Simulations with GTEx genotypes and 1 causal response – independent replicates and missing values in Y

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Last updated: 2021-04-20

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Knit directory: mr_mash_test/

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Repository version: 3081598

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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_indepReps_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sB_1causalrespr10_indepReps_pipeline_array.1015203.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_indepReps_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sB_1causalrespr10_indepReps_pipeline_array.1015205.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_indepReps_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sB_1causalrespr10_indepReps_pipeline_array.1015206.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_indepReps_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sB_1causalrespr10_indepReps_pipeline_array.1015207.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_indepReps_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sB_1causalrespr10_indepReps_pipeline_array.1015209.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_indepReps_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sB_1causalrespr10_indepReps_pipeline_array.1015210.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_indepReps_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sB_1causalrespr10_indepReps_pipeline_array.1015211.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_indepReps_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sB_1causalrespr10_indepReps_pipeline_array.1015212.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_lowPVE_pipeline.6297709.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_lowPVE_pipeline.6297709.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_lowPVE_pipeline.6297720.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_lowPVE_pipeline.6297720.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_lowPVE_pipeline.6300278.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_lowPVE_pipeline.6300278.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_lowPVE_pipeline.6300959.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_lowPVE_pipeline.6300959.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_lowPVE_pipeline.6312239.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_lowPVE_pipeline.6312239.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_pipeline.6030933.err
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_pipeline.6030949.err
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_pipeline.6034734.err
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_pipeline.6035003.err
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_pipeline.6190207.err
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1005901.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1005901.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1005902.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1005904.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1005905.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1005906.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1005907.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1005910.err
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006212.err
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006213.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006213.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006214.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006214.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006215.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006215.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006216.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006216.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006217.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006217.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006218.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006218.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006219.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006219.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006220.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006220.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006221.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006221.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006307.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006307.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006308.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006308.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006309.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006309.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006310.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006310.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006311.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006311.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006332.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006332.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006333.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006333.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006334.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006334.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006335.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006335.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006336.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006336.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006384.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006384.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006385.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006385.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006386.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006386.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006387.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006387.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006388.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006388.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006434.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006434.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006436.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006436.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006437.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006437.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006438.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006438.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006439.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006439.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006440.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006440.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006441.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006441.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006442.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006442.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006443.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006443.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006444.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006444.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006445.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006445.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006746.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006746.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006747.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006747.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006748.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006748.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006749.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006749.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006750.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1006750.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007371.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007372.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007373.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007374.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007374.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007375.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007375.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007376.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007376.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007377.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007377.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007378.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007378.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007379.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007379.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007380.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007380.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007381.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007381.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007382.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007382.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007444.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007444.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007445.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007445.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007446.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007446.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007447.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007447.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007448.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007448.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007449.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007449.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007450.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007450.out
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007451.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007452.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007452.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007453.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007453.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007454.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007454.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007455.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007455.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_indepB_r10_indepReps_missing_Y_pipeline_array.1007456.err
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    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011852.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011852.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011853.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011853.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011854.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011854.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011855.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011855.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011856.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011856.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011897.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011897.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011898.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011898.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011899.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011899.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011900.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011900.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011901.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011901.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011902.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011902.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011903.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011903.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011904.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011904.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011905.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011905.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011906.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_indepReps_missing_Y_pipeline_array.1011906.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_lowPVE_pipeline.6342504.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_lowPVE_pipeline.6342504.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_lowPVE_pipeline.6342513.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_lowPVE_pipeline.6342513.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_lowPVE_pipeline.6350805.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_lowPVE_pipeline.6350805.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_lowPVE_pipeline.6350813.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_lowPVE_pipeline.6350813.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_lowPVE_pipeline.6355751.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_lowPVE_pipeline.6355751.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_pipeline.6017919.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_pipeline.6017919.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_pipeline.6017922.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_pipeline.6017922.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_pipeline.6019026.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_pipeline.6019026.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_pipeline.6019566.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_3causalrespr10_pipeline.6019566.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012643.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012643.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012644.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012644.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012645.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012645.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012646.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012646.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012647.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012647.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012648.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012648.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012649.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012649.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012650.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012650.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012651.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012651.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012652.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012652.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012653.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012653.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012654.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012654.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012655.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012655.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012656.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012656.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012657.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012657.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012658.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012658.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012659.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012659.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012660.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012660.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012661.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012661.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012662.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1012662.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013263.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013263.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013264.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013264.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013265.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013265.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013266.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013266.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013267.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013267.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013268.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013268.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013269.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013269.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013270.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013270.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013271.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013271.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013272.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013272.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013313.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013313.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013314.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013314.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013315.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013315.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013316.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013316.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013317.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013317.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013318.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013318.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013319.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013319.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013320.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013320.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013321.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013321.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013322.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013322.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013746.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013746.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013747.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013747.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013748.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013748.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013749.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013749.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013750.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013750.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013751.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013751.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013752.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013752.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013753.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013753.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013754.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013754.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013755.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013755.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013758.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013758.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013759.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013759.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013760.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013760.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013761.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013761.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013762.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013762.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013763.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013763.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013764.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013764.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013765.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013765.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013766.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013766.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013767.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1013767.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014434.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014434.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014435.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014435.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014436.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014436.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014437.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014437.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014438.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014438.out
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014439.err
    Ignored:    scripts/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array/mvreg_all_genes_prior_GTExrealX_indepV_sharedB_r10_indepReps_missing_Y_pipeline_array.1014439.out
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Untracked files:
    Untracked:  analysis/dense_issue_investigation2/
    Untracked:  code/20200502_Prepare_ED_prior.ipynb
    Untracked:  code/plot_test.R
    Untracked:  code/pred_fullV_LNP1.R
    Untracked:  dsc/mvreg_all_genes_prior_09_11_20_COPY.dsc

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

---

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/results_mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_indepReps_missing_Y.Rmd) and HTML (docs/results_mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_indepReps_missing_Y.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
Rmd	3081598	Fabio Morgante	2021-04-20	Update all scenarios with missing Ys after fixing issues with DSC and
html	c1dee22	fmorgante	2021-03-24	Build site.
Rmd	8bc09c4	fmorgante	2021-03-24	Add all scenarios and improve text
html	20165dd	fmorgante	2021-03-23	Build site.
Rmd	94dfe58	fmorgante	2021-03-23	Add 1 causal tissue scenario with missing Y, for real

---

###Set options
options(stringsAsFactors=FALSE)

###Load libraries
library(dscrutils)
library(ggplot2)
library(cowplot)
library(scales)

###Function to convert dscquery output from list to data.frame suitable for plotting
convert_dsc_to_dataframe_gtex <- function(dsc){ ##add repli argument if wanting to have subrep rolling over from rep to rep
  ###Data.frame to store the results after convertion
  dsc_df <- data.frame()
  
  ###Get length of list elements 
  n_elem <- length(dsc$DSC)
  
  ###Loop through the dsc list
  for(i in 1:n_elem){
    ##Prepare vectors making up the final data frame
    r_scalar <- dsc$simulate.r[i]
    p_causal <- rep(dsc$simulate.p_causal[i], times=r_scalar)
    r <- rep(dsc$simulate.r[i], times=r_scalar)
    response <- 1:r_scalar
    pve <- rep(dsc$simulate.pve[i], times=r_scalar)
    simulate <- rep(dsc$simulate[i], times=r_scalar)
    fit <- rep(dsc$fit[i], times=r_scalar)
    score <- rep(dsc$score[i], times=r_scalar)
    score.err <- dsc$score.err[[i]]
    timing <- rep(dsc$fit.time[i], times=r_scalar)
    
    ##Build the data frame
    df <- data.frame(p_num_caus=p_causal, r=r, response=response, pve=pve,  
                     scenario=simulate, method=fit, score_metric=score, score_value=score.err, time=timing)
    dsc_df <- rbind(dsc_df, df)
  }
  
  ###Get number of genes
  n_methods <- length(unique(dsc$fit))
  n_metrics <- length(unique(dsc$score))
  n_genes <- n_elem/n_methods/n_metrics
  
  ###Compute replicates
  # beginning <- (repli*n_genes)-(n_genes-1)
  # ending <- repli*n_genes
  beginning <- 1
  ending <- n_genes
  reptot <- rep(rep(beginning:ending, each=dsc$simulate.r[1]), n_methods*n_metrics)
  
  dsc_df <- data.frame(subrep=reptot, dsc_df)
  
  return(dsc_df)
}

###Function to compute rmse (relative to mr_mash_em_no_datadriven)
compute_rrmse <- function(dsc_plot, log10_scale=FALSE){
  dsc_plot <- transform(dsc_plot, experiment=paste(rep, subrep, response, scenario, sep="-"))
  t <- 0
  for (i in unique(dsc_plot$experiment)) {
    t <- t+1
    rmse_data  <- dsc_plot[which(dsc_plot$experiment == i & dsc_plot$score_metric=="scaled_rmse"), ]
    mse_mr_mash_consec_em <- rmse_data[which(rmse_data$method=="mr_mash_em_can_mlasso"), "score_value"]
    if(!log10_scale)
      rmse_data$score_value <- rmse_data$score_value/mse_mr_mash_consec_em
    else
      rmse_data$score_value <- log10(rmse_data$score_value/mse_mr_mash_consec_em)
    rmse_data$score_metric <- "scaled_rrmse"
    if(t>1){
      rmse_data_tot <- rbind(rmse_data_tot, rmse_data)
    } else if(t==1){
      rmse_data_tot <- rmse_data
    }
  }
  
  rmse_data_tot$experiment <- NULL
  
  return(rmse_data_tot)
}

###Set some quantities used in the following plots
colors <- c("cyan", "skyblue", "dodgerblue", "mediumblue", "limegreen", "green", "gold", "orange", "red", "firebrick", "darkmagenta", "mediumpurple")

PVE=0.2

for(repl in 1:20){
  ###Load the dsc results
  dsc_out <- dscquery(paste0("output/mvreg_all_genes_prior_GTExrealX_indepV_B_1causalrespr10_indepReps_missing_Y/rep", repl), 
                      c("simulate.p_causal", "simulate.r", "simulate.r_causal", "simulate.pve", "simulate.B_cor", "simulate.w", 
                        "simulate.B_scale", "simulate.V_cor", "simulate", "fit", "score", "score.err", "fit.time"), 
                      groups="fit: mr_mash_em_can_enet, mr_mash_em_can_mlasso, mr_mash_em_data_mlasso, mr_mash_em_dataAndcan_mlasso, mr_mash_em_dataAndcan_dropcomp_mlasso, mtlasso, enet",
              verbose=FALSE)
  
  ###Convert from list to data.frame for plotting
  if(repl==1){
    dsc_plots <- convert_dsc_to_dataframe_gtex(dsc_out)
    dsc_plots <- cbind(rep=repl, dsc_plots)
  } else if(repl>1){
    tmp <- convert_dsc_to_dataframe_gtex(dsc_out)
    tmp <- cbind(rep=repl, tmp)
    dsc_plots <- rbind(dsc_plots, tmp)
  }
}

###Obtain simulation parameters from last rep (they all should have the same params)
prop_testset <- 0.2
p_causal <- unique(dsc_out$simulate.p_causal)
r <- unique(dsc_out$simulate.r)
r_causal <- eval(parse(text=unique(dsc_out$simulate.r_causal)))
pve <- unique(dsc_out$simulate.pve)
w <- eval(parse(text=unique(dsc_out$simulate.w)))
B_cor <- eval(parse(text=unique(dsc_out$simulate.B_cor)))
B_scale <- eval(parse(text=unique(dsc_out$simulate.B_scale)))
V_cor <- unique(dsc_out$simulate.V_cor)

rm(dsc_out)

Simulation set up

The results below are based on simulations with GTEx v8 cis-genotypes for 838 samples, with causal variants randomly sampled in the range 1:10, 10 responses with a per-response proportion of variance explained (PVE) of 0.2. Causal effects, B, were drawn from MVN(0, Sigma), Sigma is such that it achieves a correlation between responses of 0. Response 1 has causal effects while the remaining nine responses do not have any causal effect. The responses, Y, were drawn from MN(XB, I, V), where V is such that it achieves a correlation between responses of 0 and a scale defined by PVE, in the case of cuasal responses. Non causal responses are from N(0, 1).

For each replicate:

1. We simulated expression from actual GTEx genotypes for 2000 randomly sampled genes.

2. We randomly splitted the data into training (80% of the data = 670 individuals) and test (20% of the data = 168 individuals) sets.

3. Missing values were randomly assigned to 70% of the entries in Y in the training set. Individuals with only missing values were removed.

4. We estimated data-driven covariance matrices using the training set. This was done by computing univariate summary statistics by simple linear regression for each response. These regression coefficients and standard errors were used as input in the mash pipeline (from Gao) to compute data-driven covariance matrices (up to the ED step included). In particular, the top variable per gene was used to define a “strong” set and 4 random variables per gene were used to define a “random” set. Covariance matrices were estimated using flash, PCA (including the top 3 PCs), and the empirical covariance matrix.

5. We fitted competing methods and mr.mash to the training set for the first gene. mr.mash was fitted updating V (imposing a diagonal structure) and updating the prior weights using EM updates. The covariances matrices were scaled by a grid of values computed from the univariate summary statistics as in the mash paper. The posterior mean of the regression coefficients were initialized to the estimates of the group-LASSO. The mixture weights were initialized with the proportion of zero-coefficients from the group-LASSO estimate as the weight on the spike and the proportion of non-zero-coefficients split equally among the remaining components. Because the glmnet implementation of group-LASSO cannot handle missing values in Y, we did one round of imputation based on the same methodology implemented in mr.mash. We then ran group-LASSO on the resulting Y. Alternatively, mr.mash was initialized using the estimates from the univariate elastic net. Convergence was declared when the maximum difference in the ELBO between two successive iterations was smaller than 1e-2. Four settings of the mixture prior were used:

   • canonical matrices corresponding to different settings of effect sharing/specificity (i.e., singletons, independent, low heterogeneity, medium heterogeneity, high heterogeneity, shared) plus the spike.

   • data-driven matrices estimated as described above plus the spike.

   • both canonical and data-driven matrices plus the spike.

   • both canonical and data-driven matrices plus the spike, dropping components with \(w_0 < 1e-8\).

6. We predicted the responses in the test set of the same gene.

7. We evaluated the accuracy of prediction by the relative root mean square error (rRMSE) scaled by the standard deviation of the true responses in the test data.

To obtain 20 truly independent replicates, we repeated 1-7 20 times. The boxplots are across replicates.

mr.mash vs other methods

Here, we compare mr.mash to the UTMOST implementation by Abhishek, and the response-by-response elastic net. All the methods were using 1 thread.

###Compute rmse score (relative to mr_mash_can) and add it to the data
rrmse_dat <- compute_rrmse(dsc_plots)
dsc_plots <- rbind(dsc_plots, rrmse_dat)

###Remove mse from scores and keep only methods wanted
dsc_plots <- dsc_plots[which(dsc_plots$score_metric!="scaled_rmse" ), ]

###Create factor version of method
dsc_plots$method_fac <- factor(dsc_plots$method, levels=c("mr_mash_em_can_mlasso", "mr_mash_em_data_mlasso",
                                                            "mr_mash_em_dataAndcan_mlasso", "mr_mash_em_dataAndcan_dropcomp_mlasso", 
                                                            "mr_mash_em_can_enet", "mtlasso", "enet"),
                                 labels=c("mr_mash_can", "mr_mash_data", "mr_mash_both", "mr_mash_both_w0thresh", 
                                          "mr_mash_can_enet", "mtlasso", "enet"))
###Create factor version of response
dsc_plots$response_fac <- as.factor(dsc_plots$response)

###Create plots
p_rrmse <- ggplot(dsc_plots[which(dsc_plots$score_metric=="scaled_rrmse"), ], aes_string(x = "response_fac", y = "score_value", fill = "method_fac")) +
  geom_boxplot(color = "black", outlier.size = 1, width = 0.85) +
  scale_fill_manual(values = colors) +
  labs(x = "Response", y = "Error", title = "rRMSE", fill="Method") +
  geom_hline(yintercept=1, linetype="dotted", size=1) +
  theme_cowplot(font_size = 20) +
  theme(plot.title = element_text(hjust = 0.5))

print(p_rrmse)

Past versions of "accuracy vs others-1.png"

Version	Author	Date
20165dd	fmorgante	2021-03-23

Let’s now remove outliers from the plots to make things a little clearer.

p_rrmse_noout <- ggplot(dsc_plots[which(dsc_plots$score_metric=="scaled_rrmse"), ], aes_string(x = "response_fac", y = "score_value", fill = "method_fac")) +
  Ipaper::geom_boxplot2(color = "black",width.errorbar = 0, width = 0.85) +
  scale_fill_manual(values = colors) +
  labs(x = "Response", y = "Error", title = "rRMSE", fill="Method") +
  geom_hline(yintercept=1, linetype="dotted", size=1) +
  theme_cowplot(font_size = 20) +
  theme(plot.title = element_text(hjust = 0.5))

print(p_rrmse_noout)

Past versions of "accuracy no outliers-1.png"

Version	Author	Date
20165dd	fmorgante	2021-03-23

Here, we look at the elapsed time (\(log_2\) seconds) of each method. Note that the mr.mash run time does not include the run time of group-LASSO (but should be considered since we used it to initialize mr.mash).

dsc_plots_time <- dsc_plots[which(dsc_plots$response==1 & dsc_plots$score_metric=="scaled_rrmse"), 
                          -which(colnames(dsc_plots) %in% c("score_metric", "score_value", "response"))]

p_time <- ggplot(dsc_plots_time, aes_string(x = "method_fac", y = "time", fill = "method_fac")) +
  geom_boxplot(color = "black", outlier.size = 1, width = 0.85) +
  scale_fill_manual(values = colors) +
  scale_y_continuous(trans="log2", breaks = trans_breaks("log2", function(x) 2^x),
                     labels = trans_format("log2", math_format(2^.x))) +
  labs(x = "", y = "Elapsed time (seconds) in log2 scale", title = "Run time", fill="Method") +
  theme_cowplot(font_size = 20) +
  theme(axis.line.x = element_blank(), axis.text.x = element_blank(), axis.ticks.x = element_blank(),
        plot.title = element_text(hjust = 0.5))

print(p_time)

Past versions of "run time-1.png"

Version	Author	Date
20165dd	fmorgante	2021-03-23

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-conda-linux-gnu (64-bit)
Running under: CentOS Linux 8 (Core)

Matrix products: default
BLAS/LAPACK: /scratch/midway3/fmorgante/miniconda3/envs/py38dsc/lib/libopenblasp-r0.3.12.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

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

other attached packages:
[1] scales_1.1.1      cowplot_1.1.1     ggplot2_3.3.3     dscrutils_0.4.3.5

loaded via a namespace (and not attached):
 [1] Rcpp_1.0.6         lubridate_1.7.10   lattice_0.20-41    prettyunits_1.1.1 
 [5] rprojroot_2.0.2    digest_0.6.27      foreach_1.5.1      utf8_1.2.1        
 [9] R6_2.5.0           cellranger_1.1.0   plyr_1.8.6         evaluate_0.14     
[13] highr_0.8          pillar_1.6.0       rlang_0.4.10       progress_1.2.2    
[17] readxl_1.3.1       rstudioapi_0.13    data.table_1.14.0  whisker_0.4       
[21] Matrix_1.3-2       reticulate_1.18    rmarkdown_2.7      labeling_0.4.2    
[25] stringr_1.4.0      munsell_0.5.0      compiler_4.0.3     httpuv_1.5.5      
[29] xfun_0.22          pkgconfig_2.0.3    clipr_0.7.1        htmltools_0.5.1.1 
[33] tibble_3.1.0       workflowr_1.6.2    codetools_0.2-18   matrixStats_0.58.0
[37] fansi_0.4.2        crayon_1.4.1       withr_2.4.1        later_1.1.0.1     
[41] rappdirs_0.3.3     grid_4.0.3         jsonlite_1.7.2     gtable_0.3.0      
[45] lifecycle_1.0.0    git2r_0.28.0       magrittr_2.0.1     zip_2.1.1         
[49] stringi_1.5.3      farver_2.1.0       reshape2_1.4.4     fs_1.5.0          
[53] promises_1.2.0.1   remotes_2.3.0      doParallel_1.0.16  xml2_1.3.2        
[57] Ipaper_0.1.6       ellipsis_0.3.1     vctrs_0.3.7        generics_0.1.0    
[61] openxlsx_4.2.3     iterators_1.0.13   tools_4.0.3        glue_1.4.2        
[65] purrr_0.3.4        hms_1.0.0          parallel_4.0.3     yaml_2.2.1        
[69] colorspace_2.0-0   knitr_1.32