_pca_3   X_pca_4    X_pca_5    X_pca_6    X_pca_7
3403  0.6063020 1.2734809  2.2473614 0.3540534 -0.5550918  2.0952680  0.3178053
3404  0.7432303 0.1620283  0.5048675 0.1583861 -2.6948520  3.8191340 -0.9346381
3405 -2.5988312 1.2510157  0.2394443 0.7712063  1.1940196 -1.0500985 -0.9551591
3406 -1.4863100 1.3782900 -0.5513533 0.4036562 -0.9668955 -0.8461446 -1.0795137
3407 -2.0352464 0.9066630 -0.6750964 1.0423017  1.3768464 -0.3464014 -1.2474165
3408 -0.6999029 0.9565746  0.2724564 1.2845618  0.3556666  0.5312488 -0.7374892
         X_pca_8    X_pca_9     X_pca_10   X_pca_11    X_pca_12   X_pca_13
3403  1.19299390 -0.3284275  0.426589670  0.6119198  0.28427064  0.7080616
3404 -1.32028370 -0.9726189 -0.638872000 -0.7694190  0.05772561 -0.4210741
3405 -1.24123940  0.3774612  0.008312405 -0.7623147 -0.96537240  1.6612436
3406 -0.03547685  0.3354667  2.754576200  3.0516508 -1.66621020 -0.6766295
3407 -0.74169606 -0.3880595  0.526785900 -0.3120816 -0.66266170  1.2966800
3408 -0.51005507 -0.4451288 -0.100540295 -0.3160223  0.87705460 -0.3503297
        X_pca_14 ENSG00000273362 IndexPheno IndexGeno
3403  0.02301617               0          1         1
3404  0.75282717               0          2         1
3405 -1.38166570               0          3         1
3406 -1.75681750               0          4         1
3407 -0.75858957               0          5         1
3408 -0.29377973               0          6         1
4756  observations will be used for analysis
[1] "Test3"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19    X_pca_0
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  -6.528342
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  16.424938
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  19.182995
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  29.310970
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05   6.152439
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05 -16.819250
        X_pca_1   X_pca_2    X_pca_3   X_pca_4    X_pca_5    X_pca_6    X_pca_7
3403  0.6063020 1.2734809  2.2473614 0.3540534 -0.5550918  2.0952680  0.3178053
3404  0.7432303 0.1620283  0.5048675 0.1583861 -2.6948520  3.8191340 -0.9346381
3405 -2.5988312 1.2510157  0.2394443 0.7712063  1.1940196 -1.0500985 -0.9551591
3406 -1.4863100 1.3782900 -0.5513533 0.4036562 -0.9668955 -0.8461446 -1.0795137
3407 -2.0352464 0.9066630 -0.6750964 1.0423017  1.3768464 -0.3464014 -1.2474165
3408 -0.6999029 0.9565746  0.2724564 1.2845618  0.3556666  0.5312488 -0.7374892
         X_pca_8    X_pca_9     X_pca_10   X_pca_11    X_pca_12   X_pca_13
3403  1.19299390 -0.3284275  0.426589670  0.6119198  0.28427064  0.7080616
3404 -1.32028370 -0.9726189 -0.638872000 -0.7694190  0.05772561 -0.4210741
3405 -1.24123940  0.3774612  0.008312405 -0.7623147 -0.96537240  1.6612436
3406 -0.03547685  0.3354667  2.754576200  3.0516508 -1.66621020 -0.6766295
3407 -0.74169606 -0.3880595  0.526785900 -0.3120816 -0.66266170  1.2966800
3408 -0.51005507 -0.4451288 -0.100540295 -0.3160223  0.87705460 -0.3503297
        X_pca_14 ENSG00000273362 IndexPheno IndexGeno
3403  0.02301617               0          1         1
3404  0.75282717               0          2         1
3405 -1.38166570               0          3         1
3406 -1.75681750               0          4         1
3407 -0.75858957               0          5         1
3408 -0.29377973               0          6         1
[1] "Test4"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19    X_pca_0
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  -6.528342
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  16.424938
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  19.182995
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  29.310970
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05   6.152439
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05 -16.819250
        X_pca_1   X_pca_2    X_pca_3   X_pca_4    X_pca_5    X_pca_6    X_pca_7
3403  0.6063020 1.2734809  2.2473614 0.3540534 -0.5550918  2.0952680  0.3178053
3404  0.7432303 0.1620283  0.5048675 0.1583861 -2.6948520  3.8191340 -0.9346381
3405 -2.5988312 1.2510157  0.2394443 0.7712063  1.1940196 -1.0500985 -0.9551591
3406 -1.4863100 1.3782900 -0.5513533 0.4036562 -0.9668955 -0.8461446 -1.0795137
3407 -2.0352464 0.9066630 -0.6750964 1.0423017  1.3768464 -0.3464014 -1.2474165
3408 -0.6999029 0.9565746  0.2724564 1.2845618  0.3556666  0.5312488 -0.7374892
         X_pca_8    X_pca_9     X_pca_10   X_pca_11    X_pca_12   X_pca_13
3403  1.19299390 -0.3284275  0.426589670  0.6119198  0.28427064  0.7080616
3404 -1.32028370 -0.9726189 -0.638872000 -0.7694190  0.05772561 -0.4210741
3405 -1.24123940  0.3774612  0.008312405 -0.7623147 -0.96537240  1.6612436
3406 -0.03547685  0.3354667  2.754576200  3.0516508 -1.66621020 -0.6766295
3407 -0.74169606 -0.3880595  0.526785900 -0.3120816 -0.66266170  1.2966800
3408 -0.51005507 -0.4451288 -0.100540295 -0.3160223  0.87705460 -0.3503297
        X_pca_14 ENSG00000273362 IndexPheno IndexGeno
3403  0.02301617               0          1         1
3404  0.75282717               0          2         1
3405 -1.38166570               0          3         1
3406 -1.75681750               0          4         1
3407 -0.75858957               0          5         1
3408 -0.29377973               0          6         1
qr transformation has been performed on covariates
colnames(data.new) is  ENSG00000273362 minus1 sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 X_pca_0 X_pca_1 X_pca_2 X_pca_3 X_pca_4 X_pca_5 X_pca_6 X_pca_7 X_pca_8 X_pca_9 X_pca_10 X_pca_11 X_pca_12 X_pca_13 X_pca_14 
out.transform$Param.transform$qrr:  38 38 
[1] "isCovariateOffset=TRUE, so fixed effects coefficnets won't be estimated."
  [1] "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_806" 
  [6] "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_806"  "OneK1K_518" 
 [11] "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518" 
 [16] "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518" 
 [21] "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518"  "OneK1K_518" 
 [26] "OneK1K_518"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [31] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [36] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [41] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [46] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [51] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [56] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [61] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [66] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [71] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [76] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [81] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [86] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161" 
 [91] "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_161"  "OneK1K_588" 
 [96] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[101] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[106] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[111] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[116] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[121] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_588" 
[126] "OneK1K_588"  "OneK1K_588"  "OneK1K_588"  "OneK1K_1061" "OneK1K_1061"
[131] "OneK1K_1061" "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[136] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[141] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[146] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[151] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[156] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[161] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[166] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[171] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[176] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[181] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[186] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[191] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[196] "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774"  "OneK1K_774" 
[1] TRUE
numofV  0 
[1] "HERE"
[1] "HERE1"
[1] FALSE
num_Kmat  2 
ptr_gNULLGENOobj->g_minMACVarRatio 20
ptr_gNULLGENOobj->g_maxMACVarRatio -1
Markers in the Plink file with MAF <  0.01  will be removed before constructing GRM
Markers in the Plink file with missing rate >  0.15  will be removed before constructing GRM
ENSG00000273362  is a count trait
glm:

Call:  glm(formula = formula.new, family = "poisson", data = data.new, 
    weights = varWeights, offset = covoffset)

Coefficients:
(Intercept)  
      -27.3  

Degrees of Freedom: 4755 Total (i.e. Null);  4755 Residual
Null Deviance:	    2.42e-10 
Residual Deviance: 1.321e-08 	AIC: 2
[1] "isStoreSigma"
[1] TRUE
Start fitting the NULL GLMM
   user  system elapsed 
 14.474   1.948  16.295 
   user  system elapsed 
 14.526   1.948  16.348 
[1] "Start reading genotype plink file here"
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19    X_pca_0
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  -6.528342
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  16.424938
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  19.182995
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  29.310970
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05   6.152439
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05 -16.819250
        X_pca_1   X_pca_2    X_pca_3   X_pca_4    X_pca_5    X_pca_6    X_pca_7
3403  0.6063020 1.2734809  2.2473614 0.3540534 -0.5550918  2.0952680  0.3178053
3404  0.7432303 0.1620283  0.5048675 0.1583861 -2.6948520  3.8191340 -0.9346381
3405 -2.5988312 1.2510157  0.2394443 0.7712063  1.1940196 -1.0500985 -0.9551591
3406 -1.4863100 1.3782900 -0.5513533 0.4036562 -0.9668955 -0.8461446 -1.0795137
3407 -2.0352464 0.9066630 -0.6750964 1.0423017  1.3768464 -0.3464014 -1.2474165
3408 -0.6999029 0.9565746  0.2724564 1.2845618  0.3556666  0.5312488 -0.7374892
         X_pca_8    X_pca_9     X_pca_10   X_pca_11    X_pca_12   X_pca_13
3403  1.19299390 -0.3284275  0.426589670  0.6119198  0.28427064  0.7080616
3404 -1.32028370 -0.9726189 -0.638872000 -0.7694190  0.05772561 -0.4210741
3405 -1.24123940  0.3774612  0.008312405 -0.7623147 -0.96537240  1.6612436
3406 -0.03547685  0.3354667  2.754576200  3.0516508 -1.66621020 -0.6766295
3407 -0.74169606 -0.3880595  0.526785900 -0.3120816 -0.66266170  1.2966800
3408 -0.51005507 -0.4451288 -0.100540295 -0.3160223  0.87705460 -0.3503297
        X_pca_14 ENSG00000273362 IndexPheno IndexGeno
3403  0.02301617               0          1         1
3404  0.75282717               0          2         1
3405 -1.38166570               0          3         1
3406 -1.75681750               0          4         1
3407 -0.75858957               0          5         1
3408 -0.29377973               0          6         1
[1] "length(indicatorGenoSamplesWithPheno)"
[1] 4756
[1] "Genotype reading is done"
tauInit[1] 0 0
fixtau  1 0 
tauInit  1 0 
inital tau is  1 0.1 
[1] "tau"
[1] 1.0 0.1
before Sigma_iY
Yvec.n_elem 4756
iter from getPCG1ofSigmaAndVector 1
after Sigma_iY
iter from getPCG1ofSigmaAndVector 1
cov
   1.5140e+08
Tau:
[1] 1.0 0.1
Fixed-effect coefficients:
          [,1]
[1,] -28.30271
[1] "alpha"
          [,1]
[1,] -28.30271
[1] "alpha0"
(Intercept) 
  -27.30259 
[1] "y[1]"
3403 
   0 
[1] "y[2]"
3404 
   0 
[1] "alpha"
          [,1]
[1,] -28.30271
fixtauVec
        1
        0
g_I_longl_mat.n_rows 4756
iter from getPCG1ofSigmaAndVector 0
AI
        0        0
        0        0
YPAPY
            0
   1.0391e-18
YPAPY
            0
   1.0391e-18
idxtau
        1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update30 1
CV for trace random estimator using 30 runs is    0.0070
 > 0.0025
try 40runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update40 1
CV for trace random estimator using 40 runs is    0.0055
 > 0.0025
try 50runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update50 1
CV for trace random estimator using 50 runs is    0.0046
 > 0.0025
try 60runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update60 1
CV for trace random estimator using 60 runs is    0.0038
 > 0.0025
try 70runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update70 1
CV for trace random estimator using 70 runs is    0.0032
 > 0.0025
try 80runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update80 1
CV for trace random estimator using 80 runs is    0.0028
 > 0.0025
try 90runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update90 1
CV for trace random estimator using 90 runs is    0.0025
 > 0.0025
try 100runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update100 1
Trace
   2.3031e-09
[1] "tau0_q2 a"
[1] 0.1
[1] "idxtau"
[1] 2
[1] "re$YPAPY"
             [,1]
[1,] 1.039092e-18
[1] "re$Trace"
             [,1]
[1,] 2.303134e-09
Variance component estimates:
[1] 1.0 0.1

Iteration  1 1 0.1 :
tau0_v1:  1 0.1 
before Sigma_iY
Yvec.n_elem 4756
iter from getPCG1ofSigmaAndVector 1
after Sigma_iY
iter from getPCG1ofSigmaAndVector 1
cov
   1.5140e+08
Tau:
[1] 1.0 0.1
Fixed-effect coefficients:
          [,1]
[1,] -28.30271
[1] "alpha"
          [,1]
[1,] -28.30271
[1] "alpha0"
          [,1]
[1,] -28.30271
[1] "y[1]"
3403 
   0 
[1] "y[2]"
3404 
   0 
[1] "alpha"
          [,1]
[1,] -28.30271
t_end_Get_Coef - t_begin_Get_Coef
   user  system elapsed 
  0.001   0.000   0.001 
check 1
fixtauVec
        1
        0
g_I_longl_mat.n_rows 4756
iter from getPCG1ofSigmaAndVector 0
AI
        0        0
        0        0
YPAPY
            0
   1.0391e-18
YPAPY
            0
   1.0391e-18
idxtau
        1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update30 1
CV for trace random estimator using 30 runs is    0.0070
 > 0.0025
try 40runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update40 1
CV for trace random estimator using 40 runs is    0.0055
 > 0.0025
try 50runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update50 1
CV for trace random estimator using 50 runs is    0.0046
 > 0.0025
try 60runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update60 1
CV for trace random estimator using 60 runs is    0.0038
 > 0.0025
try 70runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update70 1
CV for trace random estimator using 70 runs is    0.0032
 > 0.0025
try 80runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update80 1
CV for trace random estimator using 80 runs is    0.0028
 > 0.0025
try 90runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update90 1
CV for trace random estimator using 90 runs is    0.0025
 > 0.0025
try 100runs
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
dim temp_mat_update100 1
Trace
   2.3031e-09
check 2
score1
  -2.3031e-09
YPAPY
   1.0391e-18
Trace
   2.3031e-09
score
  -2.3031e-09
i 0
i 1
t_end_fitglmmaiRPCG - t_begin_fitglmmaiRPCG
   user  system elapsed 
  0.026   0.003   0.029 
[1] 0.000000e+00 6.773277e-09
tau:  1 0.1 
tau0:  1 0.1 

Final  1 0.1 :
before Sigma_iY
Yvec.n_elem 4756
iter from getPCG1ofSigmaAndVector 1
after Sigma_iY
iter from getPCG1ofSigmaAndVector 1
cov
   4.1159e+08
Tau:
[1] 1.0 0.1
Fixed-effect coefficients:
          [,1]
[1,] -29.30295
[1] "alpha"
          [,1]
[1,] -29.30295
[1] "alpha0"
          [,1]
[1,] -28.30271
[1] "y[1]"
3403 
   0 
[1] "y[2]"
3404 
   0 
[1] "alpha"
          [,1]
[1,] -29.30295
t_end_null - t_begin, fitting the NULL model without LOCO took
   user  system elapsed 
  0.088   0.005   0.092 
sex age gPCs_0 gPCs_1 gPCs_2 gPCs_3 gPCs_4 gPCs_5 gPCs_6 gPCs_7 gPCs_8 gPCs_9 gPCs_10 gPCs_11 gPCs_12 gPCs_13 gPCs_14 gPCs_15 gPCs_16 gPCs_17 gPCs_18 gPCs_19 are sample-level covariates
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
isStoreSigma is  TRUE 
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
   user  system elapsed 
 14.623   1.954  16.451 
t_end - t_begin, fitting the NULL model took
   user  system elapsed 
  0.149   0.006   0.156 
   [1]  1  1  1  1  1  1  1  1  1  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2
  [25]  2  2  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3
  [49]  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3
  [73]  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  4  4
  [97]  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4
 [121]  4  4  4  4  4  4  4  4  5  5  5  6  6  6  6  6  6  6  6  6  6  6  6  6
 [145]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [169]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [193]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [217]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
 [241]  6  6  6  6  6  6  7  7  7  7  8  8  8  8  8  8  8  8  8  8  8  8  8  8
 [265]  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8
 [289]  8  8  8  8  8  8  8  8  8  8  8  8  9  9  9  9  9  9  9  9  9  9  9  9
 [313]  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9 10
 [337] 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 11 11 11 11 11 11 11 11
 [361] 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 12 12 12 12 13 13 13 13
 [385] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
 [409] 13 13 14 14 14 14 15 15 15 15 15 15 15 15 15 15 16 16 16 16 16 16 16 16
 [433] 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 17
 [457] 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 18 18 18 18 18 18 18 18
 [481] 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 19 19 19 19 19 19
 [505] 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19
 [529] 19 19 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [553] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [577] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [601] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [625] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [649] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [673] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
 [697] 20 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 22 22 22 22 22
 [721] 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22
 [745] 22 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23
 [769] 23 23 23 23 23 23 23 23 23 23 23 23 23 23 24 24 24 24 24 24 24 24 24 24
 [793] 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 25 25 25 25 25
 [817] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25
 [841] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25
 [865] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26
 [889] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26
 [913] 26 26 26 26 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27
 [937] 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27
 [961] 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27
 [985] 27 27 27 27 27 27 27 27 28 28 28 28 28 28 28 28
            IID (Intercept) sex age      gPCs_0      gPCs_1      gPCs_2
3403 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3404 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3405 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3406 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3407 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
3408 OneK1K_806           1   1  57 -0.00362118 -0.00348333 -0.00836611
         gPCs_3     gPCs_4      gPCs_5      gPCs_6       gPCs_7       gPCs_8
3403 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3404 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3405 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3406 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3407 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
3408 0.00575833 0.00507995 -0.00309699 2.34355e-05 -0.000681114 -0.000661151
          gPCs_9     gPCs_10   gPCs_11   gPCs_12    gPCs_13    gPCs_14
3403 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3404 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3405 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3406 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3407 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
3408 -0.00368411 -0.00758271 0.0102165 -0.011742 0.00198527 4.3811e-05
       gPCs_15     gPCs_16    gPCs_17     gPCs_18     gPCs_19    X_pca_0
3403 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  -6.528342
3404 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  16.424938
3405 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  19.182995
3406 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05  29.310970
3407 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05   6.152439
3408 0.0134991 -0.00229497 -0.0133394 -0.00263601 8.32904e-05 -16.819250
        X_pca_1   X_pca_2    X_pca_3   X_pca_4    X_pca_5    X_pca_6    X_pca_7
3403  0.6063020 1.2734809  2.2473614 0.3540534 -0.5550918  2.0952680  0.3178053
3404  0.7432303 0.1620283  0.5048675 0.1583861 -2.6948520  3.8191340 -0.9346381
3405 -2.5988312 1.2510157  0.2394443 0.7712063  1.1940196 -1.0500985 -0.9551591
3406 -1.4863100 1.3782900 -0.5513533 0.4036562 -0.9668955 -0.8461446 -1.0795137
3407 -2.0352464 0.9066630 -0.6750964 1.0423017  1.3768464 -0.3464014 -1.2474165
3408 -0.6999029 0.9565746  0.2724564 1.2845618  0.3556666  0.5312488 -0.7374892
         X_pca_8    X_pca_9     X_pca_10   X_pca_11    X_pca_12   X_pca_13
3403  1.19299390 -0.3284275  0.426589670  0.6119198  0.28427064  0.7080616
3404 -1.32028370 -0.9726189 -0.638872000 -0.7694190  0.05772561 -0.4210741
3405 -1.24123940  0.3774612  0.008312405 -0.7623147 -0.96537240  1.6612436
3406 -0.03547685  0.3354667  2.754576200  3.0516508 -1.66621020 -0.6766295
3407 -0.74169606 -0.3880595  0.526785900 -0.3120816 -0.66266170  1.2966800
3408 -0.51005507 -0.4451288 -0.100540295 -0.3160223  0.87705460 -0.3503297
        X_pca_14 ENSG00000273362 IndexPheno IndexGeno
3403  0.02301617               0          1         1
3404  0.75282717               0          2         1
3405 -1.38166570               0          3         1
3406 -1.75681750               0          4         1
3407 -0.75858957               0          5         1
3408 -0.29377973               0          6         1
[1] "HEREHRE"
nbyte: 25
nbyte: 25
reserve: 115479

M: 4277, N: 100
setgeno mark1
setgeno mark2
3516 markers with MAF >= 0.01 and missing rate <= 0.15
time: 9.501
Start estimating variance ratios

Family: poisson 
Link function: log 

[1] "mu[1:20]"
 [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[1] "mu[1:20]"
 [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
[16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
iter from getPCG1ofSigmaAndVector 1
length(MACvector):  3516 
length(MACvector_forVarRatio):  521 
Only one variance ratio will be estimated using randomly selected markers with MAC >= 20
29 th marker in geno  1 
MAC:  50 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
257 22 22_16708242_C_T  0 16708242  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2505
iter from getPCG1ofSigmaAndVector 1
AC  2354 
S is  -7.288191e-25 
var1 is  1.898684e-10 
p_exact  1 
var2sparseGRM Here  1.911062e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2354 
var1  1.898684e-10 
var2null  1.898684e-10 
var2null_noXadj  2.620976e-10 
98 th marker in geno  1 
MAC:  84 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 1 0 1 0 1 2 2 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
732 22 22_16849519_G_T  0 16849519  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1514
iter from getPCG1ofSigmaAndVector 1
AC  3886 
S is  6.462222e-25 
var1 is  2.308409e-10 
p_exact  1 
var2sparseGRM Here  2.391416e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3886 
var1  2.308409e-10 
var2null  2.308409e-10 
var2null_noXadj  3.757012e-10 
45 th marker in geno  1 
MAC:  30 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 0 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
365 22 22_16743395_C_A  0 16743395  C  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3226
iter from getPCG1ofSigmaAndVector 1
AC  1676 
S is  2.875366e-25 
var1 is  1.867757e-10 
p_exact  1 
var2sparseGRM Here  1.929035e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1676 
var1  1.867757e-10 
var2null  1.867757e-10 
var2null_noXadj  2.603938e-10 
156 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 1 2 1 2 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1141 22 22_16962373_T_A  0 16962373  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1697
iter from getPCG1ofSigmaAndVector 1
AC  4240 
S is  2.469072e-24 
var1 is  2.590711e-10 
p_exact  1 
var2sparseGRM Here  2.61604e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4240 
var1  2.590711e-10 
var2null  2.590712e-10 
var2null_noXadj  5.434031e-10 
377 th marker in geno  1 
MAC:  44 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 2 1 0 0 2 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2888 22 22_17318326_C_T  0 17318326  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3084
iter from getPCG1ofSigmaAndVector 1
AC  1856 
S is  3.624469e-25 
var1 is  1.618094e-10 
p_exact  1 
var2sparseGRM Here  1.632641e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1856 
var1  1.618094e-10 
var2null  1.618094e-10 
var2null_noXadj  2.849612e-10 
202 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1670 22 22_17087008_A_G  0 17087008  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -7.20047e-25 
var1 is  1.299618e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.299618e-10 
var2null  1.299618e-10 
var2null_noXadj  2.211101e-10 
228 th marker in geno  1 
MAC:  97 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 2 1 0 1 1 2 2 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
1820 22 22_17125423_C_CA  0 17125423  C CA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1400
iter from getPCG1ofSigmaAndVector 1
AC  4740 
S is  4.378595e-24 
var1 is  3.272621e-10 
p_exact  1 
var2sparseGRM Here  3.362174e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4740 
var1  3.272621e-10 
var2null  3.272621e-10 
var2null_noXadj  5.235456e-10 
212 th marker in geno  1 
MAC:  35 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 1 0 0 1 1 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1729 22 22_17106625_T_C  0 17106625  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3055
iter from getPCG1ofSigmaAndVector 1
AC  1829 
S is  -5.07572e-25 
var1 is  1.562356e-10 
p_exact  1 
var2sparseGRM Here  1.590809e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1829 
var1  1.562356e-10 
var2null  1.562357e-10 
var2null_noXadj  2.606528e-10 
492 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4005 22 22_17525225_C_T  0 17525225  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2709
iter from getPCG1ofSigmaAndVector 1
AC  2224 
S is  -9.174011e-25 
var1 is  1.564245e-10 
p_exact  1 
var2sparseGRM Here  1.582023e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2224 
var1  1.564245e-10 
var2null  1.564246e-10 
var2null_noXadj  2.943512e-10 
477 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 1 1 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3916 22 22_17511574_A_G  0 17511574  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3781
iter from getPCG1ofSigmaAndVector 1
AC  975 
S is  1.110716e-26 
var1 is  1.02156e-10 
p_exact  1 
var2sparseGRM Here  1.030177e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  975 
var1  1.02156e-10 
var2null  1.02156e-10 
var2null_noXadj  1.458335e-10 
209 th marker in geno  1 
MAC:  100 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 2 0 2 2 2 2 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1717 22 22_17104551_C_T  0 17104551  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1335
iter from getPCG1ofSigmaAndVector 1
AC  4717 
S is  6.598932e-25 
var1 is  2.609654e-10 
p_exact  1 
var2sparseGRM Here  2.633613e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4717 
var1  2.609654e-10 
var2null  2.609654e-10 
var2null_noXadj  4.943218e-10 
291 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 1 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2303 22 22_17195422_G_A  0 17195422  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3568
iter from getPCG1ofSigmaAndVector 1
AC  1473 
S is  -4.343153e-26 
var1 is  1.704016e-10 
p_exact  1 
var2sparseGRM Here  1.720973e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1473 
var1  1.704016e-10 
var2null  1.704016e-10 
var2null_noXadj  3.053241e-10 
81 th marker in geno  1 
MAC:  92 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 1 1 0 0 1 1 2 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
614 22 22_16822493_C_T  0 16822493  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1247
iter from getPCG1ofSigmaAndVector 1
AC  4458 
S is  7.068421e-24 
var1 is  2.370345e-10 
p_exact  1 
var2sparseGRM Here  2.425598e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4458 
var1  2.370345e-10 
var2null  2.370345e-10 
var2null_noXadj  4.299084e-10 
79 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 1 2 0 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
605 22 22_16821873_G_C  0 16821873  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1830
iter from getPCG1ofSigmaAndVector 1
AC  3534 
S is  2.492643e-24 
var1 is  2.345404e-10 
p_exact  1 
var2sparseGRM Here  2.405708e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3534 
var1  2.345404e-10 
var2null  2.345404e-10 
var2null_noXadj  4.22828e-10 
509 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 2 0 2 1 2 0 1 2 1 1 
[1] 4756  100
[1] 100
G0 2 2 2 2 2 2 2 2 2 0 
CHR  22 
     V1                         V2 V3       V4 V5           V6
4190 22 22_17564857_C_CAAAAAAAAAAA  0 17564857  C CAAAAAAAAAAA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1286
iter from getPCG1ofSigmaAndVector 1
AC  4677 
S is  8.062184e-24 
var1 is  2.435034e-10 
p_exact  1 
var2sparseGRM Here  2.477298e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4677 
var1  2.435034e-10 
var2null  2.435034e-10 
var2null_noXadj  4.717379e-10 
496 th marker in geno  1 
MAC:  36 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 0 0 0 0 0 2 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4033 22 22_17531010_A_G  0 17531010  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3323
iter from getPCG1ofSigmaAndVector 1
AC  1520 
S is  -3.730997e-25 
var1 is  1.397949e-10 
p_exact  1 
var2sparseGRM Here  1.415267e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1520 
var1  1.397949e-10 
var2null  1.397949e-10 
var2null_noXadj  2.292737e-10 
362 th marker in geno  1 
MAC:  86 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 1 2 1 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2803 22 22_17302684_T_C  0 17302684  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1569
iter from getPCG1ofSigmaAndVector 1
AC  4205 
S is  2.708077e-24 
var1 is  2.40315e-10 
p_exact  1 
var2sparseGRM Here  2.418579e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4205 
var1  2.40315e-10 
var2null  2.40315e-10 
var2null_noXadj  4.742401e-10 
64 th marker in geno  1 
MAC:  62 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 1 2 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
518 22 22_16801041_G_A  0 16801041  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1602
iter from getPCG1ofSigmaAndVector 1
AC  3855 
S is  4.037207e-24 
var1 is  2.163401e-10 
p_exact  1 
var2sparseGRM Here  2.278228e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3855 
var1  2.163401e-10 
var2null  2.163401e-10 
var2null_noXadj  4.297568e-10 
440 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3510 22 22_17441874_G_C  0 17441874  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3425
iter from getPCG1ofSigmaAndVector 1
AC  1741 
S is  2.247342e-25 
var1 is  2.174521e-10 
p_exact  1 
var2sparseGRM Here  2.191694e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1741 
var1  2.174521e-10 
var2null  2.174522e-10 
var2null_noXadj  3.624575e-10 
511 th marker in geno  1 
MAC:  74 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4205 22 22_17567322_A_G  0 17567322  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2205
iter from getPCG1ofSigmaAndVector 1
AC  3081 
S is  2.432847e-24 
var1 is  2.198999e-10 
p_exact  1 
var2sparseGRM Here  2.213266e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3081 
var1  2.198999e-10 
var2null  2.199e-10 
var2null_noXadj  4.123576e-10 
489 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1                  V2 V3       V4 V5    V6
3985 22 22_17523014_A_AGGGG  0 17523014  A AGGGG
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2758
iter from getPCG1ofSigmaAndVector 1
AC  2166 
S is  -7.476256e-25 
var1 is  1.436406e-10 
p_exact  1 
var2sparseGRM Here  1.454105e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2166 
var1  1.436406e-10 
var2null  1.436406e-10 
var2null_noXadj  2.988042e-10 
216 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 2 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1738 22 22_17108677_C_T  0 17108677  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3043
iter from getPCG1ofSigmaAndVector 1
AC  1917 
S is  -4.472652e-25 
var1 is  2.152038e-10 
p_exact  1 
var2sparseGRM Here  2.160168e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1917 
var1  2.152038e-10 
var2null  2.152038e-10 
var2null_noXadj  3.165546e-10 
78 th marker in geno  1 
MAC:  33 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 0 1 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
600 22 22_16821568_C_G  0 16821568  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3339
iter from getPCG1ofSigmaAndVector 1
AC  1469 
S is  -6.235535e-25 
var1 is  1.297221e-10 
p_exact  1 
var2sparseGRM Here  1.304024e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1469 
var1  1.297221e-10 
var2null  1.297221e-10 
var2null_noXadj  2.104023e-10 
444 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3537 22 22_17445692_G_A  0 17445692  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3425
iter from getPCG1ofSigmaAndVector 1
AC  1741 
S is  2.247342e-25 
var1 is  2.174521e-10 
p_exact  1 
var2sparseGRM Here  2.191694e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1741 
var1  2.174521e-10 
var2null  2.174522e-10 
var2null_noXadj  3.624575e-10 
227 th marker in geno  1 
MAC:  47 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 2 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
1819 22 22_17125117_T_TA  0 17125117  T TA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2892
iter from getPCG1ofSigmaAndVector 1
AC  2205 
S is  3.943547e-25 
var1 is  2.727272e-10 
p_exact  1 
var2sparseGRM Here  2.776581e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2205 
var1  2.727272e-10 
var2null  2.727272e-10 
var2null_noXadj  3.505875e-10 
259 th marker in geno  1 
MAC:  44 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 2 1 1 1 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1                    V2 V3       V4      V5 V6
2094 22 22_17170409_AAAAAAT_A  0 17170409 AAAAAAT  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3226
iter from getPCG1ofSigmaAndVector 1
AC  1636 
S is  3.454106e-25 
var1 is  1.493699e-10 
p_exact  1 
var2sparseGRM Here  1.503359e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1636 
var1  1.493699e-10 
var2null  1.493699e-10 
var2null_noXadj  2.515179e-10 
40 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
334 22 22_16738360_T_A  0 16738360  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3682
iter from getPCG1ofSigmaAndVector 1
AC  1112 
S is  -3.837019e-26 
var1 is  1.161535e-10 
p_exact  1 
var2sparseGRM Here  1.184382e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1112 
var1  1.161535e-10 
var2null  1.161535e-10 
var2null_noXadj  1.74527e-10 
15 th marker in geno  1 
MAC:  58 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
164 22 22_16678727_G_A  0 16678727  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2435
iter from getPCG1ofSigmaAndVector 1
AC  2601 
S is  -9.289626e-26 
var1 is  2.150681e-10 
p_exact  1 
var2sparseGRM Here  2.165989e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2601 
var1  2.150681e-10 
var2null  2.150681e-10 
var2null_noXadj  3.283047e-10 
211 th marker in geno  1 
MAC:  94 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 2 0 1 1 1 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1725 22 22_17105724_G_C  0 17105724  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1376
iter from getPCG1ofSigmaAndVector 1
AC  4424 
S is  1.376808e-24 
var1 is  2.872977e-10 
p_exact  1 
var2sparseGRM Here  2.888314e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4424 
var1  2.872977e-10 
var2null  2.872977e-10 
var2null_noXadj  4.653805e-10 
261 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 1 2 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2123 22 22_17173199_C_T  0 17173199  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2213
iter from getPCG1ofSigmaAndVector 1
AC  2662 
S is  -6.354306e-25 
var1 is  1.86748e-10 
p_exact  1 
var2sparseGRM Here  1.881904e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2662 
var1  1.86748e-10 
var2null  1.86748e-10 
var2null_noXadj  2.652914e-10 
[1] "varRatio_NULL_vec"
 [1] 0.9999999 0.9999999 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999999 0.9999998 1.0000000 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 0.9999998 0.9999999
[29] 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7244184 0.6144269 0.7172815 0.4767569 0.5678297 0.5877695 0.6250880
 [8] 0.5994013 0.5314215 0.7004979 0.5279262 0.5581007 0.5513605 0.5546946
[15] 0.5161837 0.6097295 0.5067370 0.5034013 0.5999383 0.5332749 0.4807181
[22] 0.6798313 0.6165431 0.5999383 0.7779147 0.5938738 0.6655329 0.6550868
[29] 0.6173393 0.7039355
CV for variance ratio estimate using  30  markers is  0.004294349  >  0.001 
try  40  markers
269 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 1 2 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2164 22 22_17175884_G_GT  0 17175884  G GT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2213
iter from getPCG1ofSigmaAndVector 1
AC  2662 
S is  -6.354306e-25 
var1 is  1.86748e-10 
p_exact  1 
var2sparseGRM Here  1.881904e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2662 
var1  1.86748e-10 
var2null  1.86748e-10 
var2null_noXadj  2.652914e-10 
38 th marker in geno  1 
MAC:  83 
[1] "length(G0)   aaaaa"
[1] 100
G0 2 1 0 0 1 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 2 2 2 2 2 2 2 2 2 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
306 22 22_16726908_G_T  0 16726908  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1559
iter from getPCG1ofSigmaAndVector 1
AC  4228 
S is  -8.584826e-25 
var1 is  3.588723e-10 
p_exact  1 
var2sparseGRM Here  3.642216e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4228 
var1  3.588723e-10 
var2null  3.588723e-10 
var2null_noXadj  4.798574e-10 
118 th marker in geno  1 
MAC:  31 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 1 1 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
862 22 22_16878208_T_C  0 16878208  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2813
iter from getPCG1ofSigmaAndVector 1
AC  1946 
S is  -9.744578e-25 
var1 is  1.336059e-10 
p_exact  1 
var2sparseGRM Here  1.345697e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1946 
var1  1.336059e-10 
var2null  1.336059e-10 
var2null_noXadj  2.242531e-10 
19 th marker in geno  1 
MAC:  37 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 1 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1                V2 V3       V4  V5 V6
181 22 22_16688797_GAA_G  0 16688797 GAA  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3171
iter from getPCG1ofSigmaAndVector 1
AC  1687 
S is  3.853806e-25 
var1 is  1.709316e-10 
p_exact  1 
var2sparseGRM Here  1.733181e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1687 
var1  1.709316e-10 
var2null  1.709316e-10 
var2null_noXadj  2.434307e-10 
107 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
790 22 22_16861810_T_C  0 16861810  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3670
iter from getPCG1ofSigmaAndVector 1
AC  1168 
S is  -1.873929e-25 
var1 is  1.134918e-10 
p_exact  1 
var2sparseGRM Here  1.164694e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1168 
var1  1.134918e-10 
var2null  1.134918e-10 
var2null_noXadj  2.000757e-10 
372 th marker in geno  1 
MAC:  60 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 2 1 0 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 2 
CHR  22 
     V1              V2 V3       V4 V5 V6
2861 22 22_17310674_T_C  0 17310674  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2140
iter from getPCG1ofSigmaAndVector 1
AC  3010 
S is  2.408771e-24 
var1 is  2.170945e-10 
p_exact  1 
var2sparseGRM Here  2.197472e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3010 
var1  2.170945e-10 
var2null  2.170945e-10 
var2null_noXadj  3.566332e-10 
514 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 2 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4215 22 22_17570571_G_T  0 17570571  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2191
iter from getPCG1ofSigmaAndVector 1
AC  3425 
S is  -2.169961e-24 
var1 is  2.601305e-10 
p_exact  1 
var2sparseGRM Here  2.625716e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3425 
var1  2.601305e-10 
var2null  2.601305e-10 
var2null_noXadj  5.054694e-10 
67 th marker in geno  1 
MAC:  62 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 1 2 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
539 22 22_16805822_T_A  0 16805822  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1602
iter from getPCG1ofSigmaAndVector 1
AC  3855 
S is  4.037207e-24 
var1 is  2.163401e-10 
p_exact  1 
var2sparseGRM Here  2.278228e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3855 
var1  2.163401e-10 
var2null  2.163401e-10 
var2null_noXadj  4.297568e-10 
130 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
949 22 22_16914834_C_G  0 16914834  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3624
iter from getPCG1ofSigmaAndVector 1
AC  1136 
S is  1.358103e-25 
var1 is  9.669638e-11 
p_exact  1 
var2sparseGRM Here  9.762325e-11 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1136 
var1  9.669638e-11 
var2null  9.669638e-11 
var2null_noXadj  1.640285e-10 
248 th marker in geno  1 
MAC:  55 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 1 2 1 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1                    V2 V3       V4      V5 V6
1975 22 22_17151727_TAAAAAA_T  0 17151727 TAAAAAA  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2655
iter from getPCG1ofSigmaAndVector 1
AC  2281 
S is  -8.819465e-25 
var1 is  2.249632e-10 
p_exact  1 
var2sparseGRM Here  2.267008e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2281 
var1  2.249632e-10 
var2null  2.249632e-10 
var2null_noXadj  2.964355e-10 
[1] "varRatio_NULL_vec"
 [1] 0.9999999 0.9999999 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999999 0.9999998 1.0000000 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 0.9999998 0.9999999
[29] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 0.9999999
[36] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7244184 0.6144269 0.7172815 0.4767569 0.5678297 0.5877695 0.6250880
 [8] 0.5994013 0.5314215 0.7004979 0.5279262 0.5581007 0.5513605 0.5546946
[15] 0.5161837 0.6097295 0.5067370 0.5034013 0.5999383 0.5332749 0.4807181
[22] 0.6798313 0.6165431 0.5999383 0.7779147 0.5938738 0.6655329 0.6550868
[29] 0.6173393 0.7039355 0.7039355 0.7478727 0.5957820 0.7021776 0.5672443
[36] 0.6087334 0.5146316 0.5034013 0.5895097 0.7588943
CV for variance ratio estimate using  40  markers is  0.003344592  >  0.001 
try  50  markers
263 th marker in geno  1 
MAC:  53 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 1 1 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2136 22 22_17174211_C_T  0 17174211  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2063
iter from getPCG1ofSigmaAndVector 1
AC  2943 
S is  1.421477e-24 
var1 is  2.07499e-10 
p_exact  1 
var2sparseGRM Here  2.114684e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2943 
var1  2.07499e-10 
var2null  2.07499e-10 
var2null_noXadj  3.102728e-10 
475 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3910 22 22_17510346_C_T  0 17510346  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3421
iter from getPCG1ofSigmaAndVector 1
AC  1382 
S is  2.949078e-25 
var1 is  1.384662e-10 
p_exact  1 
var2sparseGRM Here  1.396817e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1382 
var1  1.384662e-10 
var2null  1.384662e-10 
var2null_noXadj  2.026389e-10 
125 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
917 22 22_16906964_G_A  0 16906964  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3763
iter from getPCG1ofSigmaAndVector 1
AC  997 
S is  -3.736045e-26 
var1 is  8.861294e-11 
p_exact  1 
var2sparseGRM Here  8.945318e-11 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  997 
var1  8.861294e-11 
var2null  8.861295e-11 
var2null_noXadj  1.499259e-10 
466 th marker in geno  1 
MAC:  53 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 0 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3856 22 22_17499058_T_C  0 17499058  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2780
iter from getPCG1ofSigmaAndVector 1
AC  2491 
S is  3.968917e-25 
var1 is  2.252102e-10 
p_exact  1 
var2sparseGRM Here  2.26651e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2491 
var1  2.252102e-10 
var2null  2.252102e-10 
var2null_noXadj  4.164441e-10 
8 th marker in geno  1 
MAC:  43 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 0 0 0 0 2 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1               V2 V3       V4 V5 V6
110 22 22_16594856_C_CT  0 16594856  C CT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3119
iter from getPCG1ofSigmaAndVector 1
AC  1699 
S is  -9.689231e-25 
var1 is  1.452277e-10 
p_exact  1 
var2sparseGRM Here  1.463612e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1699 
var1  1.452277e-10 
var2null  1.452277e-10 
var2null_noXadj  2.332095e-10 
244 th marker in geno  1 
MAC:  47 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 2 1 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1952 22 22_17147758_C_T  0 17147758  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2693
iter from getPCG1ofSigmaAndVector 1
AC  2355 
S is  1.717319e-25 
var1 is  2.706395e-10 
p_exact  1 
var2sparseGRM Here  2.721232e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2355 
var1  2.706395e-10 
var2null  2.706395e-10 
var2null_noXadj  3.333022e-10 
223 th marker in geno  1 
MAC:  57 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 2 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1787 22 22_17117420_C_T  0 17117420  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2867
iter from getPCG1ofSigmaAndVector 1
AC  2268 
S is  -8.719122e-26 
var1 is  2.341592e-10 
p_exact  1 
var2sparseGRM Here  2.357622e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2268 
var1  2.341592e-10 
var2null  2.341593e-10 
var2null_noXadj  3.730813e-10 
95 th marker in geno  1 
MAC:  37 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 1 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
704 22 22_16842702_G_A  0 16842702  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3850
iter from getPCG1ofSigmaAndVector 1
AC  988 
S is  -1.309067e-25 
var1 is  1.270925e-10 
p_exact  1 
var2sparseGRM Here  1.296929e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  988 
var1  1.270925e-10 
var2null  1.270925e-10 
var2null_noXadj  1.985963e-10 
198 th marker in geno  1 
MAC:  96 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 1 0 1 2 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1627 22 22_17074025_G_A  0 17074025  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1584
iter from getPCG1ofSigmaAndVector 1
AC  4675 
S is  3.830835e-25 
var1 is  3.467246e-10 
p_exact  1 
var2sparseGRM Here  3.515688e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4675 
var1  3.467246e-10 
var2null  3.467246e-10 
var2null_noXadj  5.802089e-10 
180 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 1 0 0 2 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1517 22 22_17046605_G_C  0 17046605  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1628
iter from getPCG1ofSigmaAndVector 1
AC  4631 
S is  4.494361e-25 
var1 is  3.455957e-10 
p_exact  1 
var2sparseGRM Here  3.501664e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4631 
var1  3.455957e-10 
var2null  3.455957e-10 
var2null_noXadj  5.893541e-10 
[1] "varRatio_NULL_vec"
 [1] 0.9999999 0.9999999 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999999 0.9999998 1.0000000 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 0.9999998 0.9999999
[29] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 0.9999999
[36] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
[43] 0.9999999 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7244184 0.6144269 0.7172815 0.4767569 0.5678297 0.5877695 0.6250880
 [8] 0.5994013 0.5314215 0.7004979 0.5279262 0.5581007 0.5513605 0.5546946
[15] 0.5161837 0.6097295 0.5067370 0.5034013 0.5999383 0.5332749 0.4807181
[22] 0.6798313 0.6165431 0.5999383 0.7779147 0.5938738 0.6655329 0.6550868
[29] 0.6173393 0.7039355 0.7039355 0.7478727 0.5957820 0.7021776 0.5672443
[36] 0.6087334 0.5146316 0.5034013 0.5895097 0.7588943 0.6687631 0.6833148
[43] 0.5910448 0.5407933 0.6227349 0.8119943 0.6276360 0.6399538 0.5975857
[50] 0.5863973
CV for variance ratio estimate using  50  markers is  0.002611147  >  0.001 
try  60  markers
415 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 2 1 2 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3261 22 22_17408995_A_T  0 17408995  A  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 909
iter from getPCG1ofSigmaAndVector 1
AC  4494 
S is  5.996176e-24 
var1 is  2.129055e-10 
p_exact  1 
var2sparseGRM Here  2.173729e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4494 
var1  2.129055e-10 
var2null  2.129055e-10 
var2null_noXadj  2.896567e-10 
258 th marker in geno  1 
MAC:  44 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 2 1 1 1 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2090 22 22_17170041_C_T  0 17170041  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3226
iter from getPCG1ofSigmaAndVector 1
AC  1636 
S is  3.454106e-25 
var1 is  1.493699e-10 
p_exact  1 
var2sparseGRM Here  1.503359e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1636 
var1  1.493699e-10 
var2null  1.493699e-10 
var2null_noXadj  2.515179e-10 
189 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1556 22 22_17054364_T_C  0 17054364  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -7.20047e-25 
var1 is  1.299618e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.299618e-10 
var2null  1.299618e-10 
var2null_noXadj  2.211101e-10 
31 th marker in geno  1 
MAC:  61 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 1 0 1 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
269 22 22_16713436_T_C  0 16713436  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1683
iter from getPCG1ofSigmaAndVector 1
AC  3623 
S is  2.575139e-24 
var1 is  2.132199e-10 
p_exact  1 
var2sparseGRM Here  2.155607e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3623 
var1  2.132199e-10 
var2null  2.132199e-10 
var2null_noXadj  3.867934e-10 
105 th marker in geno  1 
MAC:  45 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 1 1 0 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
774 22 22_16859187_A_G  0 16859187  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2531
iter from getPCG1ofSigmaAndVector 1
AC  2634 
S is  -3.986714e-25 
var1 is  2.006466e-10 
p_exact  1 
var2sparseGRM Here  2.110578e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2634 
var1  2.006466e-10 
var2null  2.006466e-10 
var2null_noXadj  3.8236e-10 
284 th marker in geno  1 
MAC:  36 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 1 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2265 22 22_17187678_A_G  0 17187678  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2654
iter from getPCG1ofSigmaAndVector 1
AC  2187 
S is  1.399755e-25 
var1 is  1.525309e-10 
p_exact  1 
var2sparseGRM Here  1.550969e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2187 
var1  1.525309e-10 
var2null  1.525309e-10 
var2null_noXadj  2.611049e-10 
383 th marker in geno  1 
MAC:  25 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 1 1 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2917 22 22_17323505_T_C  0 17323505  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3960
iter from getPCG1ofSigmaAndVector 1
AC  851 
S is  1.774543e-25 
var1 is  9.341746e-11 
p_exact  1 
var2sparseGRM Here  9.384954e-11 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  851 
var1  9.341746e-11 
var2null  9.341748e-11 
var2null_noXadj  1.578195e-10 
136 th marker in geno  1 
MAC:  85 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 2 2 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
975 22 22_16924021_C_G  0 16924021  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1636
iter from getPCG1ofSigmaAndVector 1
AC  3709 
S is  1.00853e-24 
var1 is  3.095815e-10 
p_exact  1 
var2sparseGRM Here  3.128196e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3709 
var1  3.095815e-10 
var2null  3.095815e-10 
var2null_noXadj  3.804751e-10 
190 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1565 22 22_17055665_A_G  0 17055665  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -7.20047e-25 
var1 is  1.299618e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.299618e-10 
var2null  1.299618e-10 
var2null_noXadj  2.211101e-10 
264 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 1 2 0 0 0 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2137 22 22_17174286_G_C  0 17174286  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1387
iter from getPCG1ofSigmaAndVector 1
AC  3675 
S is  3.447259e-24 
var1 is  1.695547e-10 
p_exact  1 
var2sparseGRM Here  1.708824e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3675 
var1  1.695547e-10 
var2null  1.695547e-10 
var2null_noXadj  2.7193e-10 
[1] "varRatio_NULL_vec"
 [1] 0.9999999 0.9999999 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999999 0.9999998 1.0000000 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 0.9999998 0.9999999
[29] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 0.9999999
[36] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
[43] 0.9999999 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
[57] 0.9999999 1.0000000 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7244184 0.6144269 0.7172815 0.4767569 0.5678297 0.5877695 0.6250880
 [8] 0.5994013 0.5314215 0.7004979 0.5279262 0.5581007 0.5513605 0.5546946
[15] 0.5161837 0.6097295 0.5067370 0.5034013 0.5999383 0.5332749 0.4807181
[22] 0.6798313 0.6165431 0.5999383 0.7779147 0.5938738 0.6655329 0.6550868
[29] 0.6173393 0.7039355 0.7039355 0.7478727 0.5957820 0.7021776 0.5672443
[36] 0.6087334 0.5146316 0.5034013 0.5895097 0.7588943 0.6687631 0.6833148
[43] 0.5910448 0.5407933 0.6227349 0.8119943 0.6276360 0.6399538 0.5975857
[50] 0.5863973 0.7350271 0.5938738 0.5877695 0.5512501 0.5247584 0.5841749
[57] 0.5919259 0.8136709 0.5877695 0.6235232
CV for variance ratio estimate using  60  markers is  0.002188348  >  0.001 
try  70  markers
39 th marker in geno  1 
MAC:  21 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
323 22 22_16733220_A_G  0 16733220  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3682
iter from getPCG1ofSigmaAndVector 1
AC  1112 
S is  -3.837019e-26 
var1 is  1.161535e-10 
p_exact  1 
var2sparseGRM Here  1.184382e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1112 
var1  1.161535e-10 
var2null  1.161535e-10 
var2null_noXadj  1.74527e-10 
310 th marker in geno  1 
MAC:  95 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 2 2 1 1 0 2 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2445 22 22_17216771_A_C  0 17216771  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1431
iter from getPCG1ofSigmaAndVector 1
AC  4021 
S is  1.817106e-24 
var1 is  2.108843e-10 
p_exact  1 
var2sparseGRM Here  2.127067e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4021 
var1  2.108843e-10 
var2null  2.108844e-10 
var2null_noXadj  4.121057e-10 
304 th marker in geno  1 
MAC:  91 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 0 1 1 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2412 22 22_17211494_G_A  0 17211494  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1200
iter from getPCG1ofSigmaAndVector 1
AC  4730 
S is  4.84247e-25 
var1 is  2.630588e-10 
p_exact  1 
var2sparseGRM Here  2.677359e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4730 
var1  2.630588e-10 
var2null  2.630589e-10 
var2null_noXadj  4.525362e-10 
252 th marker in geno  1 
MAC:  31 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 1 1 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2029 22 22_17160649_GA_G  0 17160649 GA  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2948
iter from getPCG1ofSigmaAndVector 1
AC  1980 
S is  -9.464942e-25 
var1 is  2.135813e-10 
p_exact  1 
var2sparseGRM Here  2.152827e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1980 
var1  2.135813e-10 
var2null  2.135813e-10 
var2null_noXadj  2.900574e-10 
397 th marker in geno  1 
MAC:  90 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 1 2 1 1 2 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3059 22 22_17358468_C_T  0 17358468  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1408
iter from getPCG1ofSigmaAndVector 1
AC  4324 
S is  4.831199e-24 
var1 is  3.33504e-10 
p_exact  1 
var2sparseGRM Here  3.352441e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4324 
var1  3.33504e-10 
var2null  3.33504e-10 
var2null_noXadj  4.405426e-10 
393 th marker in geno  1 
MAC:  92 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 1 2 1 1 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3045 22 22_17353687_T_C  0 17353687  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1358
iter from getPCG1ofSigmaAndVector 1
AC  4615 
S is  5.537273e-24 
var1 is  3.113248e-10 
p_exact  1 
var2sparseGRM Here  3.143912e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4615 
var1  3.113248e-10 
var2null  3.113249e-10 
var2null_noXadj  4.918876e-10 
428 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 1 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3392 22 22_17427809_A_G  0 17427809  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3988
iter from getPCG1ofSigmaAndVector 1
AC  768 
S is  4.44034e-26 
var1 is  8.755556e-11 
p_exact  1 
var2sparseGRM Here  8.795466e-11 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  768 
var1  8.755556e-11 
var2null  8.755557e-11 
var2null_noXadj  1.251892e-10 
417 th marker in geno  1 
MAC:  88 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 2 1 1 1 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
3298 22 22_17417019_CT_C  0 17417019 CT  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1232
iter from getPCG1ofSigmaAndVector 1
AC  4229 
S is  3.032078e-24 
var1 is  2.476816e-10 
p_exact  1 
var2sparseGRM Here  2.500833e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4229 
var1  2.476816e-10 
var2null  2.476816e-10 
var2null_noXadj  3.529596e-10 
36 th marker in geno  1 
MAC:  23 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
299 22 22_16724286_T_C  0 16724286  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3626
iter from getPCG1ofSigmaAndVector 1
AC  1168 
S is  -6.594877e-26 
var1 is  1.191615e-10 
p_exact  1 
var2sparseGRM Here  1.211955e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1168 
var1  1.191615e-10 
var2null  1.191615e-10 
var2null_noXadj  1.79862e-10 
155 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 1 2 1 2 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1122 22 22_16958936_G_A  0 16958936  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1697
iter from getPCG1ofSigmaAndVector 1
AC  4240 
S is  2.469072e-24 
var1 is  2.590711e-10 
p_exact  1 
var2sparseGRM Here  2.61604e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4240 
var1  2.590711e-10 
var2null  2.590712e-10 
var2null_noXadj  5.434031e-10 
[1] "varRatio_NULL_vec"
 [1] 0.9999999 0.9999999 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999999 0.9999998 1.0000000 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 0.9999998 0.9999999
[29] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 0.9999999
[36] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
[43] 0.9999999 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
[57] 0.9999999 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999997
[64] 1.0000000 1.0000000 0.9999999 1.0000000 0.9999998 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7244184 0.6144269 0.7172815 0.4767569 0.5678297 0.5877695 0.6250880
 [8] 0.5994013 0.5314215 0.7004979 0.5279262 0.5581007 0.5513605 0.5546946
[15] 0.5161837 0.6097295 0.5067370 0.5034013 0.5999383 0.5332749 0.4807181
[22] 0.6798313 0.6165431 0.5999383 0.7779147 0.5938738 0.6655329 0.6550868
[29] 0.6173393 0.7039355 0.7039355 0.7478727 0.5957820 0.7021776 0.5672443
[36] 0.6087334 0.5146316 0.5034013 0.5895097 0.7588943 0.6687631 0.6833148
[43] 0.5910448 0.5407933 0.6227349 0.8119943 0.6276360 0.6399538 0.5975857
[50] 0.5863973 0.7350271 0.5938738 0.5877695 0.5512501 0.5247584 0.5841749
[57] 0.5919259 0.8136709 0.5877695 0.6235232 0.6655329 0.5117239 0.5812990
[64] 0.7363415 0.7570300 0.6329186 0.6993860 0.7017279 0.6625159 0.4767569
CV for variance ratio estimate using  70  markers is  0.001904197  >  0.001 
try  80  markers
162 th marker in geno  1 
MAC:  76 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 1 2 1 2 0 1 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1201 22 22_16975883_A_C  0 16975883  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1697
iter from getPCG1ofSigmaAndVector 1
AC  4240 
S is  2.469072e-24 
var1 is  2.590711e-10 
p_exact  1 
var2sparseGRM Here  2.61604e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4240 
var1  2.590711e-10 
var2null  2.590712e-10 
var2null_noXadj  5.434031e-10 
293 th marker in geno  1 
MAC:  50 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 1 0 0 1 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2318 22 22_17196323_C_CA  0 17196323  C CA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2570
iter from getPCG1ofSigmaAndVector 1
AC  2601 
S is  1.701415e-26 
var1 is  2.612498e-10 
p_exact  1 
var2sparseGRM Here  2.626044e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2601 
var1  2.612498e-10 
var2null  2.612498e-10 
var2null_noXadj  3.785884e-10 
27 th marker in geno  1 
MAC:  60 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 1 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1               V2 V3       V4 V5 V6
246 22 22_16705760_TA_T  0 16705760 TA  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1725
iter from getPCG1ofSigmaAndVector 1
AC  3581 
S is  2.79279e-24 
var1 is  2.283352e-10 
p_exact  1 
var2sparseGRM Here  2.300741e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3581 
var1  2.283352e-10 
var2null  2.283352e-10 
var2null_noXadj  3.911526e-10 
58 th marker in geno  1 
MAC:  33 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 1 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
477 22 22_16788186_C_T  0 16788186  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2719
iter from getPCG1ofSigmaAndVector 1
AC  2037 
S is  -6.13393e-25 
var1 is  1.345854e-10 
p_exact  1 
var2sparseGRM Here  1.381819e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2037 
var1  1.345854e-10 
var2null  1.345855e-10 
var2null_noXadj  2.274347e-10 
48 th marker in geno  1 
MAC:  56 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 1 1 0 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1               V2 V3       V4 V5 V6
384 22 22_16747765_CT_C  0 16747765 CT  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2030
iter from getPCG1ofSigmaAndVector 1
AC  3386 
S is  -2.328301e-24 
var1 is  2.714608e-10 
p_exact  1 
var2sparseGRM Here  2.792879e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3386 
var1  2.714608e-10 
var2null  2.714608e-10 
var2null_noXadj  4.518904e-10 
127 th marker in geno  1 
MAC:  22 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
930 22 22_16908129_T_A  0 16908129  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3763
iter from getPCG1ofSigmaAndVector 1
AC  997 
S is  -3.736045e-26 
var1 is  8.861294e-11 
p_exact  1 
var2sparseGRM Here  8.945318e-11 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  997 
var1  8.861294e-11 
var2null  8.861295e-11 
var2null_noXadj  1.499259e-10 
367 th marker in geno  1 
MAC:  69 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 0 1 1 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2842 22 22_17307364_G_A  0 17307364  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2134
iter from getPCG1ofSigmaAndVector 1
AC  3295 
S is  -1.927951e-24 
var1 is  2.246564e-10 
p_exact  1 
var2sparseGRM Here  2.265091e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3295 
var1  2.246564e-10 
var2null  2.246564e-10 
var2null_noXadj  4.431122e-10 
123 th marker in geno  1 
MAC:  20 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 1 1 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1               V2 V3       V4 V5 V6
886 22 22_16886615_AT_A  0 16886615 AT  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3877
iter from getPCG1ofSigmaAndVector 1
AC  955 
S is  3.395257e-26 
var1 is  1.030316e-10 
p_exact  1 
var2sparseGRM Here  1.049041e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  955 
var1  1.030316e-10 
var2null  1.030316e-10 
var2null_noXadj  1.720337e-10 
94 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 1 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
686 22 22_16839591_T_C  0 16839591  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3928
iter from getPCG1ofSigmaAndVector 1
AC  910 
S is  -1.178874e-26 
var1 is  1.200331e-10 
p_exact  1 
var2sparseGRM Here  1.222802e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  910 
var1  1.200331e-10 
var2null  1.200331e-10 
var2null_noXadj  1.816556e-10 
279 th marker in geno  1 
MAC:  27 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 1 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2242 22 22_17184523_T_C  0 17184523  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3571
iter from getPCG1ofSigmaAndVector 1
AC  1297 
S is  -1.635782e-25 
var1 is  9.890445e-11 
p_exact  1 
var2sparseGRM Here  9.989264e-11 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1297 
var1  9.890445e-11 
var2null  9.890446e-11 
var2null_noXadj  2.193226e-10 
[1] "varRatio_NULL_vec"
 [1] 0.9999999 0.9999999 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999999 0.9999998 1.0000000 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 0.9999998 0.9999999
[29] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 0.9999999
[36] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
[43] 0.9999999 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
[57] 0.9999999 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999997
[64] 1.0000000 1.0000000 0.9999999 1.0000000 0.9999998 1.0000000 1.0000000
[71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999999 1.0000000
[78] 1.0000000 0.9999999 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7244184 0.6144269 0.7172815 0.4767569 0.5678297 0.5877695 0.6250880
 [8] 0.5994013 0.5314215 0.7004979 0.5279262 0.5581007 0.5513605 0.5546946
[15] 0.5161837 0.6097295 0.5067370 0.5034013 0.5999383 0.5332749 0.4807181
[22] 0.6798313 0.6165431 0.5999383 0.7779147 0.5938738 0.6655329 0.6550868
[29] 0.6173393 0.7039355 0.7039355 0.7478727 0.5957820 0.7021776 0.5672443
[36] 0.6087334 0.5146316 0.5034013 0.5895097 0.7588943 0.6687631 0.6833148
[43] 0.5910448 0.5407933 0.6227349 0.8119943 0.6276360 0.6399538 0.5975857
[50] 0.5863973 0.7350271 0.5938738 0.5877695 0.5512501 0.5247584 0.5841749
[57] 0.5919259 0.8136709 0.5877695 0.6235232 0.6655329 0.5117239 0.5812990
[64] 0.7363415 0.7570300 0.6329186 0.6993860 0.7017279 0.6625159 0.4767569
[71] 0.4767569 0.6900629 0.5837497 0.5917542 0.6007226 0.5910448 0.5069967
[78] 0.5989036 0.6607730 0.4509542
CV for variance ratio estimate using  80  markers is  0.001681503  >  0.001 
try  90  markers
236 th marker in geno  1 
MAC:  45 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 1 1 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1864 22 22_17131854_G_A  0 17131854  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2673
iter from getPCG1ofSigmaAndVector 1
AC  2610 
S is  -5.754772e-25 
var1 is  2.376155e-10 
p_exact  1 
var2sparseGRM Here  2.390787e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2610 
var1  2.376155e-10 
var2null  2.376155e-10 
var2null_noXadj  4.263398e-10 
450 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3566 22 22_17448910_C_T  0 17448910  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3425
iter from getPCG1ofSigmaAndVector 1
AC  1741 
S is  2.247342e-25 
var1 is  2.174521e-10 
p_exact  1 
var2sparseGRM Here  2.191694e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1741 
var1  2.174521e-10 
var2null  2.174522e-10 
var2null_noXadj  3.624575e-10 
166 th marker in geno  1 
MAC:  30 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1369 22 22_17014255_C_T  0 17014255  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3439
iter from getPCG1ofSigmaAndVector 1
AC  1365 
S is  2.031853e-25 
var1 is  1.419522e-10 
p_exact  1 
var2sparseGRM Here  1.440446e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1365 
var1  1.419522e-10 
var2null  1.419522e-10 
var2null_noXadj  2.013646e-10 
413 th marker in geno  1 
MAC:  93 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 2 1 2 1 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
3251 22 22_17406562_G_A  0 17406562  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 909
iter from getPCG1ofSigmaAndVector 1
AC  4494 
S is  5.996176e-24 
var1 is  2.129055e-10 
p_exact  1 
var2sparseGRM Here  2.173729e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4494 
var1  2.129055e-10 
var2null  2.129055e-10 
var2null_noXadj  2.896567e-10 
68 th marker in geno  1 
MAC:  27 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 1 0 0 1 0 0 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1                V2 V3       V4 V5  V6
543 22 22_16806309_C_CAT  0 16806309  C CAT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3557
iter from getPCG1ofSigmaAndVector 1
AC  1211 
S is  -1.911568e-26 
var1 is  1.13045e-10 
p_exact  1 
var2sparseGRM Here  1.163936e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1211 
var1  1.13045e-10 
var2null  1.13045e-10 
var2null_noXadj  1.743132e-10 
276 th marker in geno  1 
MAC:  81 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 1 0 1 1 1 1 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2207 22 22_17179611_C_G  0 17179611  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 980
iter from getPCG1ofSigmaAndVector 1
AC  4237 
S is  1.226609e-24 
var1 is  1.891769e-10 
p_exact  1 
var2sparseGRM Here  1.916048e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4237 
var1  1.891769e-10 
var2null  1.891769e-10 
var2null_noXadj  2.659439e-10 
25 th marker in geno  1 
MAC:  86 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 0 0 0 0 0 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
    V1              V2 V3       V4 V5 V6
226 22 22_16697442_G_T  0 16697442  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 995
iter from getPCG1ofSigmaAndVector 1
AC  4722 
S is  7.140832e-24 
var1 is  2.376063e-10 
p_exact  1 
var2sparseGRM Here  2.4055e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4722 
var1  2.376063e-10 
var2null  2.376063e-10 
var2null_noXadj  3.868031e-10 
182 th marker in geno  1 
MAC:  34 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1525 22 22_17049480_A_G  0 17049480  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3708
iter from getPCG1ofSigmaAndVector 1
AC  1083 
S is  2.45645e-25 
var1 is  9.612722e-11 
p_exact  1 
var2sparseGRM Here  9.715822e-11 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1083 
var1  9.612722e-11 
var2null  9.612724e-11 
var2null_noXadj  1.81562e-10 
175 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 0 0 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1479 22 22_17037865_G_T  0 17037865  G  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3246
iter from getPCG1ofSigmaAndVector 1
AC  1567 
S is  -7.20047e-25 
var1 is  1.299618e-10 
p_exact  1 
var2sparseGRM Here  1.303818e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1567 
var1  1.299618e-10 
var2null  1.299618e-10 
var2null_noXadj  2.211101e-10 
85 th marker in geno  1 
MAC:  81 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 1 1 1 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
629 22 22_16825380_G_A  0 16825380  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2051
iter from getPCG1ofSigmaAndVector 1
AC  3270 
S is  1.246703e-24 
var1 is  2.374659e-10 
p_exact  1 
var2sparseGRM Here  2.391828e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3270 
var1  2.374659e-10 
var2null  2.374659e-10 
var2null_noXadj  4.199451e-10 
[1] "varRatio_NULL_vec"
 [1] 0.9999999 0.9999999 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
 [8] 0.9999999 0.9999999 0.9999999 0.9999998 1.0000000 1.0000000 1.0000000
[15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
[22] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 0.9999998 0.9999999
[29] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 0.9999999
[36] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
[43] 0.9999999 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
[50] 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
[57] 0.9999999 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999997
[64] 1.0000000 1.0000000 0.9999999 1.0000000 0.9999998 1.0000000 1.0000000
[71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999999 1.0000000
[78] 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
[85] 1.0000000 1.0000000 0.9999999 0.9999999 1.0000000 1.0000000
[1] "varRatio_NULL_noXadj_vec"
 [1] 0.7244184 0.6144269 0.7172815 0.4767569 0.5678297 0.5877695 0.6250880
 [8] 0.5994013 0.5314215 0.7004979 0.5279262 0.5581007 0.5513605 0.5546946
[15] 0.5161837 0.6097295 0.5067370 0.5034013 0.5999383 0.5332749 0.4807181
[22] 0.6798313 0.6165431 0.5999383 0.7779147 0.5938738 0.6655329 0.6550868
[29] 0.6173393 0.7039355 0.7039355 0.7478727 0.5957820 0.7021776 0.5672443
[36] 0.6087334 0.5146316 0.5034013 0.5895097 0.7588943 0.6687631 0.6833148
[43] 0.5910448 0.5407933 0.6227349 0.8119943 0.6276360 0.6399538 0.5975857
[50] 0.5863973 0.7350271 0.5938738 0.5877695 0.5512501 0.5247584 0.5841749
[57] 0.5919259 0.8136709 0.5877695 0.6235232 0.6655329 0.5117239 0.5812990
[64] 0.7363415 0.7570300 0.6329186 0.6993860 0.7017279 0.6625159 0.4767569
[71] 0.4767569 0.6900629 0.5837497 0.5917542 0.6007226 0.5910448 0.5069967
[78] 0.5989036 0.6607730 0.4509542 0.5573382 0.5999383 0.7049514 0.7350271
[85] 0.6485165 0.7113415 0.6142823 0.5294457 0.5877695 0.5654688
CV for variance ratio estimate using  90  markers is  0.001465559  >  0.001 
try  100  markers
57 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
470 22 22_16785735_A_C  0 16785735  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2722
iter from getPCG1ofSigmaAndVector 1
AC  2034 
S is  -7.276958e-25 
var1 is  1.346388e-10 
p_exact  1 
var2sparseGRM Here  1.382511e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2034 
var1  1.346388e-10 
var2null  1.346388e-10 
var2null_noXadj  2.290779e-10 
86 th marker in geno  1 
MAC:  90 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 1 1 0 0 1 1 2 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1                 V2 V3       V4 V5   V6
630 22 22_16826051_T_TAAC  0 16826051  T TAAC
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1247
iter from getPCG1ofSigmaAndVector 1
AC  4562 
S is  6.170483e-24 
var1 is  2.502709e-10 
p_exact  1 
var2sparseGRM Here  2.573882e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4562 
var1  2.502709e-10 
var2null  2.502709e-10 
var2null_noXadj  4.509634e-10 
482 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3961 22 22_17519297_T_G  0 17519297  T  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2709
iter from getPCG1ofSigmaAndVector 1
AC  2224 
S is  -9.174011e-25 
var1 is  1.564245e-10 
p_exact  1 
var2sparseGRM Here  1.582023e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2224 
var1  1.564245e-10 
var2null  1.564246e-10 
var2null_noXadj  2.943512e-10 
205 th marker in geno  1 
MAC:  20 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1                V2 V3       V4  V5 V6
1706 22 22_17100141_TAA_T  0 17100141 TAA  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3791
iter from getPCG1ofSigmaAndVector 1
AC  965 
S is  2.057728e-25 
var1 is  9.526261e-11 
p_exact  1 
var2sparseGRM Here  1.004132e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  965 
var1  9.526261e-11 
var2null  9.526262e-11 
var2null_noXadj  1.445651e-10 
240 th marker in geno  1 
MAC:  65 
[1] "length(G0)   aaaaa"
[1] 100
G0 2 1 2 2 1 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 2 2 2 2 2 2 2 2 2 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1915 22 22_17137274_C_G  0 17137274  C  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2388
iter from getPCG1ofSigmaAndVector 1
AC  2606 
S is  2.387282e-25 
var1 is  2.053662e-10 
p_exact  1 
var2sparseGRM Here  2.084404e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2606 
var1  2.053662e-10 
var2null  2.053663e-10 
var2null_noXadj  3.219937e-10 
148 th marker in geno  1 
MAC:  64 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 1 2 0 0 0 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1078 22 22_16947190_T_C  0 16947190  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1816
iter from getPCG1ofSigmaAndVector 1
AC  3711 
S is  -5.106265e-25 
var1 is  2.541569e-10 
p_exact  1 
var2sparseGRM Here  2.565105e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3711 
var1  2.541569e-10 
var2null  2.541569e-10 
var2null_noXadj  4.580809e-10 
484 th marker in geno  1 
MAC:  38 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3973 22 22_17521351_T_A  0 17521351  T  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2709
iter from getPCG1ofSigmaAndVector 1
AC  2224 
S is  -9.174011e-25 
var1 is  1.564245e-10 
p_exact  1 
var2sparseGRM Here  1.582023e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2224 
var1  1.564245e-10 
var2null  1.564246e-10 
var2null_noXadj  2.943512e-10 
141 th marker in geno  1 
MAC:  64 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 2 1 0 2 0 0 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1005 22 22_16931326_A_G  0 16931326  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2194
iter from getPCG1ofSigmaAndVector 1
AC  2914 
S is  -6.616839e-25 
var1 is  2.589683e-10 
p_exact  1 
var2sparseGRM Here  2.612363e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2914 
var1  2.589683e-10 
var2null  2.589683e-10 
var2null_noXadj  3.455574e-10 
56 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
457 22 22_16781299_C_T  0 16781299  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2722
iter from getPCG1ofSigmaAndVector 1
AC  2034 
S is  -7.276958e-25 
var1 is  1.346388e-10 
p_exact  1 
var2sparseGRM Here  1.382511e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2034 
var1  1.346388e-10 
var2null  1.346388e-10 
var2null_noXadj  2.290779e-10 
363 th marker in geno  1 
MAC:  89 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 1 2 1 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2808 22 22_17303033_G_A  0 17303033  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1531
iter from getPCG1ofSigmaAndVector 1
AC  4283 
S is  3.385387e-24 
var1 is  2.534798e-10 
p_exact  1 
var2sparseGRM Here  2.551599e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4283 
var1  2.534798e-10 
var2null  2.534798e-10 
var2null_noXadj  4.775926e-10 
[1] "varRatio_NULL_vec"
  [1] 0.9999999 0.9999999 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999999 0.9999998 1.0000000 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 0.9999998 0.9999999
 [29] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 0.9999999
 [36] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
 [43] 0.9999999 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
 [57] 0.9999999 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999997
 [64] 1.0000000 1.0000000 0.9999999 1.0000000 0.9999998 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999999 1.0000000
 [78] 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 1.0000000 1.0000000 0.9999999 0.9999999 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 0.9999999 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 0.9999999
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7244184 0.6144269 0.7172815 0.4767569 0.5678297 0.5877695 0.6250880
  [8] 0.5994013 0.5314215 0.7004979 0.5279262 0.5581007 0.5513605 0.5546946
 [15] 0.5161837 0.6097295 0.5067370 0.5034013 0.5999383 0.5332749 0.4807181
 [22] 0.6798313 0.6165431 0.5999383 0.7779147 0.5938738 0.6655329 0.6550868
 [29] 0.6173393 0.7039355 0.7039355 0.7478727 0.5957820 0.7021776 0.5672443
 [36] 0.6087334 0.5146316 0.5034013 0.5895097 0.7588943 0.6687631 0.6833148
 [43] 0.5910448 0.5407933 0.6227349 0.8119943 0.6276360 0.6399538 0.5975857
 [50] 0.5863973 0.7350271 0.5938738 0.5877695 0.5512501 0.5247584 0.5841749
 [57] 0.5919259 0.8136709 0.5877695 0.6235232 0.6655329 0.5117239 0.5812990
 [64] 0.7363415 0.7570300 0.6329186 0.6993860 0.7017279 0.6625159 0.4767569
 [71] 0.4767569 0.6900629 0.5837497 0.5917542 0.6007226 0.5910448 0.5069967
 [78] 0.5989036 0.6607730 0.4509542 0.5573382 0.5999383 0.7049514 0.7350271
 [85] 0.6485165 0.7113415 0.6142823 0.5294457 0.5877695 0.5654688 0.5877424
 [92] 0.5549693 0.5314215 0.6589600 0.6377957 0.5548297 0.5314215 0.7494220
 [99] 0.5877424 0.5307448
CV for variance ratio estimate using  100  markers is  0.001307151  >  0.001 
try  110  markers
91 th marker in geno  1 
MAC:  41 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
671 22 22_16836343_A_C  0 16836343  A  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3691
iter from getPCG1ofSigmaAndVector 1
AC  1335 
S is  1.540172e-25 
var1 is  2.001295e-10 
p_exact  1 
var2sparseGRM Here  2.07046e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1335 
var1  2.001295e-10 
var2null  2.001296e-10 
var2null_noXadj  2.94594e-10 
344 th marker in geno  1 
MAC:  29 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 1 1 0 0 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1                     V2 V3       V4 V5       V6
2642 22 22_17250567_T_TAAAATAA  0 17250567  T TAAAATAA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3527
iter from getPCG1ofSigmaAndVector 1
AC  1259 
S is  1.410736e-25 
var1 is  1.182098e-10 
p_exact  1 
var2sparseGRM Here  1.194952e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1259 
var1  1.182098e-10 
var2null  1.182098e-10 
var2null_noXadj  1.863129e-10 
253 th marker in geno  1 
MAC:  48 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 1 1 0 0 0 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2036 22 22_17161022_A_G  0 17161022  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2780
iter from getPCG1ofSigmaAndVector 1
AC  2540 
S is  -1.621854e-24 
var1 is  3.019687e-10 
p_exact  1 
var2sparseGRM Here  3.050987e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2540 
var1  3.019687e-10 
var2null  3.019687e-10 
var2null_noXadj  4.360244e-10 
322 th marker in geno  1 
MAC:  37 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 1 1 1 0 0 1 1 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2485 22 22_17221690_T_C  0 17221690  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2825
iter from getPCG1ofSigmaAndVector 1
AC  2776 
S is  -7.184819e-25 
var1 is  2.628984e-10 
p_exact  1 
var2sparseGRM Here  2.652915e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2776 
var1  2.628984e-10 
var2null  2.628984e-10 
var2null_noXadj  5.71731e-10 
438 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
3507 22 22_17441603_A_AC  0 17441603  A AC
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3425
iter from getPCG1ofSigmaAndVector 1
AC  1741 
S is  2.247342e-25 
var1 is  2.174521e-10 
p_exact  1 
var2sparseGRM Here  2.191694e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1741 
var1  2.174521e-10 
var2null  2.174522e-10 
var2null_noXadj  3.624575e-10 
518 th marker in geno  1 
MAC:  77 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 2 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
4231 22 22_17572793_C_T  0 17572793  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2192
iter from getPCG1ofSigmaAndVector 1
AC  3456 
S is  -2.422598e-24 
var1 is  2.672987e-10 
p_exact  1 
var2sparseGRM Here  2.696096e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3456 
var1  2.672987e-10 
var2null  2.672987e-10 
var2null_noXadj  5.152126e-10 
52 th marker in geno  1 
MAC:  51 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 1 0 1 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
449 22 22_16769333_T_C  0 16769333  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2221
iter from getPCG1ofSigmaAndVector 1
AC  2799 
S is  1.194272e-24 
var1 is  2.095501e-10 
p_exact  1 
var2sparseGRM Here  2.164418e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2799 
var1  2.095501e-10 
var2null  2.095501e-10 
var2null_noXadj  3.211035e-10 
195 th marker in geno  1 
MAC:  35 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 2 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1607 22 22_17066270_C_A  0 17066270  C  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2986
iter from getPCG1ofSigmaAndVector 1
AC  2053 
S is  -4.750836e-25 
var1 is  1.907702e-10 
p_exact  1 
var2sparseGRM Here  1.943832e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2053 
var1  1.907702e-10 
var2null  1.907702e-10 
var2null_noXadj  3.301524e-10 
504 th marker in geno  1 
MAC:  82 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 1 0 0 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
     V1              V2 V3       V4 V5 V6
4156 22 22_17556556_G_A  0 17556556  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1761
iter from getPCG1ofSigmaAndVector 1
AC  3979 
S is  2.406845e-24 
var1 is  2.658303e-10 
p_exact  1 
var2sparseGRM Here  2.678258e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3979 
var1  2.658303e-10 
var2null  2.658304e-10 
var2null_noXadj  4.92524e-10 
204 th marker in geno  1 
MAC:  100 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 1 0 1 2 1 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1685 22 22_17092382_A_G  0 17092382  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1299
iter from getPCG1ofSigmaAndVector 1
AC  4534 
S is  4.960048e-24 
var1 is  2.135156e-10 
p_exact  1 
var2sparseGRM Here  2.151408e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4534 
var1  2.135156e-10 
var2null  2.135156e-10 
var2null_noXadj  4.47335e-10 
[1] "varRatio_NULL_vec"
  [1] 0.9999999 0.9999999 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999999 0.9999998 1.0000000 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 0.9999998 0.9999999
 [29] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 0.9999999
 [36] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
 [43] 0.9999999 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
 [57] 0.9999999 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999997
 [64] 1.0000000 1.0000000 0.9999999 1.0000000 0.9999998 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999999 1.0000000
 [78] 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 1.0000000 1.0000000 0.9999999 0.9999999 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 0.9999999 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 0.9999999 0.9999999 0.9999999 1.0000000 0.9999999 1.0000000
[106] 0.9999998 1.0000000 0.9999999 0.9999998 0.9999999
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7244184 0.6144269 0.7172815 0.4767569 0.5678297 0.5877695 0.6250880
  [8] 0.5994013 0.5314215 0.7004979 0.5279262 0.5581007 0.5513605 0.5546946
 [15] 0.5161837 0.6097295 0.5067370 0.5034013 0.5999383 0.5332749 0.4807181
 [22] 0.6798313 0.6165431 0.5999383 0.7779147 0.5938738 0.6655329 0.6550868
 [29] 0.6173393 0.7039355 0.7039355 0.7478727 0.5957820 0.7021776 0.5672443
 [36] 0.6087334 0.5146316 0.5034013 0.5895097 0.7588943 0.6687631 0.6833148
 [43] 0.5910448 0.5407933 0.6227349 0.8119943 0.6276360 0.6399538 0.5975857
 [50] 0.5863973 0.7350271 0.5938738 0.5877695 0.5512501 0.5247584 0.5841749
 [57] 0.5919259 0.8136709 0.5877695 0.6235232 0.6655329 0.5117239 0.5812990
 [64] 0.7363415 0.7570300 0.6329186 0.6993860 0.7017279 0.6625159 0.4767569
 [71] 0.4767569 0.6900629 0.5837497 0.5917542 0.6007226 0.5910448 0.5069967
 [78] 0.5989036 0.6607730 0.4509542 0.5573382 0.5999383 0.7049514 0.7350271
 [85] 0.6485165 0.7113415 0.6142823 0.5294457 0.5877695 0.5654688 0.5877424
 [92] 0.5549693 0.5314215 0.6589600 0.6377957 0.5548297 0.5314215 0.7494220
 [99] 0.5877424 0.5307448 0.6793402 0.6344690 0.6925500 0.4598288 0.5999383
[106] 0.5188123 0.6525936 0.5778247 0.5397307 0.4773059
CV for variance ratio estimate using  110  markers is  0.00119768  >  0.001 
try  120  markers
515 th marker in geno  1 
MAC:  50 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 0 0 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
4216 22 22_17570663_A_G  0 17570663  A  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2496
iter from getPCG1ofSigmaAndVector 1
AC  2660 
S is  8.508591e-25 
var1 is  1.696682e-10 
p_exact  1 
var2sparseGRM Here  1.741264e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2660 
var1  1.696682e-10 
var2null  1.696682e-10 
var2null_noXadj  3.727302e-10 
44 th marker in geno  1 
MAC:  30 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 0 1 2 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
362 22 22_16743136_G_A  0 16743136  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3226
iter from getPCG1ofSigmaAndVector 1
AC  1676 
S is  2.875366e-25 
var1 is  1.867757e-10 
p_exact  1 
var2sparseGRM Here  1.929035e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1676 
var1  1.867757e-10 
var2null  1.867757e-10 
var2null_noXadj  2.603938e-10 
286 th marker in geno  1 
MAC:  64 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 2 1 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2276 22 22_17188516_G_C  0 17188516  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2273
iter from getPCG1ofSigmaAndVector 1
AC  3373 
S is  3.079208e-25 
var1 is  2.787202e-10 
p_exact  1 
var2sparseGRM Here  2.827462e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3373 
var1  2.787202e-10 
var2null  2.787202e-10 
var2null_noXadj  5.229961e-10 
213 th marker in geno  1 
MAC:  63 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 2 0 0 0 0 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
     V1                 V2 V3       V4   V5 V6
1732 22 22_17106856_GGGC_G  0 17106856 GGGC  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2932
iter from getPCG1ofSigmaAndVector 1
AC  2045 
S is  -2.976593e-25 
var1 is  2.162227e-10 
p_exact  1 
var2sparseGRM Here  2.172737e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2045 
var1  2.162227e-10 
var2null  2.162227e-10 
var2null_noXadj  3.378065e-10 
93 th marker in geno  1 
MAC:  85 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 1 0 1 0 1 2 2 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
681 22 22_16839471_A_T  0 16839471  A  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1500
iter from getPCG1ofSigmaAndVector 1
AC  3900 
S is  6.249924e-25 
var1 is  2.294961e-10 
p_exact  1 
var2sparseGRM Here  2.376669e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3900 
var1  2.294961e-10 
var2null  2.294962e-10 
var2null_noXadj  3.742329e-10 
59 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 1 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
481 22 22_16790535_G_A  0 16790535  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2722
iter from getPCG1ofSigmaAndVector 1
AC  2034 
S is  -7.276958e-25 
var1 is  1.346388e-10 
p_exact  1 
var2sparseGRM Here  1.382511e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2034 
var1  1.346388e-10 
var2null  1.346388e-10 
var2null_noXadj  2.290779e-10 
256 th marker in geno  1 
MAC:  41 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 1 1 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
2062 22 22_17166972_T_G  0 17166972  T  G
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3121
iter from getPCG1ofSigmaAndVector 1
AC  2121 
S is  1.406381e-25 
var1 is  2.57869e-10 
p_exact  1 
var2sparseGRM Here  2.604264e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2121 
var1  2.57869e-10 
var2null  2.57869e-10 
var2null_noXadj  4.040096e-10 
346 th marker in geno  1 
MAC:  33 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 0 1 0 0 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1               V2 V3       V4 V5 V6
2657 22 22_17251532_C_CA  0 17251532  C CA
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3312
iter from getPCG1ofSigmaAndVector 1
AC  1510 
S is  -2.376428e-25 
var1 is  1.455526e-10 
p_exact  1 
var2sparseGRM Here  1.464983e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1510 
var1  1.455526e-10 
var2null  1.455527e-10 
var2null_noXadj  2.188832e-10 
335 th marker in geno  1 
MAC:  66 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 0 1 1 1 2 0 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
     V1              V2 V3       V4 V5 V6
2588 22 22_17243159_C_A  0 17243159  C  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2342
iter from getPCG1ofSigmaAndVector 1
AC  2794 
S is  -1.199321e-24 
var1 is  2.208876e-10 
p_exact  1 
var2sparseGRM Here  2.263955e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2794 
var1  2.208876e-10 
var2null  2.208877e-10 
var2null_noXadj  3.654352e-10 
109 th marker in geno  1 
MAC:  31 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 0 0 0 1 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
801 22 22_16864232_G_A  0 16864232  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3687
iter from getPCG1ofSigmaAndVector 1
AC  1151 
S is  -1.629006e-25 
var1 is  1.113399e-10 
p_exact  1 
var2sparseGRM Here  1.143525e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1151 
var1  1.113399e-10 
var2null  1.113399e-10 
var2null_noXadj  1.977362e-10 
[1] "varRatio_NULL_vec"
  [1] 0.9999999 0.9999999 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999999 0.9999998 1.0000000 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 0.9999998 0.9999999
 [29] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 0.9999999
 [36] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
 [43] 0.9999999 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
 [57] 0.9999999 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999997
 [64] 1.0000000 1.0000000 0.9999999 1.0000000 0.9999998 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999999 1.0000000
 [78] 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 1.0000000 1.0000000 0.9999999 0.9999999 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 0.9999999 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 0.9999999 0.9999999 0.9999999 1.0000000 0.9999999 1.0000000
[106] 0.9999998 1.0000000 0.9999999 0.9999998 0.9999999 1.0000000 1.0000000
[113] 1.0000000 0.9999999 0.9999999 1.0000000 1.0000000 0.9999998 1.0000000
[120] 0.9999999
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7244184 0.6144269 0.7172815 0.4767569 0.5678297 0.5877695 0.6250880
  [8] 0.5994013 0.5314215 0.7004979 0.5279262 0.5581007 0.5513605 0.5546946
 [15] 0.5161837 0.6097295 0.5067370 0.5034013 0.5999383 0.5332749 0.4807181
 [22] 0.6798313 0.6165431 0.5999383 0.7779147 0.5938738 0.6655329 0.6550868
 [29] 0.6173393 0.7039355 0.7039355 0.7478727 0.5957820 0.7021776 0.5672443
 [36] 0.6087334 0.5146316 0.5034013 0.5895097 0.7588943 0.6687631 0.6833148
 [43] 0.5910448 0.5407933 0.6227349 0.8119943 0.6276360 0.6399538 0.5975857
 [50] 0.5863973 0.7350271 0.5938738 0.5877695 0.5512501 0.5247584 0.5841749
 [57] 0.5919259 0.8136709 0.5877695 0.6235232 0.6655329 0.5117239 0.5812990
 [64] 0.7363415 0.7570300 0.6329186 0.6993860 0.7017279 0.6625159 0.4767569
 [71] 0.4767569 0.6900629 0.5837497 0.5917542 0.6007226 0.5910448 0.5069967
 [78] 0.5989036 0.6607730 0.4509542 0.5573382 0.5999383 0.7049514 0.7350271
 [85] 0.6485165 0.7113415 0.6142823 0.5294457 0.5877695 0.5654688 0.5877424
 [92] 0.5549693 0.5314215 0.6589600 0.6377957 0.5548297 0.5314215 0.7494220
 [99] 0.5877424 0.5307448 0.6793402 0.6344690 0.6925500 0.4598288 0.5999383
[106] 0.5188123 0.6525936 0.5778247 0.5397307 0.4773059 0.4552038 0.7172815
[113] 0.5329297 0.6400785 0.6132442 0.5877424 0.6382745 0.6649785 0.6044509
[120] 0.5630728
CV for variance ratio estimate using  120  markers is  0.001087712  >  0.001 
try  130  markers
442 th marker in geno  1 
MAC:  39 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 1 1 2 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3521 22 22_17443691_C_T  0 17443691  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3425
iter from getPCG1ofSigmaAndVector 1
AC  1741 
S is  2.247342e-25 
var1 is  2.174521e-10 
p_exact  1 
var2sparseGRM Here  2.191694e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1741 
var1  2.174521e-10 
var2null  2.174522e-10 
var2null_noXadj  3.624575e-10 
203 th marker in geno  1 
MAC:  69 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 1 0 1 2 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
     V1              V2 V3       V4 V5 V6
1679 22 22_17090465_G_A  0 17090465  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2199
iter from getPCG1ofSigmaAndVector 1
AC  3353 
S is  -2.252356e-24 
var1 is  3.233625e-10 
p_exact  1 
var2sparseGRM Here  3.292601e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3353 
var1  3.233625e-10 
var2null  3.233625e-10 
var2null_noXadj  4.851515e-10 
392 th marker in geno  1 
MAC:  92 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 1 1 2 1 1 2 1 1 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
3032 22 22_17352210_T_C  0 17352210  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1358
iter from getPCG1ofSigmaAndVector 1
AC  4615 
S is  5.537273e-24 
var1 is  3.113248e-10 
p_exact  1 
var2sparseGRM Here  3.143912e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  4615 
var1  3.113248e-10 
var2null  3.113249e-10 
var2null_noXadj  4.918876e-10 
294 th marker in geno  1 
MAC:  98 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 2 1 2 2 1 2 1 2 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
2319 22 22_17196809_C_T  0 17196809  C  T
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1689
iter from getPCG1ofSigmaAndVector 1
AC  3849 
S is  1.217421e-24 
var1 is  2.325055e-10 
p_exact  1 
var2sparseGRM Here  2.341887e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3849 
var1  2.325055e-10 
var2null  2.325056e-10 
var2null_noXadj  4.5484e-10 
154 th marker in geno  1 
MAC:  56 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 1 0 0 0 0 1 1 1 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1100 22 22_16954034_G_C  0 16954034  G  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2218
iter from getPCG1ofSigmaAndVector 1
AC  2784 
S is  4.015618e-25 
var1 is  1.717806e-10 
p_exact  1 
var2sparseGRM Here  1.733238e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  2784 
var1  1.717806e-10 
var2null  1.717807e-10 
var2null_noXadj  3.098955e-10 
80 th marker in geno  1 
MAC:  81 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 1 1 1 1 1 0 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
612 22 22_16822150_T_C  0 16822150  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 2051
iter from getPCG1ofSigmaAndVector 1
AC  3270 
S is  1.246703e-24 
var1 is  2.374659e-10 
p_exact  1 
var2sparseGRM Here  2.391828e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3270 
var1  2.374659e-10 
var2null  2.374659e-10 
var2null_noXadj  4.199451e-10 
243 th marker in geno  1 
MAC:  32 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 1 0 0 0 1 1 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 1 
CHR  22 
     V1              V2 V3       V4 V5 V6
1948 22 22_17145775_T_C  0 17145775  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3327
iter from getPCG1ofSigmaAndVector 1
AC  1541 
S is  1.447213e-25 
var1 is  1.178413e-10 
p_exact  1 
var2sparseGRM Here  1.184987e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1541 
var1  1.178413e-10 
var2null  1.178413e-10 
var2null_noXadj  2.378183e-10 
296 th marker in geno  1 
MAC:  27 
[1] "length(G0)   aaaaa"
[1] 100
G0 0 0 0 1 0 0 0 0 0 0 
[1] 4756  100
[1] 100
G0 0 0 0 0 0 0 0 0 0 0 
CHR  22 
     V1               V2 V3       V4 V5 V6
2323 22 22_17197269_C_CT  0 17197269  C CT
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3283
iter from getPCG1ofSigmaAndVector 1
AC  1503 
S is  -7.842413e-25 
var1 is  1.476646e-10 
p_exact  1 
var2sparseGRM Here  1.495282e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1503 
var1  1.476646e-10 
var2null  1.476646e-10 
var2null_noXadj  2.055804e-10 
35 th marker in geno  1 
MAC:  23 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 0 0 2 0 1 2 0 1 0 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 0 
CHR  22 
    V1              V2 V3       V4 V5 V6
294 22 22_16724268_T_C  0 16724268  T  C
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 3626
iter from getPCG1ofSigmaAndVector 1
AC  1168 
S is  -6.594877e-26 
var1 is  1.191615e-10 
p_exact  1 
var2sparseGRM Here  1.211955e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  1168 
var1  1.191615e-10 
var2null  1.191615e-10 
var2null_noXadj  1.79862e-10 
100 th marker in geno  1 
MAC:  84 
[1] "length(G0)   aaaaa"
[1] 100
G0 1 2 1 0 1 0 1 2 2 1 
[1] 4756  100
[1] 100
G0 1 1 1 1 1 1 1 1 1 2 
CHR  22 
    V1              V2 V3       V4 V5 V6
743 22 22_16851949_G_A  0 16851949  G  A
[1] "length(G0)"
[1] 4756
[1] "length(NAset)"
[1] 1514
iter from getPCG1ofSigmaAndVector 1
AC  3886 
S is  6.462222e-25 
var1 is  2.308409e-10 
p_exact  1 
var2sparseGRM Here  2.391416e-10 
mu
  [1] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
  [6] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [11] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [16] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [21] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [26] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [31] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [36] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [41] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [46] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [51] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [56] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [61] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [66] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [71] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [76] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [81] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [86] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [91] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
 [96] 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13 1.878836e-13
AC  3886 
var1  2.308409e-10 
var2null  2.308409e-10 
var2null_noXadj  3.757012e-10 
[1] "varRatio_NULL_vec"
  [1] 0.9999999 0.9999999 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000
  [8] 0.9999999 0.9999999 0.9999999 0.9999998 1.0000000 1.0000000 1.0000000
 [15] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000
 [22] 1.0000000 1.0000000 1.0000000 1.0000000 0.9999999 0.9999998 0.9999999
 [29] 1.0000000 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 0.9999999
 [36] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000
 [43] 0.9999999 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
 [50] 1.0000000 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000
 [57] 0.9999999 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999997
 [64] 1.0000000 1.0000000 0.9999999 1.0000000 0.9999998 1.0000000 1.0000000
 [71] 1.0000000 1.0000000 1.0000000 0.9999998 1.0000000 0.9999999 1.0000000
 [78] 1.0000000 0.9999999 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000
 [85] 1.0000000 1.0000000 0.9999999 0.9999999 1.0000000 1.0000000 1.0000000
 [92] 0.9999998 0.9999999 1.0000000 0.9999999 1.0000000 0.9999999 1.0000000
 [99] 1.0000000 0.9999999 0.9999999 0.9999999 1.0000000 0.9999999 1.0000000
[106] 0.9999998 1.0000000 0.9999999 0.9999998 0.9999999 1.0000000 1.0000000
[113] 1.0000000 0.9999999 0.9999999 1.0000000 1.0000000 0.9999998 1.0000000
[120] 0.9999999 1.0000000 1.0000000 0.9999999 0.9999999 0.9999999 1.0000000
[127] 1.0000000 1.0000000 1.0000000 0.9999999
[1] "varRatio_NULL_noXadj_vec"
  [1] 0.7244184 0.6144269 0.7172815 0.4767569 0.5678297 0.5877695 0.6250880
  [8] 0.5994013 0.5314215 0.7004979 0.5279262 0.5581007 0.5513605 0.5546946
 [15] 0.5161837 0.6097295 0.5067370 0.5034013 0.5999383 0.5332749 0.4807181
 [22] 0.6798313 0.6165431 0.5999383 0.7779147 0.5938738 0.6655329 0.6550868
 [29] 0.6173393 0.7039355 0.7039355 0.7478727 0.5957820 0.7021776 0.5672443
 [36] 0.6087334 0.5146316 0.5034013 0.5895097 0.7588943 0.6687631 0.6833148
 [43] 0.5910448 0.5407933 0.6227349 0.8119943 0.6276360 0.6399538 0.5975857
 [50] 0.5863973 0.7350271 0.5938738 0.5877695 0.5512501 0.5247584 0.5841749
 [57] 0.5919259 0.8136709 0.5877695 0.6235232 0.6655329 0.5117239 0.5812990
 [64] 0.7363415 0.7570300 0.6329186 0.6993860 0.7017279 0.6625159 0.4767569
 [71] 0.4767569 0.6900629 0.5837497 0.5917542 0.6007226 0.5910448 0.5069967
 [78] 0.5989036 0.6607730 0.4509542 0.5573382 0.5999383 0.7049514 0.7350271
 [85] 0.6485165 0.7113415 0.6142823 0.5294457 0.5877695 0.5654688 0.5877424
 [92] 0.5549693 0.5314215 0.6589600 0.6377957 0.5548297 0.5314215 0.7494220
 [99] 0.5877424 0.5307448 0.6793402 0.6344690 0.6925500 0.4598288 0.5999383
[106] 0.5188123 0.6525936 0.5778247 0.5397307 0.4773059 0.4552038 0.7172815
[113] 0.5329297 0.6400785 0.6132442 0.5877424 0.6382745 0.6649785 0.6044509
[120] 0.5630728 0.5999383 0.6665186 0.6329186 0.5111809 0.5543179 0.5654688
[127] 0.4955099 0.7182814 0.6625159 0.6144269
CV for variance ratio estimate using  130  markers is  0.0009943061  <  0.001 
varRatio_sparseGRM_vec
  [1] 0.9935225 0.9652895 0.9682337 0.9903181 0.9910899 0.9967789 0.9733647
  [8] 0.9821142 0.9887625 0.9916354 0.9909026 0.9901468 0.9772209 0.9749330
 [15] 0.9829395 0.9877635 0.9936205 0.9495984 0.9921646 0.9935538 0.9878278
 [22] 0.9962364 0.9947829 0.9921646 0.9822412 0.9935743 0.9807097 0.9929326
 [29] 0.9946898 0.9923355 0.9923355 0.9853130 0.9928378 0.9862307 0.9744342
 [36] 0.9879285 0.9907029 0.9495984 0.9905056 0.9923355 0.9812292 0.9912981
 [43] 0.9906070 0.9936431 0.9922556 0.9945476 0.9932009 0.9799493 0.9862212
 [50] 0.9869469 0.9794484 0.9935743 0.9967789 0.9891410 0.9506714 0.9834560
 [57] 0.9953961 0.9896488 0.9967789 0.9922303 0.9807097 0.9914325 0.9825308
 [64] 0.9920972 0.9948095 0.9902467 0.9954625 0.9903964 0.9832168 0.9903181
 [71] 0.9903181 0.9948416 0.9924420 0.9739727 0.9719746 0.9906070 0.9918207
 [78] 0.9821506 0.9816234 0.9901075 0.9938796 0.9921646 0.9854738 0.9794484
 [85] 0.9712300 0.9873286 0.9877625 0.9893884 0.9967789 0.9928217 0.9738714
 [92] 0.9723480 0.9887625 0.9487059 0.9852515 0.9908247 0.9887625 0.9913183
 [99] 0.9738714 0.9934153 0.9665946 0.9892427 0.9897410 0.9909795 0.9921646
[106] 0.9914286 0.9681592 0.9814129 0.9925493 0.9924462 0.9743969 0.9682337
[113] 0.9857610 0.9951627 0.9656209 0.9738714 0.9901801 0.9935447 0.9756716
[120] 0.9736555 0.9921646 0.9820883 0.9902467 0.9928129 0.9910967 0.9928217
[127] 0.9944520 0.9875369 0.9832168 0.9652895
varRatio_sparse 0.9856748 
varRatio_null 0.9999999 
varRatio_null_noXadj 0.6083069 
         V1          V2 V3
1 0.9856748      sparse  1
2 0.9999999        null  1
3 0.6083069 null_noXadj  1
4 0.9856752 null_sample  1

[2026-01-09 01:41:14,395] WARNING:cellink.tl._runner: WARNING: The requested image's platform (linux/amd64) does not match the detected host platform (linux/arm64/v8) and no specific platform was requested
Loading required package: optparse
Warning: Your system is mis-configured: ‘/var/db/timezone/localtime’ is not a symlink
Warning: ‘/var/db/timezone/localtime’ is not identical to any known timezone file
Loading required package: RhpcBLASctl

warning: solve(): system is singular; attempting approx solution
Loading required package: fastSave
Warning messages:
1: glm.fit: algorithm did not converge 
2: glm.fit: algorithm did not converge 
3: glm.fit: algorithm did not converge 

[2026-01-09 01:41:14,395] INFO:cellink.tl.external._saigeqtl: Running Step 2: Association tests
[2026-01-09 01:41:14,397] INFO:cellink.tl._runner: Executing: docker run --rm -v /Users/larnoldt/sc-genetics/docs/tutorials:/data -v /Users/larnoldt/cellink_data:/cellink_data -w /data wzhou88/saigeqtl /app/.pixi/envs/default/bin/Rscript /app/extdata/step2_tests_qtl.R --bedFile=saigeqtl_custom.bed --bimFile=saigeqtl_custom.bim --famFile=saigeqtl_custom.fam --GMMATmodelFile=saigeqtl_custom.rda --varianceRatioFile=saigeqtl_custom.varianceRatio.txt --SAIGEOutputFile=saigeqtl_custom_results.txt --minMAC=20 --LOCO=FALSE --rangestoIncludeFile=saigeqtl_custom_ranges.txt
[2026-01-09 01:41:31,069] INFO:cellink.tl._runner: R version 4.4.3 (2025-02-28)
Platform: x86_64-conda-linux-gnu
Running under: Ubuntu 20.04.4 LTS

Matrix products: default
BLAS/LAPACK: /app/.pixi/envs/default/lib/libopenblasp-r0.3.30.so;  LAPACK version 3.12.0

locale:
 [1] LC_CTYPE=C.UTF-8       LC_NUMERIC=C           LC_TIME=C.UTF-8       
 [4] LC_COLLATE=C.UTF-8     LC_MONETARY=C.UTF-8    LC_MESSAGES=C.UTF-8   
 [7] LC_PAPER=C.UTF-8       LC_NAME=C              LC_ADDRESS=C          
[10] LC_TELEPHONE=C         LC_MEASUREMENT=C.UTF-8 LC_IDENTIFICATION=C   

time zone: NA
tzcode source: system (glibc)

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] data.table_1.17.6   optparse_1.7.5      RhpcBLASctl_0.23-42
[4] SAIGEQTL_0.3.2     

loaded via a namespace (and not attached):
[1] compiler_4.4.3      Matrix_1.7-3        Rcpp_1.1.0         
[4] getopt_1.20.4       RcppNumerical_0.6-0 grid_4.4.3         
[7] RcppParallel_5.1.9  lattice_0.22-7     
$vcfFile
[1] ""

$vcfFileIndex
[1] ""

$vcfField
[1] "DS"

$savFile
[1] ""

$savFileIndex
[1] ""

$bgenFile
[1] ""

$bgenFileIndex
[1] ""

$sampleFile
[1] ""

$bedFile
[1] "saigeqtl_custom.bed"

$bimFile
[1] "saigeqtl_custom.bim"

$famFile
[1] "saigeqtl_custom.fam"

$AlleleOrder
[1] "alt-first"

$idstoIncludeFile
[1] ""

$rangestoIncludeFile
[1] "saigeqtl_custom_ranges.txt"

$chrom
[1] ""

$is_imputed_data
[1] FALSE

$minMAF
[1] 0

$minMAC
[1] 20

$minGroupMAC_in_BurdenTest
[1] 5

$minInfo
[1] 0

$maxMissing
[1] 0.15

$impute_method
[1] "best_guess"

$LOCO
[1] FALSE

$GMMATmodelFile
[1] "saigeqtl_custom.rda"

$varianceRatioFile
[1] "saigeqtl_custom.varianceRatio.txt"

$GMMATmodel_varianceRatio_multiTraits_File
[1] ""

$SAIGEOutputFile
[1] "saigeqtl_custom_results.txt"

$markers_per_chunk
[1] 10000

$groups_per_chunk
[1] 100

$is_output_moreDetails
[1] FALSE

$is_overwrite_output
[1] TRUE

$maxMAF_in_groupTest
[1] "0.0001,0.001,0.01"

$maxMAC_in_groupTest
[1] "0"

$annotation_in_groupTest
[1] "lof,missense;lof,missense;lof;synonymous"

$groupFile
[1] ""

$sparseGRMFile
[1] ""

$sparseGRMSampleIDFile
[1] ""

$relatednessCutoff
[1] 0

$MACCutoff_to_CollapseUltraRare
[1] 10

$cateVarRatioMinMACVecExclude
[1] "10,20.5"

$cateVarRatioMaxMACVecInclude
[1] "20.5"

$weights.beta
[1] "1;25"

$r.corr
[1] 0

$markers_per_chunk_in_groupTest
[1] 100

$condition
[1] ""

$SPAcutoff
[1] 2

$dosage_zerod_cutoff
[1] 0.2

$dosage_zerod_MAC_cutoff
[1] 10

$is_single_in_groupTest
[1] FALSE

$is_SKATO
[1] FALSE

$is_equal_weight_in_groupTest
[1] FALSE

$is_output_markerList_in_groupTest
[1] FALSE

$is_Firth_beta
[1] FALSE

$pCutoffforFirth
[1] 0.01

$is_fastTest
[1] FALSE

$is_noadjCov
[1] TRUE

$is_sparseGRM
[1] FALSE

$pval_cutoff_for_fastTest
[1] 0.05

$max_MAC_for_ER
[1] 4

$is_EmpSPA
[1] FALSE

$help
[1] FALSE

[1] "opt$r.corr"
[1] 0
dosage_zerod_cutoff  0.2 
Any dosages <=  0.2  for genetic variants with MAC <=  10  are set to be 0 in group tests
single-variant association test will be performed
[1] "Leave-one-chromosome-out is not applied"
[1] "LOCO = FASLE and leave-one-chromosome-out is not applied"
isSparseGRM  FALSE 
variance Ratio null is  0.9999999 
variance Ratio null_noXadj is  0.6083069 
variance Ratio ratioVec_null_sample is  0.9856752 
$ratioVec_sparse
[1] 0.9856748

$ratioVec_null
[1] 0.9999999

$ratioVec_null_sample
[1] 0.9856752

$ratioVec_null_noXadj
[1] 0.6083069

$ratioVec_null_eg
[1] -1

$ratioVec_sparse_eg
[1] -1

dosageFile type is  plink 
allele order in the plink file is  alt-first .
Reading bim file....
Reading fam file....
Setting position of samples in PLINK files....
871  ranges are in rangestoIncludeFile
22  markers in the range  1  are found in the geno/dosage file.
1422  markers in the range  2  are found in the geno/dosage file.
1686  markers in the range  3  are found in the geno/dosage file.
1705  markers in the range  4  are found in the geno/dosage file.
1784  markers in the range  5  are found in the geno/dosage file.
2156  markers in the range  6  are found in the geno/dosage file.
2627  markers in the range  7  are found in the geno/dosage file.
2632  markers in the range  8  are found in the geno/dosage file.
2931  markers in the range  9  are found in the geno/dosage file.
3109  markers in the range  10  are found in the geno/dosage file.
3224  markers in the range  11  are found in the geno/dosage file.
3270  markers in the range  12  are found in the geno/dosage file.
3312  markers in the range  13  are found in the geno/dosage file.
3350  markers in the range  14  are found in the geno/dosage file.
3433  markers in the range  15  are found in the geno/dosage file.
3880  markers in the range  16  are found in the geno/dosage file.
4200  markers in the range  17  are found in the geno/dosage file.
4194  markers in the range  18  are found in the geno/dosage file.
4151  markers in the range  19  are found in the geno/dosage file.
4151  markers in the range  20  are found in the geno/dosage file.
4147  markers in the range  21  are found in the geno/dosage file.
4128  markers in the range  22  are found in the geno/dosage file.
4112  markers in the range  23  are found in the geno/dosage file.
3865  markers in the range  24  are found in the geno/dosage file.
3498  markers in the range  25  are found in the geno/dosage file.
2883  markers in the range  26  are found in the geno/dosage file.
2677  markers in the range  27  are found in the geno/dosage file.
2638  markers in the range  28  are found in the geno/dosage file.
2593  markers in the range  29  are found in the geno/dosage file.
2437  markers in the range  30  are found in the geno/dosage file.
1734  markers in the range  31  are found in the geno/dosage file.
1532  markers in the range  32  are found in the geno/dosage file.
1501  markers in the range  33  are found in the geno/dosage file.
1484  markers in the range  34  are found in the geno/dosage file.
492  markers in the range  35  are found in the geno/dosage file.
395  markers in the range  36  are found in the geno/dosage file.
256  markers in the range  37  are found in the geno/dosage file.
33  markers in the range  38  are found in the geno/dosage file.
17  markers in the range  39  are found in the geno/dosage file.
0  markers in the range  40  are found in the geno/dosage file.
0  markers in the range  41  are found in the geno/dosage file.
0  markers in the range  42  are found in the geno/dosage file.
0  markers in the range  43  are found in the geno/dosage file.
0  markers in the range  44  are found in the geno/dosage file.
0  markers in the range  45  are found in the geno/dosage file.
0  markers in the range  46  are found in the geno/dosage file.
0  markers in the range  47  are found in the geno/dosage file.
0  markers in the range  48  are found in the geno/dosage file.
0  markers in the range  49  are found in the geno/dosage file.
0  markers in the range  50  are found in the geno/dosage file.
0  markers in the range  51  are found in the geno/dosage file.
0  markers in the range  52  are found in the geno/dosage file.
0  markers in the range  53  are found in the geno/dosage file.
0  markers in the range  54  are found in the geno/dosage file.
0  markers in the range  55  are found in the geno/dosage file.
0  markers in the range  56  are found in the geno/dosage file.
0  markers in the range  57  are found in the geno/dosage file.
0  markers in the range  58  are found in the geno/dosage file.
0  markers in the range  59  are found in the geno/dosage file.
0  markers in the range  60  are found in the geno/dosage file.
0  markers in the range  61  are found in the geno/dosage file.
0  markers in the range  62  are found in the geno/dosage file.
0  markers in the range  63  are found in the geno/dosage file.
0  markers in the range  64  are found in the geno/dosage file.
0  markers in the range  65  are found in the geno/dosage file.
0  markers in the range  66  are found in the geno/dosage file.
0  markers in the range  67  are found in the geno/dosage file.
0  markers in the range  68  are found in the geno/dosage file.
0  markers in the range  69  are found in the geno/dosage file.
0  markers in the range  70  are found in the geno/dosage file.
0  markers in the range  71  are found in the geno/dosage file.
0  markers in the range  72  are found in the geno/dosage file.
0  markers in the range  73  are found in the geno/dosage file.
0  markers in the range  74  are found in the geno/dosage file.
0  markers in the range  75  are found in the geno/dosage file.
0  markers in the range  76  are found in the geno/dosage file.
0  markers in the range  77  are found in the geno/dosage file.
0  markers in the range  78  are found in the geno/dosage file.
0  markers in the range  79  are found in the geno/dosage file.
0  markers in the range  80  are found in the geno/dosage file.
0  markers in the range  81  are found in the geno/dosage file.
0  markers in the range  82  are found in the geno/dosage file.
0  markers in the range  83  are found in the geno/dosage file.
0  markers in the range  84  are found in the geno/dosage file.
0  markers in the range  85  are found in the geno/dosage file.
0  markers in the range  86  are found in the geno/dosage file.
0  markers in the range  87  are found in the geno/dosage file.
0  markers in the range  88  are found in the geno/dosage file.
0  markers in the range  89  are found in the geno/dosage file.
0  markers in the range  90  are found in the geno/dosage file.
0  markers in the range  91  are found in the geno/dosage file.
0  markers in the range  92  are found in the geno/dosage file.
0  markers in the range  93  are found in the geno/dosage file.
0  markers in the range  94  are found in the geno/dosage file.
0  markers in the range  95  are found in the geno/dosage file.
0  markers in the range  96  are found in the geno/dosage file.
0  markers in the range  97  are found in the geno/dosage file.
0  markers in the range  98  are found in the geno/dosage file.
0  markers in the range  99  are found in the geno/dosage file.
0  markers in the range  100  are found in the geno/dosage file.
0  markers in the range  101  are found in the geno/dosage file.
0  markers in the range  102  are found in the geno/dosage file.
0  markers in the range  103  are found in the geno/dosage file.
0  markers in the range  104  are found in the geno/dosage file.
0  markers in the range  105  are found in the geno/dosage file.
0  markers in the range  106  are found in the geno/dosage file.
0  markers in the range  107  are found in the geno/dosage file.
0  markers in the range  108  are found in the geno/dosage file.
0  markers in the range  109  are found in the geno/dosage file.
0  markers in the range  110  are found in the geno/dosage file.
0  markers in the range  111  are found in the geno/dosage file.
0  markers in the range  112  are found in the geno/dosage file.
0  markers in the range  113  are found in the geno/dosage file.
0  markers in the range  114  are found in the geno/dosage file.
0  markers in the range  115  are found in the geno/dosage file.
0  markers in the range  116  are found in the geno/dosage file.
0  markers in the range  117  are found in the geno/dosage file.
0  markers in the range  118  are found in the geno/dosage file.
0  markers in the range  119  are found in the geno/dosage file.
0  markers in the range  120  are found in the geno/dosage file.
0  markers in the range  121  are found in the geno/dosage file.
0  markers in the range  122  are found in the geno/dosage file.
0  markers in the range  123  are found in the geno/dosage file.
0  markers in the range  124  are found in the geno/dosage file.
0  markers in the range  125  are found in the geno/dosage file.
0  markers in the range  126  are found in the geno/dosage file.
0  markers in the range  127  are found in the geno/dosage file.
0  markers in the range  128  are found in the geno/dosage file.
0  markers in the range  129  are found in the geno/dosage file.
0  markers in the range  130  are found in the geno/dosage file.
0  markers in the range  131  are found in the geno/dosage file.
0  markers in the range  132  are found in the geno/dosage file.
0  markers in the range  133  are found in the geno/dosage file.
0  markers in the range  134  are found in the geno/dosage file.
0  markers in the range  135  are found in the geno/dosage file.
0  markers in the range  136  are found in the geno/dosage file.
0  markers in the range  137  are found in the geno/dosage file.
0  markers in the range  138  are found in the geno/dosage file.
0  markers in the range  139  are found in the geno/dosage file.
0  markers in the range  140  are found in the geno/dosage file.
0  markers in the range  141  are found in the geno/dosage file.
0  markers in the range  142  are found in the geno/dosage file.
0  markers in the range  143  are found in the geno/dosage file.
0  markers in the range  144  are found in the geno/dosage file.
0  markers in the range  145  are found in the geno/dosage file.
0  markers in the range  146  are found in the geno/dosage file.
0  markers in the range  147  are found in the geno/dosage file.
0  markers in the range  148  are found in the geno/dosage file.
0  markers in the range  149  are found in the geno/dosage file.
0  markers in the range  150  are found in the geno/dosage file.
0  markers in the range  151  are found in the geno/dosage file.
0  markers in the range  152  are found in the geno/dosage file.
0  markers in the range  153  are found in the geno/dosage file.
0  markers in the range  154  are found in the geno/dosage file.
0  markers in the range  155  are found in the geno/dosage file.
0  markers in the range  156  are found in the geno/dosage file.
0  markers in the range  157  are found in the geno/dosage file.
0  markers in the range  158  are found in the geno/dosage file.
0  markers in the range  159  are found in the geno/dosage file.
0  markers in the range  160  are found in the geno/dosage file.
0  markers in the range  161  are found in the geno/dosage file.
0  markers in the range  162  are found in the geno/dosage file.
0  markers in the range  163  are found in the geno/dosage file.
0  markers in the range  164  are found in the geno/dosage file.
0  markers in the range  165  are found in the geno/dosage file.
0  markers in the range  166  are found in the geno/dosage file.
0  markers in the range  167  are found in the geno/dosage file.
0  markers in the range  168  are found in the geno/dosage file.
0  markers in the range  169  are found in the geno/dosage file.
0  markers in the range  170  are found in the geno/dosage file.
0  markers in the range  171  are found in the geno/dosage file.
0  markers in the range  172  are found in the geno/dosage file.
0  markers in the range  173  are found in the geno/dosage file.
0  markers in the range  174  are found in the geno/dosage file.
0  markers in the range  175  are found in the geno/dosage file.
0  markers in the range  176  are found in the geno/dosage file.
0  markers in the range  177  are found in the geno/dosage file.
0  markers in the range  178  are found in the geno/dosage file.
0  markers in the range  179  are found in the geno/dosage file.
0  markers in the range  180  are found in the geno/dosage file.
0  markers in the range  181  are found in the geno/dosage file.
0  markers in the range  182  are found in the geno/dosage file.
0  markers in the range  183  are found in the geno/dosage file.
0  markers in the range  184  are found in the geno/dosage file.
0  markers in the range  185  are found in the geno/dosage file.
0  markers in the range  186  are found in the geno/dosage file.
0  markers in the range  187  are found in the geno/dosage file.
0  markers in the range  188  are found in the geno/dosage file.
0  markers in the range  189  are found in the geno/dosage file.
0  markers in the range  190  are found in the geno/dosage file.
0  markers in the range  191  are found in the geno/dosage file.
0  markers in the range  192  are found in the geno/dosage file.
0  markers in the range  193  are found in the geno/dosage file.
0  markers in the range  194  are found in the geno/dosage file.
0  markers in the range  195  are found in the geno/dosage file.
0  markers in the range  196  are found in the geno/dosage file.
0  markers in the range  197  are found in the geno/dosage file.
0  markers in the range  198  are found in the geno/dosage file.
0  markers in the range  199  are found in the geno/dosage file.
0  markers in the range  200  are found in the geno/dosage file.
0  markers in the range  201  are found in the geno/dosage file.
0  markers in the range  202  are found in the geno/dosage file.
0  markers in the range  203  are found in the geno/dosage file.
0  markers in the range  204  are found in the geno/dosage file.
0  markers in the range  205  are found in the geno/dosage file.
0  markers in the range  206  are found in the geno/dosage file.
0  markers in the range  207  are found in the geno/dosage file.
0  markers in the range  208  are found in the geno/dosage file.
0  markers in the range  209  are found in the geno/dosage file.
0  markers in the range  210  are found in the geno/dosage file.
0  markers in the range  211  are found in the geno/dosage file.
0  markers in the range  212  are found in the geno/dosage file.
0  markers in the range  213  are found in the geno/dosage file.
0  markers in the range  214  are found in the geno/dosage file.
0  markers in the range  215  are found in the geno/dosage file.
0  markers in the range  216  are found in the geno/dosage file.
0  markers in the range  217  are found in the geno/dosage file.
0  markers in the range  218  are found in the geno/dosage file.
0  markers in the range  219  are found in the geno/dosage file.
0  markers in the range  220  are found in the geno/dosage file.
0  markers in the range  221  are found in the geno/dosage file.
0  markers in the range  222  are found in the geno/dosage file.
0  markers in the range  223  are found in the geno/dosage file.
0  markers in the range  224  are found in the geno/dosage file.
0  markers in the range  225  are found in the geno/dosage file.
0  markers in the range  226  are found in the geno/dosage file.
0  markers in the range  227  are found in the geno/dosage file.
0  markers in the range  228  are found in the geno/dosage file.
0  markers in the range  229  are found in the geno/dosage file.
0  markers in the range  230  are found in the geno/dosage file.
0  markers in the range  231  are found in the geno/dosage file.
0  markers in the range  232  are found in the geno/dosage file.
0  markers in the range  233  are found in the geno/dosage file.
0  markers in the range  234  are found in the geno/dosage file.
0  markers in the range  235  are found in the geno/dosage file.
0  markers in the range  236  are found in the geno/dosage file.
0  markers in the range  237  are found in the geno/dosage file.
0  markers in the range  238  are found in the geno/dosage file.
0  markers in the range  239  are found in the geno/dosage file.
0  markers in the range  240  are found in the geno/dosage file.
0  markers in the range  241  are found in the geno/dosage file.
0  markers in the range  242  are found in the geno/dosage file.
0  markers in the range  243  are found in the geno/dosage file.
0  markers in the range  244  are found in the geno/dosage file.
0  markers in the range  245  are found in the geno/dosage file.
0  markers in the range  246  are found in the geno/dosage file.
0  markers in the range  247  are found in the geno/dosage file.
0  markers in the range  248  are found in the geno/dosage file.
0  markers in the range  249  are found in the geno/dosage file.
0  markers in the range  250  are found in the geno/dosage file.
0  markers in the range  251  are found in the geno/dosage file.
0  markers in the range  252  are found in the geno/dosage file.
0  markers in the range  253  are found in the geno/dosage file.
0  markers in the range  254  are found in the geno/dosage file.
0  markers in the range  255  are found in the geno/dosage file.
0  markers in the range  256  are found in the geno/dosage file.
0  markers in the range  257  are found in the geno/dosage file.
0  markers in the range  258  are found in the geno/dosage file.
0  markers in the range  259  are found in the geno/dosage file.
0  markers in the range  260  are found in the geno/dosage file.
0  markers in the range  261  are found in the geno/dosage file.
0  markers in the range  262  are found in the geno/dosage file.
0  markers in the range  263  are found in the geno/dosage file.
0  markers in the range  264  are found in the geno/dosage file.
0  markers in the range  265  are found in the geno/dosage file.
0  markers in the range  266  are found in the geno/dosage file.
0  markers in the range  267  are found in the geno/dosage file.
0  markers in the range  268  are found in the geno/dosage file.
0  markers in the range  269  are found in the geno/dosage file.
0  markers in the range  270  are found in the geno/dosage file.
0  markers in the range  271  are found in the geno/dosage file.
0  markers in the range  272  are found in the geno/dosage file.
0  markers in the range  273  are found in the geno/dosage file.
0  markers in the range  274  are found in the geno/dosage file.
0  markers in the range  275  are found in the geno/dosage file.
0  markers in the range  276  are found in the geno/dosage file.
0  markers in the range  277  are found in the geno/dosage file.
0  markers in the range  278  are found in the geno/dosage file.
0  markers in the range  279  are found in the geno/dosage file.
0  markers in the range  280  are found in the geno/dosage file.
0  markers in the range  281  are found in the geno/dosage file.
0  markers in the range  282  are found in the geno/dosage file.
0  markers in the range  283  are found in the geno/dosage file.
0  markers in the range  284  are found in the geno/dosage file.
0  markers in the range  285  are found in the geno/dosage file.
0  markers in the range  286  are found in the geno/dosage file.
0  markers in the range  287  are found in the geno/dosage file.
0  markers in the range  288  are found in the geno/dosage file.
0  markers in the range  289  are found in the geno/dosage file.
0  markers in the range  290  are found in the geno/dosage file.
0  markers in the range  291  are found in the geno/dosage file.
0  markers in the range  292  are found in the geno/dosage file.
0  markers in the range  293  are found in the geno/dosage file.
0  markers in the range  294  are found in the geno/dosage file.
0  markers in the range  295  are found in the geno/dosage file.
0  markers in the range  296  are found in the geno/dosage file.
0  markers in the range  297  are found in the geno/dosage file.
0  markers in the range  298  are found in the geno/dosage file.
0  markers in the range  299  are found in the geno/dosage file.
0  markers in the range  300  are found in the geno/dosage file.
0  markers in the range  301  are found in the geno/dosage file.
0  markers in the range  302  are found in the geno/dosage file.
0  markers in the range  303  are found in the geno/dosage file.
0  markers in the range  304  are found in the geno/dosage file.
0  markers in the range  305  are found in the geno/dosage file.
0  markers in the range  306  are found in the geno/dosage file.
0  markers in the range  307  are found in the geno/dosage file.
0  markers in the range  308  are found in the geno/dosage file.
0  markers in the range  309  are found in the geno/dosage file.
0  markers in the range  310  are found in the geno/dosage file.
0  markers in the range  311  are found in the geno/dosage file.
0  markers in the range  312  are found in the geno/dosage file.
0  markers in the range  313  are found in the geno/dosage file.
0  markers in the range  314  are found in the geno/dosage file.
0  markers in the range  315  are found in the geno/dosage file.
0  markers in the range  316  are found in the geno/dosage file.
0  markers in the range  317  are found in the geno/dosage file.
0  markers in the range  318  are found in the geno/dosage file.
0  markers in the range  319  are found in the geno/dosage file.
0  markers in the range  320  are found in the geno/dosage file.
0  markers in the range  321  are found in the geno/dosage file.
0  markers in the range  322  are found in the geno/dosage file.
0  markers in the range  323  are found in the geno/dosage file.
0  markers in the range  324  are found in the geno/dosage file.
0  markers in the range  325  are found in the geno/dosage file.
0  markers in the range  326  are found in the geno/dosage file.
0  markers in the range  327  are found in the geno/dosage file.
0  markers in the range  328  are found in the geno/dosage file.
0  markers in the range  329  are found in the geno/dosage file.
0  markers in the range  330  are found in the geno/dosage file.
0  markers in the range  331  are found in the geno/dosage file.
0  markers in the range  332  are found in the geno/dosage file.
0  markers in the range  333  are found in the geno/dosage file.
0  markers in the range  334  are found in the geno/dosage file.
0  markers in the range  335  are found in the geno/dosage file.
0  markers in the range  336  are found in the geno/dosage file.
0  markers in the range  337  are found in the geno/dosage file.
0  markers in the range  338  are found in the geno/dosage file.
0  markers in the range  339  are found in the geno/dosage file.
0  markers in the range  340  are found in the geno/dosage file.
0  markers in the range  341  are found in the geno/dosage file.
0  markers in the range  342  are found in the geno/dosage file.
0  markers in the range  343  are found in the geno/dosage file.
0  markers in the range  344  are found in the geno/dosage file.
0  markers in the range  345  are found in the geno/dosage file.
0  markers in the range  346  are found in the geno/dosage file.
0  markers in the range  347  are found in the geno/dosage file.
0  markers in the range  348  are found in the geno/dosage file.
0  markers in the range  349  are found in the geno/dosage file.
0  markers in the range  350  are found in the geno/dosage file.
0  markers in the range  351  are found in the geno/dosage file.
0  markers in the range  352  are found in the geno/dosage file.
0  markers in the range  353  are found in the geno/dosage file.
0  markers in the range  354  are found in the geno/dosage file.
0  markers in the range  355  are found in the geno/dosage file.
0  markers in the range  356  are found in the geno/dosage file.
0  markers in the range  357  are found in the geno/dosage file.
0  markers in the range  358  are found in the geno/dosage file.
0  markers in the range  359  are found in the geno/dosage file.
0  markers in the range  360  are found in the geno/dosage file.
0  markers in the range  361  are found in the geno/dosage file.
0  markers in the range  362  are found in the geno/dosage file.
0  markers in the range  363  are found in the geno/dosage file.
0  markers in the range  364  are found in the geno/dosage file.
0  markers in the range  365  are found in the geno/dosage file.
0  markers in the range  366  are found in the geno/dosage file.
0  markers in the range  367  are found in the geno/dosage file.
0  markers in the range  368  are found in the geno/dosage file.
0  markers in the range  369  are found in the geno/dosage file.
0  markers in the range  370  are found in the geno/dosage file.
0  markers in the range  371  are found in the geno/dosage file.
0  markers in the range  372  are found in the geno/dosage file.
0  markers in the range  373  are found in the geno/dosage file.
0  markers in the range  374  are found in the geno/dosage file.
0  markers in the range  375  are found in the geno/dosage file.
0  markers in the range  376  are found in the geno/dosage file.
0  markers in the range  377  are found in the geno/dosage file.
0  markers in the range  378  are found in the geno/dosage file.
0  markers in the range  379  are found in the geno/dosage file.
0  markers in the range  380  are found in the geno/dosage file.
0  markers in the range  381  are found in the geno/dosage file.
0  markers in the range  382  are found in the geno/dosage file.
0  markers in the range  383  are found in the geno/dosage file.
0  markers in the range  384  are found in the geno/dosage file.
0  markers in the range  385  are found in the geno/dosage file.
0  markers in the range  386  are found in the geno/dosage file.
0  markers in the range  387  are found in the geno/dosage file.
0  markers in the range  388  are found in the geno/dosage file.
0  markers in the range  389  are found in the geno/dosage file.
0  markers in the range  390  are found in the geno/dosage file.
0  markers in the range  391  are found in the geno/dosage file.
0  markers in the range  392  are found in the geno/dosage file.
0  markers in the range  393  are found in the geno/dosage file.
0  markers in the range  394  are found in the geno/dosage file.
0  markers in the range  395  are found in the geno/dosage file.
0  markers in the range  396  are found in the geno/dosage file.
0  markers in the range  397  are found in the geno/dosage file.
0  markers in the range  398  are found in the geno/dosage file.
0  markers in the range  399  are found in the geno/dosage file.
0  markers in the range  400  are found in the geno/dosage file.
0  markers in the range  401  are found in the geno/dosage file.
0  markers in the range  402  are found in the geno/dosage file.
0  markers in the range  403  are found in the geno/dosage file.
0  markers in the range  404  are found in the geno/dosage file.
0  markers in the range  405  are found in the geno/dosage file.
0  markers in the range  406  are found in the geno/dosage file.
0  markers in the range  407  are found in the geno/dosage file.
0  markers in the range  408  are found in the geno/dosage file.
0  markers in the range  409  are found in the geno/dosage file.
0  markers in the range  410  are found in the geno/dosage file.
0  markers in the range  411  are found in the geno/dosage file.
0  markers in the range  412  are found in the geno/dosage file.
0  markers in the range  413  are found in the geno/dosage file.
0  markers in the range  414  are found in the geno/dosage file.
0  markers in the range  415  are found in the geno/dosage file.
0  markers in the range  416  are found in the geno/dosage file.
0  markers in the range  417  are found in the geno/dosage file.
0  markers in the range  418  are found in the geno/dosage file.
0  markers in the range  419  are found in the geno/dosage file.
0  markers in the range  420  are found in the geno/dosage file.
0  markers in the range  421  are found in the geno/dosage file.
0  markers in the range  422  are found in the geno/dosage file.
0  markers in the range  423  are found in the geno/dosage file.
0  markers in the range  424  are found in the geno/dosage file.
0  markers in the range  425  are found in the geno/dosage file.
0  markers in the range  426  are found in the geno/dosage file.
0  markers in the range  427  are found in the geno/dosage file.
0  markers in the range  428  are found in the geno/dosage file.
0  markers in the range  429  are found in the geno/dosage file.
0  markers in the range  430  are found in the geno/dosage file.
0  markers in the range  431  are found in the geno/dosage file.
0  markers in the range  432  are found in the geno/dosage file.
0  markers in the range  433  are found in the geno/dosage file.
0  markers in the range  434  are found in the geno/dosage file.
0  markers in the range  435  are found in the geno/dosage file.
0  markers in the range  436  are found in the geno/dosage file.
0  markers in the range  437  are found in the geno/dosage file.
0  markers in the range  438  are found in the geno/dosage file.
0  markers in the range  439  are found in the geno/dosage file.
0  markers in the range  440  are found in the geno/dosage file.
0  markers in the range  441  are found in the geno/dosage file.
0  markers in the range  442  are found in the geno/dosage file.
0  markers in the range  443  are found in the geno/dosage file.
0  markers in the range  444  are found in the geno/dosage file.
0  markers in the range  445  are found in the geno/dosage file.
0  markers in the range  446  are found in the geno/dosage file.
0  markers in the range  447  are found in the geno/dosage file.
0  markers in the range  448  are found in the geno/dosage file.
0  markers in the range  449  are found in the geno/dosage file.
0  markers in the range  450  are found in the geno/dosage file.
0  markers in the range  451  are found in the geno/dosage file.
0  markers in the range  452  are found in the geno/dosage file.
0  markers in the range  453  are found in the geno/dosage file.
0  markers in the range  454  are found in the geno/dosage file.
0  markers in the range  455  are found in the geno/dosage file.
0  markers in the range  456  are found in the geno/dosage file.
0  markers in the range  457  are found in the geno/dosage file.
0  markers in the range  458  are found in the geno/dosage file.
0  markers in the range  459  are found in the geno/dosage file.
0  markers in the range  460  are found in the geno/dosage file.
0  markers in the range  461  are found in the geno/dosage file.
0  markers in the range  462  are found in the geno/dosage file.
0  markers in the range  463  are found in the geno/dosage file.
0  markers in the range  464  are found in the geno/dosage file.
0  markers in the range  465  are found in the geno/dosage file.
0  markers in the range  466  are found in the geno/dosage file.
0  markers in the range  467  are found in the geno/dosage file.
0  markers in the range  468  are found in the geno/dosage file.
0  markers in the range  469  are found in the geno/dosage file.
0  markers in the range  470  are found in the geno/dosage file.
0  markers in the range  471  are found in the geno/dosage file.
0  markers in the range  472  are found in the geno/dosage file.
0  markers in the range  473  are found in the geno/dosage file.
0  markers in the range  474  are found in the geno/dosage file.
0  markers in the range  475  are found in the geno/dosage file.
0  markers in the range  476  are found in the geno/dosage file.
0  markers in the range  477  are found in the geno/dosage file.
0  markers in the range  478  are found in the geno/dosage file.
0  markers in the range  479  are found in the geno/dosage file.
0  markers in the range  480  are found in the geno/dosage file.
0  markers in the range  481  are found in the geno/dosage file.
0  markers in the range  482  are found in the geno/dosage file.
0  markers in the range  483  are found in the geno/dosage file.
0  markers in the range  484  are found in the geno/dosage file.
0  markers in the range  485  are found in the geno/dosage file.
0  markers in the range  486  are found in the geno/dosage file.
0  markers in the range  487  are found in the geno/dosage file.
0  markers in the range  488  are found in the geno/dosage file.
0  markers in the range  489  are found in the geno/dosage file.
0  markers in the range  490  are found in the geno/dosage file.
0  markers in the range  491  are found in the geno/dosage file.
0  markers in the range  492  are found in the geno/dosage file.
0  markers in the range  493  are found in the geno/dosage file.
0  markers in the range  494  are found in the geno/dosage file.
0  markers in the range  495  are found in the geno/dosage file.
0  markers in the range  496  are found in the geno/dosage file.
0  markers in the range  497  are found in the geno/dosage file.
0  markers in the range  498  are found in the geno/dosage file.
0  markers in the range  499  are found in the geno/dosage file.
0  markers in the range  500  are found in the geno/dosage file.
0  markers in the range  501  are found in the geno/dosage file.
0  markers in the range  502  are found in the geno/dosage file.
0  markers in the range  503  are found in the geno/dosage file.
0  markers in the range  504  are found in the geno/dosage file.
0  markers in the range  505  are found in the geno/dosage file.
0  markers in the range  506  are found in the geno/dosage file.
0  markers in the range  507  are found in the geno/dosage file.
0  markers in the range  508  are found in the geno/dosage file.
0  markers in the range  509  are found in the geno/dosage file.
0  markers in the range  510  are found in the geno/dosage file.
0  markers in the range  511  are found in the geno/dosage file.
0  markers in the range  512  are found in the geno/dosage file.
0  markers in the range  513  are found in the geno/dosage file.
0  markers in the range  514  are found in the geno/dosage file.
0  markers in the range  515  are found in the geno/dosage file.
0  markers in the range  516  are found in the geno/dosage file.
0  markers in the range  517  are found in the geno/dosage file.
0  markers in the range  518  are found in the geno/dosage file.
0  markers in the range  519  are found in the geno/dosage file.
0  markers in the range  520  are found in the geno/dosage file.
0  markers in the range  521  are found in the geno/dosage file.
0  markers in the range  522  are found in the geno/dosage file.
0  markers in the range  523  are found in the geno/dosage file.
0  markers in the range  524  are found in the geno/dosage file.
0  markers in the range  525  are found in the geno/dosage file.
0  markers in the range  526  are found in the geno/dosage file.
0  markers in the range  527  are found in the geno/dosage file.
0  markers in the range  528  are found in the geno/dosage file.
0  markers in the range  529  are found in the geno/dosage file.
0  markers in the range  530  are found in the geno/dosage file.
0  markers in the range  531  are found in the geno/dosage file.
0  markers in the range  532  are found in the geno/dosage file.
0  markers in the range  533  are found in the geno/dosage file.
0  markers in the range  534  are found in the geno/dosage file.
0  markers in the range  535  are found in the geno/dosage file.
0  markers in the range  536  are found in the geno/dosage file.
0  markers in the range  537  are found in the geno/dosage file.
0  markers in the range  538  are found in the geno/dosage file.
0  markers in the range  539  are found in the geno/dosage file.
0  markers in the range  540  are found in the geno/dosage file.
0  markers in the range  541  are found in the geno/dosage file.
0  markers in the range  542  are found in the geno/dosage file.
0  markers in the range  543  are found in the geno/dosage file.
0  markers in the range  544  are found in the geno/dosage file.
0  markers in the range  545  are found in the geno/dosage file.
0  markers in the range  546  are found in the geno/dosage file.
0  markers in the range  547  are found in the geno/dosage file.
0  markers in the range  548  are found in the geno/dosage file.
0  markers in the range  549  are found in the geno/dosage file.
0  markers in the range  550  are found in the geno/dosage file.
0  markers in the range  551  are found in the geno/dosage file.
0  markers in the range  552  are found in the geno/dosage file.
0  markers in the range  553  are found in the geno/dosage file.
0  markers in the range  554  are found in the geno/dosage file.
0  markers in the range  555  are found in the geno/dosage file.
0  markers in the range  556  are found in the geno/dosage file.
0  markers in the range  557  are found in the geno/dosage file.
0  markers in the range  558  are found in the geno/dosage file.
0  markers in the range  559  are found in the geno/dosage file.
0  markers in the range  560  are found in the geno/dosage file.
0  markers in the range  561  are found in the geno/dosage file.
0  markers in the range  562  are found in the geno/dosage file.
0  markers in the range  563  are found in the geno/dosage file.
0  markers in the range  564  are found in the geno/dosage file.
0  markers in the range  565  are found in the geno/dosage file.
0  markers in the range  566  are found in the geno/dosage file.
0  markers in the range  567  are found in the geno/dosage file.
0  markers in the range  568  are found in the geno/dosage file.
0  markers in the range  569  are found in the geno/dosage file.
0  markers in the range  570  are found in the geno/dosage file.
0  markers in the range  571  are found in the geno/dosage file.
0  markers in the range  572  are found in the geno/dosage file.
0  markers in the range  573  are found in the geno/dosage file.
0  markers in the range  574  are found in the geno/dosage file.
0  markers in the range  575  are found in the geno/dosage file.
0  markers in the range  576  are found in the geno/dosage file.
0  markers in the range  577  are found in the geno/dosage file.
0  markers in the range  578  are found in the geno/dosage file.
0  markers in the range  579  are found in the geno/dosage file.
0  markers in the range  580  are found in the geno/dosage file.
0  markers in the range  581  are found in the geno/dosage file.
0  markers in the range  582  are found in the geno/dosage file.
0  markers in the range  583  are found in the geno/dosage file.
0  markers in the range  584  are found in the geno/dosage file.
0  markers in the range  585  are found in the geno/dosage file.
0  markers in the range  586  are found in the geno/dosage file.
0  markers in the range  587  are found in the geno/dosage file.
0  markers in the range  588  are found in the geno/dosage file.
0  markers in the range  589  are found in the geno/dosage file.
0  markers in the range  590  are found in the geno/dosage file.
0  markers in the range  591  are found in the geno/dosage file.
0  markers in the range  592  are found in the geno/dosage file.
0  markers in the range  593  are found in the geno/dosage file.
0  markers in the range  594  are found in the geno/dosage file.
0  markers in the range  595  are found in the geno/dosage file.
0  markers in the range  596  are found in the geno/dosage file.
0  markers in the range  597  are found in the geno/dosage file.
0  markers in the range  598  are found in the geno/dosage file.
0  markers in the range  599  are found in the geno/dosage file.
0  markers in the range  600  are found in the geno/dosage file.
0  markers in the range  601  are found in the geno/dosage file.
0  markers in the range  602  are found in the geno/dosage file.
0  markers in the range  603  are found in the geno/dosage file.
0  markers in the range  604  are found in the geno/dosage file.
0  markers in the range  605  are found in the geno/dosage file.
0  markers in the range  606  are found in the geno/dosage file.
0  markers in the range  607  are found in the geno/dosage file.
0  markers in the range  608  are found in the geno/dosage file.
0  markers in the range  609  are found in the geno/dosage file.
0  markers in the range  610  are found in the geno/dosage file.
0  markers in the range  611  are found in the geno/dosage file.
0  markers in the range  612  are found in the geno/dosage file.
0  markers in the range  613  are found in the geno/dosage file.
0  markers in the range  614  are found in the geno/dosage file.
0  markers in the range  615  are found in the geno/dosage file.
0  markers in the range  616  are found in the geno/dosage file.
0  markers in the range  617  are found in the geno/dosage file.
0  markers in the range  618  are found in the geno/dosage file.
0  markers in the range  619  are found in the geno/dosage file.
0  markers in the range  620  are found in the geno/dosage file.
0  markers in the range  621  are found in the geno/dosage file.
0  markers in the range  622  are found in the geno/dosage file.
0  markers in the range  623  are found in the geno/dosage file.
0  markers in the range  624  are found in the geno/dosage file.
0  markers in the range  625  are found in the geno/dosage file.
0  markers in the range  626  are found in the geno/dosage file.
0  markers in the range  627  are found in the geno/dosage file.
0  markers in the range  628  are found in the geno/dosage file.
0  markers in the range  629  are found in the geno/dosage file.
0  markers in the range  630  are found in the geno/dosage file.
0  markers in the range  631  are found in the geno/dosage file.
0  markers in the range  632  are found in the geno/dosage file.
0  markers in the range  633  are found in the geno/dosage file.
0  markers in the range  634  are found in the geno/dosage file.
0  markers in the range  635  are found in the geno/dosage file.
0  markers in the range  636  are found in the geno/dosage file.
0  markers in the range  637  are found in the geno/dosage file.
0  markers in the range  638  are found in the geno/dosage file.
0  markers in the range  639  are found in the geno/dosage file.
0  markers in the range  640  are found in the geno/dosage file.
0  markers in the range  641  are found in the geno/dosage file.
0  markers in the range  642  are found in the geno/dosage file.
0  markers in the range  643  are found in the geno/dosage file.
0  markers in the range  644  are found in the geno/dosage file.
0  markers in the range  645  are found in the geno/dosage file.
0  markers in the range  646  are found in the geno/dosage file.
0  markers in the range  647  are found in the geno/dosage file.
0  markers in the range  648  are found in the geno/dosage file.
0  markers in the range  649  are found in the geno/dosage file.
0  markers in the range  650  are found in the geno/dosage file.
0  markers in the range  651  are found in the geno/dosage file.
0  markers in the range  652  are found in the geno/dosage file.
0  markers in the range  653  are found in the geno/dosage file.
0  markers in the range  654  are found in the geno/dosage file.
0  markers in the range  655  are found in the geno/dosage file.
0  markers in the range  656  are found in the geno/dosage file.
0  markers in the range  657  are found in the geno/dosage file.
0  markers in the range  658  are found in the geno/dosage file.
0  markers in the range  659  are found in the geno/dosage file.
0  markers in the range  660  are found in the geno/dosage file.
0  markers in the range  661  are found in the geno/dosage file.
0  markers in the range  662  are found in the geno/dosage file.
0  markers in the range  663  are found in the geno/dosage file.
0  markers in the range  664  are found in the geno/dosage file.
0  markers in the range  665  are found in the geno/dosage file.
0  markers in the range  666  are found in the geno/dosage file.
0  markers in the range  667  are found in the geno/dosage file.
0  markers in the range  668  are found in the geno/dosage file.
0  markers in the range  669  are found in the geno/dosage file.
0  markers in the range  670  are found in the geno/dosage file.
0  markers in the range  671  are found in the geno/dosage file.
0  markers in the range  672  are found in the geno/dosage file.
0  markers in the range  673  are found in the geno/dosage file.
0  markers in the range  674  are found in the geno/dosage file.
0  markers in the range  675  are found in the geno/dosage file.
0  markers in the range  676  are found in the geno/dosage file.
0  markers in the range  677  are found in the geno/dosage file.
0  markers in the range  678  are found in the geno/dosage file.
0  markers in the range  679  are found in the geno/dosage file.
0  markers in the range  680  are found in the geno/dosage file.
0  markers in the range  681  are found in the geno/dosage file.
0  markers in the range  682  are found in the geno/dosage file.
0  markers in the range  683  are found in the geno/dosage file.
0  markers in the range  684  are found in the geno/dosage file.
0  markers in the range  685  are found in the geno/dosage file.
0  markers in the range  686  are found in the geno/dosage file.
0  markers in the range  687  are found in the geno/dosage file.
0  markers in the range  688  are found in the geno/dosage file.
0  markers in the range  689  are found in the geno/dosage file.
0  markers in the range  690  are found in the geno/dosage file.
0  markers in the range  691  are found in the geno/dosage file.
0  markers in the range  692  are found in the geno/dosage file.
0  markers in the range  693  are found in the geno/dosage file.
0  markers in the range  694  are found in the geno/dosage file.
0  markers in the range  695  are found in the geno/dosage file.
0  markers in the range  696  are found in the geno/dosage file.
0  markers in the range  697  are found in the geno/dosage file.
0  markers in the range  698  are found in the geno/dosage file.
0  markers in the range  699  are found in the geno/dosage file.
0  markers in the range  700  are found in the geno/dosage file.
0  markers in the range  701  are found in the geno/dosage file.
0  markers in the range  702  are found in the geno/dosage file.
0  markers in the range  703  are found in the geno/dosage file.
0  markers in the range  704  are found in the geno/dosage file.
0  markers in the range  705  are found in the geno/dosage file.
0  markers in the range  706  are found in the geno/dosage file.
0  markers in the range  707  are found in the geno/dosage file.
0  markers in the range  708  are found in the geno/dosage file.
0  markers in the range  709  are found in the geno/dosage file.
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0  markers in the range  712  are found in the geno/dosage file.
0  markers in the range  713  are found in the geno/dosage file.
0  markers in the range  714  are found in the geno/dosage file.
0  markers in the range  715  are found in the geno/dosage file.
0  markers in the range  716  are found in the geno/dosage file.
0  markers in the range  717  are found in the geno/dosage file.
0  markers in the range  718  are found in the geno/dosage file.
0  markers in the range  719  are found in the geno/dosage file.
0  markers in the range  720  are found in the geno/dosage file.
0  markers in the range  721  are found in the geno/dosage file.
0  markers in the range  722  are found in the geno/dosage file.
0  markers in the range  723  are found in the geno/dosage file.
0  markers in the range  724  are found in the geno/dosage file.
0  markers in the range  725  are found in the geno/dosage file.
0  markers in the range  726  are found in the geno/dosage file.
0  markers in the range  727  are found in the geno/dosage file.
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0  markers in the range  729  are found in the geno/dosage file.
0  markers in the range  730  are found in the geno/dosage file.
0  markers in the range  731  are found in the geno/dosage file.
0  markers in the range  732  are found in the geno/dosage file.
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0  markers in the range  736  are found in the geno/dosage file.
0  markers in the range  737  are found in the geno/dosage file.
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0  markers in the range  739  are found in the geno/dosage file.
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0  markers in the range  742  are found in the geno/dosage file.
0  markers in the range  743  are found in the geno/dosage file.
0  markers in the range  744  are found in the geno/dosage file.
0  markers in the range  745  are found in the geno/dosage file.
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0  markers in the range  770  are found in the geno/dosage file.
0  markers in the range  771  are found in the geno/dosage file.
0  markers in the range  772  are found in the geno/dosage file.
0  markers in the range  773  are found in the geno/dosage file.
0  markers in the range  774  are found in the geno/dosage file.
0  markers in the range  775  are found in the geno/dosage file.
0  markers in the range  776  are found in the geno/dosage file.
0  markers in the range  777  are found in the geno/dosage file.
0  markers in the range  778  are found in the geno/dosage file.
0  markers in the range  779  are found in the geno/dosage file.
0  markers in the range  780  are found in the geno/dosage file.
0  markers in the range  781  are found in the geno/dosage file.
0  markers in the range  782  are found in the geno/dosage file.
0  markers in the range  783  are found in the geno/dosage file.
0  markers in the range  784  are found in the geno/dosage file.
0  markers in the range  785  are found in the geno/dosage file.
0  markers in the range  786  are found in the geno/dosage file.
0  markers in the range  787  are found in the geno/dosage file.
0  markers in the range  788  are found in the geno/dosage file.
0  markers in the range  789  are found in the geno/dosage file.
0  markers in the range  790  are found in the geno/dosage file.
0  markers in the range  791  are found in the geno/dosage file.
0  markers in the range  792  are found in the geno/dosage file.
0  markers in the range  793  are found in the geno/dosage file.
0  markers in the range  794  are found in the geno/dosage file.
0  markers in the range  795  are found in the geno/dosage file.
0  markers in the range  796  are found in the geno/dosage file.
0  markers in the range  797  are found in the geno/dosage file.
0  markers in the range  798  are found in the geno/dosage file.
0  markers in the range  799  are found in the geno/dosage file.
0  markers in the range  800  are found in the geno/dosage file.
0  markers in the range  801  are found in the geno/dosage file.
0  markers in the range  802  are found in the geno/dosage file.
0  markers in the range  803  are found in the geno/dosage file.
0  markers in the range  804  are found in the geno/dosage file.
0  markers in the range  805  are found in the geno/dosage file.
0  markers in the range  806  are found in the geno/dosage file.
0  markers in the range  807  are found in the geno/dosage file.
0  markers in the range  808  are found in the geno/dosage file.
0  markers in the range  809  are found in the geno/dosage file.
0  markers in the range  810  are found in the geno/dosage file.
0  markers in the range  811  are found in the geno/dosage file.
0  markers in the range  812  are found in the geno/dosage file.
0  markers in the range  813  are found in the geno/dosage file.
0  markers in the range  814  are found in the geno/dosage file.
0  markers in the range  815  are found in the geno/dosage file.
0  markers in the range  816  are found in the geno/dosage file.
0  markers in the range  817  are found in the geno/dosage file.
0  markers in the range  818  are found in the geno/dosage file.
0  markers in the range  819  are found in the geno/dosage file.
0  markers in the range  820  are found in the geno/dosage file.
0  markers in the range  821  are found in the geno/dosage file.
0  markers in the range  822  are found in the geno/dosage file.
0  markers in the range  823  are found in the geno/dosage file.
0  markers in the range  824  are found in the geno/dosage file.
0  markers in the range  825  are found in the geno/dosage file.
0  markers in the range  826  are found in the geno/dosage file.
0  markers in the range  827  are found in the geno/dosage file.
0  markers in the range  828  are found in the geno/dosage file.
0  markers in the range  829  are found in the geno/dosage file.
0  markers in the range  830  are found in the geno/dosage file.
0  markers in the range  831  are found in the geno/dosage file.
0  markers in the range  832  are found in the geno/dosage file.
0  markers in the range  833  are found in the geno/dosage file.
0  markers in the range  834  are found in the geno/dosage file.
0  markers in the range  835  are found in the geno/dosage file.
0  markers in the range  836  are found in the geno/dosage file.
0  markers in the range  837  are found in the geno/dosage file.
0  markers in the range  838  are found in the geno/dosage file.
0  markers in the range  839  are found in the geno/dosage file.
0  markers in the range  840  are found in the geno/dosage file.
0  markers in the range  841  are found in the geno/dosage file.
0  markers in the range  842  are found in the geno/dosage file.
0  markers in the range  843  are found in the geno/dosage file.
0  markers in the range  844  are found in the geno/dosage file.
0  markers in the range  845  are found in the geno/dosage file.
0  markers in the range  846  are found in the geno/dosage file.
0  markers in the range  847  are found in the geno/dosage file.
0  markers in the range  848  are found in the geno/dosage file.
0  markers in the range  849  are found in the geno/dosage file.
0  markers in the range  850  are found in the geno/dosage file.
0  markers in the range  851  are found in the geno/dosage file.
0  markers in the range  852  are found in the geno/dosage file.
0  markers in the range  853  are found in the geno/dosage file.
0  markers in the range  854  are found in the geno/dosage file.
0  markers in the range  855  are found in the geno/dosage file.
0  markers in the range  856  are found in the geno/dosage file.
0  markers in the range  857  are found in the geno/dosage file.
0  markers in the range  858  are found in the geno/dosage file.
0  markers in the range  859  are found in the geno/dosage file.
0  markers in the range  860  are found in the geno/dosage file.
0  markers in the range  861  are found in the geno/dosage file.
0  markers in the range  862  are found in the geno/dosage file.
0  markers in the range  863  are found in the geno/dosage file.
0  markers in the range  864  are found in the geno/dosage file.
0  markers in the range  865  are found in the geno/dosage file.
0  markers in the range  866  are found in the geno/dosage file.
0  markers in the range  867  are found in the geno/dosage file.
0  markers in the range  868  are found in the geno/dosage file.
0  markers in the range  869  are found in the geno/dosage file.
0  markers in the range  870  are found in the geno/dosage file.
0  markers in the range  871  are found in the geno/dosage file.
[1] 100 100
isSparseGRM 2  TRUE 
pval_cutoff_for_gxe  0.001 
traitType  count 
Number of phenotypes to test:	 1 
Number of all markers to test:	 4277 
Number of markers in each chunk:	 10000 
Number of chunks for all markers:	 1 
(2026-01-09 00:41:30.813628) ---- Analyzing Chunk 1/1: chrom InitialChunk ---- 
2433 markers were tested.
write to output
   user  system elapsed 
 14.070   2.292  16.250 
[1] "Analysis done! The results have been saved to 'saigeqtl_custom_results.txt'."

[2026-01-09 01:41:31,070] WARNING:cellink.tl._runner: WARNING: The requested image's platform (linux/amd64) does not match the detected host platform (linux/arm64/v8) and no specific platform was requested
Loading required package: RhpcBLASctl
Warning: Your system is mis-configured: ‘/var/db/timezone/localtime’ is not a symlink
Warning: ‘/var/db/timezone/localtime’ is not identical to any known timezone file
Loading required package: furrr
Loading required package: future
CHR POS MarkerID Allele1 Allele2 AC_Allele2 AF_Allele2 MissingRate BETA SE Tstat var p.value p.value.NA Is.SPA N
0 22 16569715 22_16569715_G_A A G 106 0.530 0 -1.287330e-15 54527.0 -4.329770e-25 3.363390e-10 1 1 False 100
1 22 16569887 22_16569887_T_A A T 133 0.665 0 -1.732230e-16 61881.1 -4.523640e-26 2.611460e-10 1 1 False 100
2 22 16570090 22_16570090_ACATT_A A ACATT 151 0.755 0 -3.843350e-16 70399.5 -7.754820e-26 2.017720e-10 1 1 False 100
3 22 16570885 22_16570885_T_G G T 141 0.705 0 -1.066060e-16 64219.4 -2.584940e-26 2.424750e-10 1 1 False 100
4 22 16571233 22_16571233_G_A A G 101 0.505 0 -1.350560e-15 57144.1 -4.135900e-25 3.062370e-10 1 1 False 100

Advanced Usage: Dry Run and Command Generation#

Generate Commands Without Execution#

Useful for debugging or running on HPC clusters:

# Generate command strings without executing
commands = run_saigeqtl(
    dd,
    gene_col="ENSG00000273362",
    prefix="saigeqtl_cluster",
    mode="cis",
    window=cis_window,
    sample_covariates=["gPCs"],
    use_grm_to_fit_null=False,
    overwrite_variance_ratio_file=True,
    run=False,  # Don't execute, just return commands
)

print("Step 1 (Null model):")
print(commands["step1"])
print("\nStep 2 (Association tests):")
print(commands["step2"])
Writing FAM... done.
Writing BIM... done.
Step 1 (Null model):
docker run --rm -v /Users/larnoldt/sc-genetics/docs/tutorials:/data -v /Users/larnoldt/cellink_data:/cellink_data -w /data wzhou88/saigeqtl /app/.pixi/envs/default/bin/Rscript /app/extdata/step1_fitNULLGLMM_qtl.R --phenoFile=saigeqtl_cluster_phenotype.txt --phenoCol=ENSG00000273362 --sampleIDColinphenoFile=IND_ID --traitType=count --plinkFile=saigeqtl_cluster --outputPrefix=saigeqtl_cluster --LOCO=FALSE --useGRMtoFitNULL=FALSE --IsOverwriteVarianceRatioFile=TRUE --covarColList=sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19 --sampleCovarColList=sex,age,gPCs_0,gPCs_1,gPCs_2,gPCs_3,gPCs_4,gPCs_5,gPCs_6,gPCs_7,gPCs_8,gPCs_9,gPCs_10,gPCs_11,gPCs_12,gPCs_13,gPCs_14,gPCs_15,gPCs_16,gPCs_17,gPCs_18,gPCs_19

Step 2 (Association tests):
docker run --rm -v /Users/larnoldt/sc-genetics/docs/tutorials:/data -v /Users/larnoldt/cellink_data:/cellink_data -w /data wzhou88/saigeqtl /app/.pixi/envs/default/bin/Rscript /app/extdata/step2_tests_qtl.R --bedFile=saigeqtl_cluster.bed --bimFile=saigeqtl_cluster.bim --famFile=saigeqtl_cluster.fam --GMMATmodelFile=saigeqtl_cluster.rda --varianceRatioFile=saigeqtl_cluster.varianceRatio.txt --SAIGEOutputFile=saigeqtl_cluster_results.txt --minMAC=20 --LOCO=FALSE --rangestoIncludeFile=saigeqtl_cluster_ranges.txt

Save Commands to File#

For batch submission to compute clusters:

commands = run_saigeqtl(
    dd,
    gene_col="ENSG00000273362",
    prefix="saigeqtl_batch",
    mode="cis",
    window=cis_window,
    sample_covariates=["gPCs"],
    run=False,
    use_grm_to_fit_null=False,
    overwrite_variance_ratio_file=True,
    save_cmd_file="saigeqtl_job.sh",
)
Writing FAM... done.
Writing BIM... done.

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Contents
  • Environment Setup
  • Configure SAIGE-QTL Runner
  • Load and Prepare Data
  • Analysis Workflows
    • 1. Basic cis-eQTL Analysis (Single-Variant Tests, Steps 1 + 2)
    • 2. Step-by-Step Analysis
      • Step 1 Only: Fit Null Model
      • Step 2 Only: Association Testing
      • Step 3 Only: Gene-Level P-values
    • 2. Advanced: Custom Covariate Specification
  • Advanced Usage: Dry Run and Command Generation
    • Generate Commands Without Execution
  • Save Commands to File

By Jan Engelmann, Lucas Arnoldt, Eva Holtkamp

© Copyright 2026, Theislab..