diff --git a/code/SoS/xqtl_protocol_workflow_builder.html b/code/SoS/xqtl_protocol_workflow_builder.html index 92bf0e149..7f84e25cb 100644 --- a/code/SoS/xqtl_protocol_workflow_builder.html +++ b/code/SoS/xqtl_protocol_workflow_builder.html @@ -640,16 +640,16 @@

Your analysis route

return h; } let curBtn=null; -const 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0.00655251076072851, 0.00755478832393643, 0.00636790267383328, 0.00598101961309056, 0.00508689343582039, 0.000304269733382108, 0.00787846287951198, 0.00908708912978019, 0.00598101961309056, 0.0085694021122118, 0.00611110457710638, 0.00027499145557414, 0.00669526284240114, 0.00771975591706234, 0.00508689343582039, 0.00611110457710638, 0.00659351995538288, 0.000267097385890687, 0.0063762465394884, 0.00735109333332331, 0.00484581768852353, 0.00582039621050936, 0.00495074086866018, 4.46556985217172e-05, -0.00261310530646169, -0.00303720863701038, -0.00194729814154248, -0.00237128478695276, -0.00199294456741381 ), dim = c(6L, 8L, 17L), dimnames = list(c(\"ALL\", \"Ast\", \"End\", \"Exc\", \"Inh\", \"Mic\"), c(\"ALL\", \"Ast\", \"End\", \"Exc\", \"Inh\", \"Mic\", \"OPC\", \"Oli\"), c(\"mash::mash::var1\", \"mash::mash::var2\", \"mash::mash::var3\", \"mash::mash::var4\", \"mash::mash::var5\", \"mash::mash::var6\", \"mash::mash::var7\", \"mash::mash::var8\", \"mash::mash::var9\", \"mash::mash::var10\", \"mash::mash::var11\", \"mash::mash::var12\", \"mash::mash::var13\", \"mash::mash::var14\", \"mash::mash::var15\", \"mash::mash::var16\", \"mash::mash::var17\"))) ..."]},"tests/fixtures/mash_posterior/fine_mapping.rds":{"kind":"rds","lines":["Object: data.frame [17 x 3]"," variants cs_order pip"," 1 mash::mash::var1 1 0.60"," 2 mash::mash::var2 1 0.40"," 3 mash::mash::var3 0 0.02"]},"tests/fixtures/mash/expected/mash_input.qss.rds":{"kind":"rds","lines":["Object: list [length 10]"," Components: strong.b, strong.s, random.b, random.s, null.b, null.s, random.z, null.z, ...","$strong.b: matrix/array [2 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528675:A:G_region1.qss 3.0964631"," protocol_example::mash::chr22:15528699:A:G_region1.qss 0.3039547"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528675:A:G_region1.qss 0.2011453"," protocol_example::mash::chr22:15528699:A:G_region1.qss 4.5483141","","$strong.s: matrix/array [2 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528675:A:G_region1.qss 1"," protocol_example::mash::chr22:15528699:A:G_region1.qss 1"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528675:A:G_region1.qss 1"," protocol_example::mash::chr22:15528699:A:G_region1.qss 1","","$random.b: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528319:A:G_region1.qss 0.69777934"," protocol_example::mash::chr22:15529124:A:G_region1.qss 1.32852955"," protocol_example::mash::chr22:15528227:A:G_region1.qss -0.05627064"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528319:A:G_region1.qss -0.1991450"," protocol_example::mash::chr22:15529124:A:G_region1.qss -0.2385934"," protocol_example::mash::chr22:15528227:A:G_region1.qss 0.9808774","","$random.s: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528319:A:G_region1.qss 1"," protocol_example::mash::chr22:15529124:A:G_region1.qss 1"," protocol_example::mash::chr22:15528227:A:G_region1.qss 1"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528319:A:G_region1.qss 1"," protocol_example::mash::chr22:15529124:A:G_region1.qss 1"," protocol_example::mash::chr22:15528227:A:G_region1.qss 1","","$null.b: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528612:A:G_region1.qss 1.66040624"," protocol_example::mash::chr22:15528787:A:G_region1.qss -0.01514105"," protocol_example::mash::chr22:15529068:A:G_region1.qss 1.63336444"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528612:A:G_region1.qss -1.0569069"," protocol_example::mash::chr22:15528787:A:G_region1.qss -0.9860239"," protocol_example::mash::chr22:15529068:A:G_region1.qss 0.1641178","","$null.s: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528612:A:G_region1.qss 1"," protocol_example::mash::chr22:15528787:A:G_region1.qss 1"," protocol_example::mash::chr22:15529068:A:G_region1.qss 1"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528612:A:G_region1.qss 1"," protocol_example::mash::chr22:15528787:A:G_region1.qss 1"," protocol_example::mash::chr22:15529068:A:G_region1.qss 1"]},"tests/fixtures/mash/expected/mash_input.fmr.rds":{"kind":"rds","lines":["Object: list [length 10]"," Components: strong.b, strong.s, random.b, random.s, null.b, null.s, random.z, null.z, ...","$strong.b: matrix/array [1 x 2]"," Mic_De_Jager_eQTL Ast_De_Jager_eQTL"," [1,] 2.70564 0.5429115","","$strong.s: matrix/array [1 x 2]"," Mic_De_Jager_eQTL Ast_De_Jager_eQTL"," [1,] 1 1","","$random.b: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," chr22:15528319:A:G_protocol_example.QtlFineMappingResult 0.69777934"," chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1.32852955"," chr22:15528227:A:G_protocol_example.QtlFineMappingResult -0.05627064"," Ast_De_Jager_eQTL"," chr22:15528319:A:G_protocol_example.QtlFineMappingResult -0.1991450"," chr22:15529124:A:G_protocol_example.QtlFineMappingResult -0.2385934"," chr22:15528227:A:G_protocol_example.QtlFineMappingResult 0.9808774","","$random.s: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," chr22:15528319:A:G_protocol_example.QtlFineMappingResult 1"," chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1"," chr22:15528227:A:G_protocol_example.QtlFineMappingResult 1"," Ast_De_Jager_eQTL"," chr22:15528319:A:G_protocol_example.QtlFineMappingResult 1"," chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1"," chr22:15528227:A:G_protocol_example.QtlFineMappingResult 1","","$null.b: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," chr22:15528612:A:G_protocol_example.QtlFineMappingResult 1.66040624"," chr22:15528787:A:G_protocol_example.QtlFineMappingResult -0.01514105"," chr22:15529068:A:G_protocol_example.QtlFineMappingResult 1.63336444"," Ast_De_Jager_eQTL"," chr22:15528612:A:G_protocol_example.QtlFineMappingResult -1.0569069"," 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0.00655251076072851, 0.00755478832393643, 0.00636790267383328, 0.00598101961309056, 0.00508689343582039, 0.000304269733382108, 0.00787846287951198, 0.00908708912978019, 0.00598101961309056, 0.0085694021122118, 0.00611110457710638, 0.00027499145557414, 0.00669526284240114, 0.00771975591706234, 0.00508689343582039, 0.00611110457710638, 0.00659351995538288, 0.000267097385890687, 0.0063762465394884, 0.00735109333332331, 0.00484581768852353, 0.00582039621050936, 0.00495074086866018, 4.46556985217172e-05, -0.00261310530646169, -0.00303720863701038, -0.00194729814154248, -0.00237128478695276, -0.00199294456741381 ), dim = c(6L, 8L, 17L), dimnames = list(c(\"ALL\", \"Ast\", \"End\", \"Exc\", \"Inh\", \"Mic\"), c(\"ALL\", \"Ast\", \"End\", \"Exc\", \"Inh\", \"Mic\", \"OPC\", \"Oli\"), c(\"mash::mash::var1\", \"mash::mash::var2\", \"mash::mash::var3\", \"mash::mash::var4\", \"mash::mash::var5\", \"mash::mash::var6\", \"mash::mash::var7\", \"mash::mash::var8\", \"mash::mash::var9\", \"mash::mash::var10\", \"mash::mash::var11\", \"mash::mash::var12\", \"mash::mash::var13\", \"mash::mash::var14\", \"mash::mash::var15\", \"mash::mash::var16\", \"mash::mash::var17\"))) ..."]},"tests/fixtures/mash_posterior/fine_mapping.rds":{"kind":"rds","lines":["Object: data.frame [17 x 3]"," variants cs_order pip"," 1 mash::mash::var1 1 0.60"," 2 mash::mash::var2 1 0.40"," 3 mash::mash::var3 0 0.02"]},"tests/fixtures/mash/expected/mash_input.qss.rds":{"kind":"rds","lines":["Object: list [length 10]"," Components: strong.b, strong.s, random.b, random.s, null.b, null.s, random.z, null.z, ...","$strong.b: matrix/array [2 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528675:A:G_region1.qss 3.0964631"," protocol_example::mash::chr22:15528699:A:G_region1.qss 0.3039547"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528675:A:G_region1.qss 0.2011453"," protocol_example::mash::chr22:15528699:A:G_region1.qss 4.5483141","","$strong.s: matrix/array [2 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528675:A:G_region1.qss 1"," protocol_example::mash::chr22:15528699:A:G_region1.qss 1"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528675:A:G_region1.qss 1"," protocol_example::mash::chr22:15528699:A:G_region1.qss 1","","$random.b: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528319:A:G_region1.qss 0.69777934"," protocol_example::mash::chr22:15529124:A:G_region1.qss 1.32852955"," protocol_example::mash::chr22:15528227:A:G_region1.qss -0.05627064"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528319:A:G_region1.qss -0.1991450"," protocol_example::mash::chr22:15529124:A:G_region1.qss -0.2385934"," protocol_example::mash::chr22:15528227:A:G_region1.qss 0.9808774","","$random.s: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528319:A:G_region1.qss 1"," protocol_example::mash::chr22:15529124:A:G_region1.qss 1"," protocol_example::mash::chr22:15528227:A:G_region1.qss 1"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528319:A:G_region1.qss 1"," protocol_example::mash::chr22:15529124:A:G_region1.qss 1"," protocol_example::mash::chr22:15528227:A:G_region1.qss 1","","$null.b: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528612:A:G_region1.qss 1.66040624"," protocol_example::mash::chr22:15528787:A:G_region1.qss -0.01514105"," protocol_example::mash::chr22:15529068:A:G_region1.qss 1.63336444"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528612:A:G_region1.qss -1.0569069"," protocol_example::mash::chr22:15528787:A:G_region1.qss -0.9860239"," protocol_example::mash::chr22:15529068:A:G_region1.qss 0.1641178","","$null.s: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," protocol_example::mash::chr22:15528612:A:G_region1.qss 1"," protocol_example::mash::chr22:15528787:A:G_region1.qss 1"," protocol_example::mash::chr22:15529068:A:G_region1.qss 1"," Ast_De_Jager_eQTL"," protocol_example::mash::chr22:15528612:A:G_region1.qss 1"," protocol_example::mash::chr22:15528787:A:G_region1.qss 1"," protocol_example::mash::chr22:15529068:A:G_region1.qss 1"]},"tests/fixtures/mash/expected/mash_input.fmr.rds":{"kind":"rds","lines":["Object: list [length 10]"," Components: strong.b, strong.s, random.b, random.s, null.b, null.s, random.z, null.z, ...","$strong.b: matrix/array [1 x 2]"," Mic_De_Jager_eQTL Ast_De_Jager_eQTL"," [1,] 2.70564 0.5429115","","$strong.s: matrix/array [1 x 2]"," Mic_De_Jager_eQTL Ast_De_Jager_eQTL"," [1,] 1 1","","$random.b: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," chr22:15528319:A:G_protocol_example.QtlFineMappingResult 0.69777934"," chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1.32852955"," chr22:15528227:A:G_protocol_example.QtlFineMappingResult -0.05627064"," Ast_De_Jager_eQTL"," chr22:15528319:A:G_protocol_example.QtlFineMappingResult -0.1991450"," chr22:15529124:A:G_protocol_example.QtlFineMappingResult -0.2385934"," chr22:15528227:A:G_protocol_example.QtlFineMappingResult 0.9808774","","$random.s: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," chr22:15528319:A:G_protocol_example.QtlFineMappingResult 1"," chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1"," chr22:15528227:A:G_protocol_example.QtlFineMappingResult 1"," Ast_De_Jager_eQTL"," chr22:15528319:A:G_protocol_example.QtlFineMappingResult 1"," chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1"," chr22:15528227:A:G_protocol_example.QtlFineMappingResult 1","","$null.b: matrix/array [15 x 2]"," Mic_De_Jager_eQTL"," chr22:15528612:A:G_protocol_example.QtlFineMappingResult 1.66040624"," chr22:15528787:A:G_protocol_example.QtlFineMappingResult -0.01514105"," chr22:15529068:A:G_protocol_example.QtlFineMappingResult 1.63336444"," Ast_De_Jager_eQTL"," chr22:15528612:A:G_protocol_example.QtlFineMappingResult -1.0569069"," 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${cells(head,'th')}${body.map(r=>`${cells(r,'td')}`).join('')}
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FXWF={"mixture_prior":{"mashr_input.rds":["*"],"cov.flash.EE.rds":["flash"],"cov.flash_nonneg.EE.rds":["flash_nonneg"],"cov.pca.EE.rds":["pca"],"cov.canonical.EE.rds":["canonical"],"vhat.identity.EE.rds":["vhat_identity"],"vhat.simple.EE.rds":["vhat_simple"],"vhat.corshrink.EE.rds":["vhat_corshrink_xcondition"],"vhat.simple_specific.EE.rds":["vhat_simple_specific"],"prior.cov_ed.EE.rds":["ed_bovy"],"mixture_prior.EE.prior.rds":["ed_bovy","ud","ud_unconstrained"]},"phenotype_imputation":{"protocol_example.protein.missing.bed.gz":["*"],"protocol_example.protein.missing.filtered.imputed.bed.gz":["bed_filter_na"],"protocol_example.protein.missing.EBMF.imputed.bed.gz":["EBMF"],"protocol_example.protein.missing.knn.imputed.bed.gz":["knn"],"protocol_example.protein.missing.mean.imputed.bed.gz":["mean"],"protocol_example.protein.missing.lod.imputed.bed.gz":["lod"],"protocol_example.protein.missing.soft.imputed.bed.gz":["soft"]},"covariate_hidden_factor":{"covariates.tsv":["*"],"residual.bed.gz":["*"],"Marchenko_PC.gz":["Marchenko_PC"],"Buja_Eyuboglu_PC.gz":["PCA"],"PEER.factors.tsv":["PEER"],"PEER.weights.tsv":["PEER"],"PEER.variance.tsv":["PEER"],"PEER.gz":["PEER"]},"gene_annotation":{"protocol_example.atac.tsv":["annotate_coord"],"protocol_example.rnaseq.bed.gz":["annotate_coord"],"protocol_example.rnaseq.bed.bed.gz":["annotate_coord"],"protocol_example.rnaseq.bed.gene_list.tsv":["annotate_coord"],"protocol_example.rnaseq.bed.region_list.txt":["annotate_coord"],"protocol_example.protein.no_coord.bed.gz":["annotate_coord","annotate_coord_biomart"],"protocol_example.protein.no_coord.gene_list.tsv":["annotate_coord","annotate_coord_biomart"],"protocol_example.protein.no_coord.region_list.txt":["annotate_coord","annotate_coord_biomart"],"protocol_example.atac.bed.gz":["annotate_coord"],"protocol_example.atac.region_list.txt":["annotate_coord"],"protocol_example.leafcutter.intron_count.tsv.leafcutter.clusters_to_genes.txt":["map_leafcutter_cluster_to_gene"],"protocol_example.leafcutter.phenotype.bed.formated.bed.gz":["annotate_leafcutter_isoforms"],"protocol_example.leafcutter.phenotype.bed.phenotype_group.txt":["annotate_leafcutter_isoforms"],"protocol_example.psichomics.phenotype.formated.bed.gz":["annotate_psichomics_isoforms"],"protocol_example.psichomics.phenotype.phenotype_group.txt":["annotate_psichomics_isoforms"]},"mnm_regression":{"univariate_bvsr.rds":["susie_twas"],"univariate_twas_weights.rds":["susie_twas"],"protocol_example.genotype.chr22.bed":["*"],"protocol_example.pheno_manifest_context.tsv":["*"],"example_covariates.tsv":["*"],"association_windows.bed":["*"],"protocol_example.ENSG00000283047.multicontext_bvsr.rds":["*"]},"colocboost":{"protocol_example.genotype.chr22.bed":["*"],"protocol_example.pheno_manifest_context.tsv":["*"],"example_covariates.tsv":["*"],"association_windows.bed":["*"],"test_coloc.ENSG00000283047.colocboost.rds":["*"]},"mash_posterior":{"region_strong.rds":["*"],"fine_mapping.rds":["*"],"orig.rds":["*"],"posterior.rds":["*"]},"ld_prune_reference":{"protocol_example.ld_genotype.chr22.bed":["*"],"protocol_example.ld_genotype.list":["*"],"LD_pruned_variants.txt":["*"]},"rss_ld_sketch":{"protocol_example.genotype.chr22.vcf.gz":["*"],"protocol_example.ld_blocks.bed":["*"],"afreq_deterministic.tsv":["*"],"event_id.tsv":["*"]},"snRNAseq_preprocessing":{"protocol_example.snrnaseq.id_mapping.csv":["*"],"protocol_example.snrnaseq.seurat_ref_SE.rds":["*"],"expected_manifest.tsv":["*"]},"RNA_calling":{"protocol_example.rnaseq.fastq.list.txt":["*"],"adapters.fa":["*"],"SAMPLE_001.strand.txt":["*"],"fastq.list.trimmed.txt":["*"],"rnaseqc.rnaseqc.exon_readsCount.gct.gz":["*"],"rnaseqc.rnaseqc.gene_readsCount.gct.gz":["*"],"rnaseqc.rnaseqc.gene_tpm.gct.gz":["*"],"rnaseqc.rnaseqc.metrics.tsv":["*"]},"apa_calling":{"chr22_3UTR.bed":["*"],"expected_3UTR.bed":["*"],"expected_gene_annotation.bed":["*"],"protocol_example.expected_3UTR.bed":["*"],"protocol_example.expected_gene_annotation.bed":["*"],"chr22.hdr.gtf.gz":["*"],"expected_pdui_data.txt":["*"],"expected_transcript_to_geneName.txt":["*"]}}; +const FXWF={"mixture_prior":{"mashr_input.rds":["*"],"cov.flash.EE.rds":["*"],"cov.flash_nonneg.EE.rds":["*"],"cov.pca.EE.rds":["*"],"cov.canonical.EE.rds":["*"],"vhat.identity.EE.rds":["*"],"vhat.simple.EE.rds":["*"],"vhat.corshrink.EE.rds":["*"],"vhat.simple_specific.EE.rds":["*"],"prior.cov_ed.EE.rds":["*"],"mixture_prior.EE.prior.rds":["*"],"region_strong.rds":["*"],"Ast_De_Jager_eQTL.tsv":["*"]},"phenotype_imputation":{"protocol_example.protein.missing.bed.gz":["*"],"protocol_example.protein.missing.filtered.imputed.bed.gz":["*"],"protocol_example.protein.missing.EBMF.imputed.bed.gz":["*"],"protocol_example.protein.missing.knn.imputed.bed.gz":["*"],"protocol_example.protein.missing.mean.imputed.bed.gz":["*"],"protocol_example.protein.missing.lod.imputed.bed.gz":["*"],"protocol_example.protein.missing.soft.imputed.bed.gz":["*"]},"covariate_hidden_factor":{"covariates.tsv":["*"],"residual.bed.gz":["*"],"Marchenko_PC.gz":["*"],"Buja_Eyuboglu_PC.gz":["*"],"PEER.factors.tsv":["*"],"PEER.weights.tsv":["*"],"PEER.variance.tsv":["*"],"PEER.gz":["*"]},"gene_annotation":{"protocol_example.atac.tsv":["*"],"protocol_example.rnaseq.bed.gz":["*"],"protocol_example.rnaseq.bed.bed.gz":["*"],"protocol_example.rnaseq.bed.gene_list.tsv":["*"],"protocol_example.rnaseq.bed.region_list.txt":["*"],"protocol_example.protein.no_coord.bed.gz":["*"],"protocol_example.protein.no_coord.gene_list.tsv":["*"],"protocol_example.protein.no_coord.region_list.txt":["*"],"protocol_example.atac.bed.gz":["*"],"protocol_example.atac.region_list.txt":["*"],"protocol_example.leafcutter.intron_count.tsv.leafcutter.clusters_to_genes.txt":["*"],"protocol_example.leafcutter.phenotype.bed.formated.bed.gz":["*"],"protocol_example.leafcutter.phenotype.bed.phenotype_group.txt":["*"],"protocol_example.psichomics.phenotype.formated.bed.gz":["*"],"protocol_example.psichomics.phenotype.phenotype_group.txt":["*"]},"mnm_regression":{"univariate_bvsr.rds":["*"],"univariate_twas_weights.rds":["*"],"protocol_example.genotype.chr22.bed":["*"],"protocol_example.pheno_manifest_context.tsv":["*"],"example_covariates.tsv":["*"],"association_windows.bed":["*"],"protocol_example.ENSG00000283047.multicontext_bvsr.rds":["*"]},"colocboost":{"protocol_example.genotype.chr22.bed":["*"],"protocol_example.pheno_manifest_context.tsv":["*"],"example_covariates.tsv":["*"],"association_windows.bed":["*"],"test_coloc.ENSG00000283047.colocboost.rds":["*"]},"mash_posterior":{"region_strong.rds":["*"],"fine_mapping.rds":["*"],"orig.rds":["*"],"posterior.rds":["*"]},"ld_prune_reference":{"protocol_example.ld_genotype.chr22.bed":["*"],"protocol_example.ld_genotype.list":["*"],"LD_pruned_variants.txt":["*"],"protocol_example.ld_genotype.chr22.bim":["*"],"protocol_example.ld_genotype.chr22.fam":["*"]},"rss_ld_sketch":{"protocol_example.genotype.chr22.vcf.gz":["*"],"protocol_example.ld_blocks.bed":["*"],"afreq_deterministic.tsv":["*"],"event_id.tsv":["*"],"protocol_example.genotype.chr22.vcf.gz.tbi":["*"]},"snRNAseq_preprocessing":{"protocol_example.snrnaseq.id_mapping.csv":["*"],"protocol_example.snrnaseq.seurat_ref_SE.rds":["*"],"expected_manifest.tsv":["*"]},"RNA_calling":{"protocol_example.rnaseq.fastq.list.txt":["*"],"adapters.fa":["*"],"SAMPLE_001.strand.txt":["*"],"fastq.list.trimmed.txt":["*"],"rnaseqc.rnaseqc.exon_readsCount.gct.gz":["*"],"rnaseqc.rnaseqc.gene_readsCount.gct.gz":["*"],"rnaseqc.rnaseqc.gene_tpm.gct.gz":["*"],"rnaseqc.rnaseqc.metrics.tsv":["*"],"SAMPLE_001.rnaseqc.metrics.tsv":["*"],"SAMPLE_002.rnaseqc.metrics.tsv":["*"]},"apa_calling":{"chr22_3UTR.bed":["*"],"expected_3UTR.bed":["*"],"expected_gene_annotation.bed":["*"],"protocol_example.expected_3UTR.bed":["*"],"protocol_example.expected_gene_annotation.bed":["*"],"chr22.hdr.gtf.gz":["*"],"expected_pdui_data.txt":["*"],"expected_transcript_to_geneName.txt":["*"],"depth.txt":["*"]},"methylation_calling":{"protocol_example.methylation.sample_sheet_int.csv":["*"],"protocol_example.methylation.sample_sheet_int.sesame.beta.bed.gz":["*"],"protocol_example.methylation.sample_sheet_int.sesame.M.bed.gz":["*"],"protocol_example.methylation.sample_sheet_int.sesame.gene_id.annot.tsv":["*"],"protocol_example.methylation.sample_sheet_int.sample_qcs.sesame.tsv":["*"]},"GWAS_QC":{"protocol_example.pheno.bed":["*"],"protocol_example.kin0":["*"],"king.kin0":["*"],"king_2.related_id":["*"],"king_split.unrelated.fam":["*"],"king_split.related.fam":["*"],"qc_no_prune.bim":["*"],"qc_ld_prune.prune.in":["*"],"qc_ld_prune.bim":["*"],"sample_overlap.txt":["*"],"king_workflow.unrelated.fam":["*"]},"PCA":{"protocol_example.pca_pheno.txt":["*"],"protocol_example.unrelated.prune.bed":["*"],"project_samples.rds":["*"],"detect_outliers.maha.rds":["*"],"detect_outliers.outliers.txt":["*"],"pca_plink.eigenvec":["*"],"flashpca.eigenvalues.tsv":["*"]},"SuSiE_enloc":{"protocol_example.enloc.gwas_meta.tsv":["*"],"protocol_example.enloc.xqtl_meta.tsv":["*"],"coloc.rds":["*"],"colocboost.rds":["*"],"colocboost_manifest.tsv":["*"],"enloc_manifest.enrichment.tsv":["*"],"enloc_manifest.coloc.tsv":["*"]},"VCF_QC":{"numeric_chr22.vcf.gz":["*"],"genotype.chr22_48M.vcf.gz":["*"],"rename_chrs.variants.tsv":["*"],"qc_normalize.variants.tsv":["*"],"qc_2.variants.tsv":["*"],"qc_3.novel.tstv":["*"],"qc_3.known.tstv":["*"]},"apa_impute":{"protocol_example.apa_matchtable.txt":["*"],"Dapars_result_result_temp.chr22.txt":["*"],"expected.Dapars_result_impute_chr22.bed":["*"],"expected.Dapars_allchrom.bed":["*"],"expected.Dapars_result_impute_renamed_chr22.bed.gz":["*"],"expected.Dapars_allchrom_renamed.bed":["*"]},"bulk_expression_normalization":{"protocol_example.rnaseq.tpm.gct.gz":["*"],"protocol_example.rnaseq.geneCount.gct.gz":["*"],"protocol_example.rnaseq.sample_participant_lookup.txt":["*"],"expected.qc_1.low_expression_filtered.tpm.gct.gz":["*"],"expected.qc_2.outlier_removed.tpm.gct.gz":["*"],"expected.qc_3.outlier_removed.geneCount.gct.gz":["*"]},"covariate_formatting":{"covariates.base.tsv":["*"],"merged.gz":["*"]},"ems_prediction":{"protocol_example.gnomad_MAF_chr1.tsv":["*"],"protocol_example.gnomad_MAF_chr2.tsv":["*"],"model_config.yaml":["*"],"features_importance_model5_chr_chr2_NPR_1.csv":["*"],"model_5_summary_chr_chr2_NPR_1.json":["*"],"predictions_weighted_model_chr2.tsv":["*"]},"ems_training":{"protocol_example.gnomad_MAF_chr1.tsv":["*"],"protocol_example.gnomad_MAF_chr2.tsv":["*"],"model_config.yaml":["*"],"features_importance_model5_chr_chr2_NPR_1.csv":["*"],"model_5_summary_chr_chr2_NPR_1.json":["*"],"predictions_weighted_model_chr2.tsv":["*"]},"eoo_enrichment":{"protocol_example.eoo_baseline_annotation.tsv.gz":["*"],"protocol_example.eoo_significant_variants.tsv.gz":["*"],"enrichment_results.rds":["*"],"enrichment_results_summary.tsv.gz":["*"]},"generalized_TADB":{"protocol_example.brain_TADs.txt":["*"],"protocol_example.gene_start_end.tsv":["*"],"generalized_TAD.tsv":["*"],"generalized_TADB.tsv":["*"],"TADB_enhanced_cis.bed":["*"],"extended_TADB.bed":["*"]},"genotype_formatting":{"chr21.bed":["*"],"chr21.bim":["*"],"ld_by_region.float16.rds":["*"],"plink_to_vcf.variants.tsv":["*"],"vcf_to_plink.bim":["*"],"genotype_by_region.bim":["*"],"genotype_by_chrom.bim":["*"]},"gregor":{"index.snps.txt":["*"],"test_peaks.bed":["*"],"example_enrichment_results.txt":["*"],"enrichment_results.txt":["*"]},"gsea":{"protocol_example.pathway_genes.tsv":["*"],"pathway_go_results.rds":["*"]},"intact":{"README.md":["*"],"protocol_example.ptwas.output":["*"],"intact.rds":["*"]},"mash_fit":{"mashr_input.rds":["*"],"region_strong.rds":["*"],"Ast_De_Jager_eQTL.tsv":["*"],"mash_model.EE.rds":["*"]},"mash_preprocessing":{"mashr_input.rds":["*"],"region_strong.rds":["*"],"Ast_De_Jager_eQTL.tsv":["*"],"mash_sumstats.region1.rds":["*"],"mash_input.qss.rds":["*"],"mash_input.fmr.rds":["*"],"mash_input.indep.rds":["*"]},"phenotype_formatting":{"regions.txt":["*"],"tad_list.txt":["*"],"keep_samples.txt":["*"],"protocol_example.chr22.bed.gz":["*"],"protocol_example.phenotype_by_chrom_files.txt":["*"],"protocol_example.phenotype_by_chrom_files.region_list.txt":["*"],"protocol_example.region1.bed.gz":["*"],"protocol_example.region2.bed.gz":["*"],"protocol_example.phenotype_by_region_files.txt":["*"],"protocol_example.tpm.sample_matched.gct.gz":["*"],"protocol_example.rnaseq.bed.bed.gz.tad_list.txt.2_pheno_per_region.region_list":["*"],"protocol_example.chr22.gct":["*"]},"pseudobulk_preprocessing":{"protocol_example.snrnaseq.seurat_MIC.rds":["*"],"counts_MIC.csv.gz":["*"],"atac_MIC_residuals.txt":["*"],"expected_counts_MIC.remapped.csv.gz":["*"],"expected_MIC_residuals_qn.txt":["*"]},"qtl_association_postprocessing":{"protocol_example.cis_qtl.pairs.tsv.gz":["*"],"protocol_example.cis_qtl.regional.tsv.gz":["*"],"protocol_example.maf_0.01_window_1000000_cis_n_variants_stats.tsv.gz":["*"],"qap.rds":["*"],"qap.cis_regional.fdr.tsv.gz":["*"],"qap.summary.tsv":["*"]},"reference_data_preparation":{"hgnc_chr22.tsv.gz":["*"],"mini.gff3":["*"],"ERCC92.gtf":["*"],"hg_reference_1.filtered.fasta":["*"],"hg_gtf_1.reformatted.gtf":["*"],"faidx.test_contigs.fa.fai":["*"],"mini.gtf":["*"],"hg38.chr22_SE_strict.ioe":["*"],"chr22.SUPPA_annotation.rds":["*"]},"rss_analysis":{"protocol_example.rss_mwe.gwas_meta.tsv":["*"],"protocol_example.gwas_sumstats.chr22.tsv.gz":["*"],"protocol_example.gwas_column_mapping.yml":["*"],"gwas_sumstats.rds":["*"],"gwas_finemap.rds":["*"]},"sldsc_enrichment":{"target.tsv":["*"],"reference.2.bed":["*"],"reference.2.bim":["*"],"sldsc_postprocess.rds":["*"],"sldsc_meta_subset.rds":["*"],"sldsc_meta_subset.notebook.rds":["*"]},"splicing_calling":{"SAMPLE_001.junc.gz":["*"],"SAMPLE_002.junc.gz":["*"],"expected_junctions.txt":["*"]},"splicing_normalization":{"raw_data.txt.gz":["*"],"psi_raw_data.tsv.gz":["*"],"expected.phen_chr22.gz":["*"],"expected.prepare_phenotype.ave":["*"],"expected.prepare_phenotype.phenotype_file_list.txt":["*"]},"twas_ctwas":{"protocol_example.twas.gwas_meta.tsv":["*"],"protocol_example.twas.xqtl_meta.tsv":["*"],"gwas_sumstats.chr22.rds":["*"],"twas.chr22.rds":["*"]},"TensorQTL":{"protocol_example.genotype.chr22.bed":["*"],"protocol_example.genotype.chr22.bim":["*"],"protocol_example.genotype.chr22.fam":["*"],"example_geneexpr.bed.gz":["*"],"example_covariates.tsv":["*"],"association_windows.bed":["*"],"cis_qtl.pairs.tsv.gz":["*"],"cis_qtl.regional.tsv.gz":["*"]},"bulk_expression_QC":{"protocol_example.rnaseq.tpm.gct.gz":["*"],"protocol_example.rnaseq.geneCount.gct.gz":["*"],"protocol_example.rnaseq.sample_participant_lookup.txt":["*"],"expected.qc_1.low_expression_filtered.tpm.gct.gz":["*"],"expected.qc_2.outlier_removed.tpm.gct.gz":["*"],"expected.qc_3.outlier_removed.geneCount.gct.gz":["*"]}}; const TERMNOTES={"reference_data_preparation":[["Reference genome build","The coordinate system and allele reference used to align genotype, annotation, and molecular phenotype data."],["Gene annotation","A catalog that links genomic intervals to genes, transcripts, and other functional features."]],"generalized_TADB":[["Topologically associating domain (TAD)","A genomic region whose DNA sequences interact with one another more often than with sequences outside the region."],["Regulatory domain","The genomic neighborhood in which variants are considered capable of regulating a molecular feature."]],"ld_prune_reference":[["Linkage disequilibrium (LD)","Correlation between alleles at nearby variants caused by their shared inheritance."],["LD pruning","Selection of a comparatively independent subset of variants by removing highly correlated markers."]],"rss_ld_sketch":[["LD matrix","A matrix of correlations among variants in a genomic region."],["Summary-statistics fine-mapping","Inference of causal variants from association statistics and an external LD reference rather than individual-level genotypes."]],"RNA_calling":[["Read alignment","Placement of sequencing reads onto a reference genome or transcriptome."],["Gene-level count","The number of aligned fragments assigned to a gene, used as a measure of RNA abundance."]],"bulk_expression_QC":[["Expression quality control","Detection of samples or genes whose sequencing, mapping, or abundance profiles are inconsistent with the study population."],["Outlier sample","A sample whose molecular profile differs unusually from the rest and may reflect technical failure or biological heterogeneity."]],"bulk_expression_normalization":[["Library-size normalization","Adjustment for differences in sequencing depth and RNA composition across samples."],["Inverse-normal transformation","A rank-based transformation that maps a phenotype to an approximately normal distribution."]],"snRNAseq_preprocessing":[["Single-nucleus RNA sequencing","Measurement of RNA abundance in individual nuclei, often used for frozen tissue."],["Cell type","A biologically defined class of cells or nuclei identified from characteristic expression patterns."]],"pseudobulk_preprocessing":[["Pseudobulk expression","Counts aggregated across cells of the same donor and cell type to create a donor-level molecular phenotype."],["Donor","The individual from whom molecular measurements and genotypes were obtained."]],"splicing_calling":[["Splice junction","A boundary formed when an intron is removed and two exons are joined."],["Intron excision","Removal of an intron from a precursor RNA molecule during splicing."]],"splicing_normalization":[["Intron excision ratio","The relative usage of a splice junction or intron within its local cluster."],["Alternative splicing","Production of different RNA isoforms through differential exon or splice-junction use."]],"methylation_calling":[["DNA methylation","Addition of a methyl group to DNA, commonly measured at CpG sites as an epigenetic regulatory mark."],["Beta value","The estimated fraction of methylated signal at a CpG probe."]],"apa_calling":[["Alternative polyadenylation","Use of different transcript cleavage and polyadenylation sites, which changes the RNA 3-prime end."],["Polyadenylation site","The transcript position at which RNA is cleaved before addition of the poly(A) tail."]],"apa_impute":[["Imputation","Estimation of missing molecular measurements from patterns observed across features and samples."],["Missingness","The pattern and proportion of unavailable measurements in a molecular phenotype matrix."]],"VCF_QC":[["Minor allele frequency (MAF)","The frequency of the less common allele at a variant in the analyzed sample."],["Hardy-Weinberg equilibrium","The expected genotype-frequency relationship under random mating, used as one signal of genotype quality."]],"genotype_formatting":[["Allele harmonization","Alignment of variant identifiers, reference alleles, alternate alleles, and strand orientation across datasets."],["Dosage","The expected number of alternate alleles carried by an individual, often ranging continuously from zero to two after imputation."]],"GWAS_QC":[["Genome-wide association study (GWAS)","A scan for genetic variants associated with a complex trait or disease."],["Genomic inflation","Systematic excess of association signal that can reflect confounding, relatedness, or polygenicity."]],"PCA":[["Population structure","Systematic genetic differences among ancestry groups or subpopulations."],["Genotype principal component","A major axis of genetic variation used to adjust association analyses for population structure."]],"gene_annotation":[["Transcription start site (TSS)","The genomic position where transcription of a gene begins."],["Gene model","The annotated genomic structure of a gene, including its exons, transcripts, and strand."]],"phenotype_imputation":[["Phenotype imputation","Estimation of missing molecular phenotype values using information shared across samples or features."],["Limit of detection","The smallest abundance that an assay can distinguish reliably from background."]],"phenotype_formatting":[["Molecular phenotype","A quantitative molecular trait such as gene expression, splicing, methylation, or protein abundance."],["Genomic interval","A chromosome, start, and end coordinate used to locate a molecular feature."]],"covariate_formatting":[["Covariate","A measured variable included in a model to account for known biological or technical variation."],["Design matrix","A numeric representation of model covariates across samples."]],"covariate_hidden_factor":[["Hidden factor","An unmeasured source of variation, such as cell composition, technical batch, or RNA quality, inferred from the molecular phenotype matrix."],["Confounding","Distortion of a genetic association by a variable related to both the tested genotype and molecular phenotype."]],"TensorQTL":[["xQTL","A genetic variant associated with variation in a molecular phenotype such as expression, splicing, methylation, or protein abundance."],["cis association","An association between a variant and a nearby molecular feature within a defined genomic window."],["False discovery rate (FDR)","The expected proportion of false positives among results declared significant."]],"qr_and_twas":[["Quantile regression","A model that estimates genetic effects at selected points of a phenotype distribution rather than only its mean."],["TWAS weight","An estimated genetic effect used to predict a molecular trait from local variants."]],"qtl_association_postprocessing":[["Lead variant","The variant with the strongest association signal for a molecular feature or region."],["Allelic effect","The direction and magnitude of phenotype change associated with an allele."]],"METAL":[["Meta-analysis","Statistical combination of association evidence across cohorts while allowing each cohort to retain its own participants."],["Heterogeneity","Variation in estimated genetic effects across cohorts or studies."]],"mash_preprocessing":[["Effect-size matrix","A matrix of association estimates arranged across variants or genes and biological conditions."],["Standard error","The estimated uncertainty of an effect-size estimate."]],"mixture_prior":[["Covariance prior","A learned representation of how genetic effects tend to be shared across tissues, cell types, or molecular traits."],["Residual correlation","Correlation among association estimates that remains after accounting for true shared effects."]],"mash_fit":[["Empirical Bayes","A framework that estimates a prior distribution from the observed data and uses it to update noisy effects."],["Shrinkage","Pulling uncertain effect estimates toward patterns supported by the full dataset."],["Local false sign rate","The posterior probability that the reported direction of an effect is wrong."]],"mash_posterior":[["Posterior distribution","The updated probability distribution of an effect after combining the observed data with the fitted prior."],["Posterior contrast","A probabilistic comparison of effects between biological conditions."]],"mnm_regression":[["Fine-mapping","Prioritization of variants that may causally explain an association signal."],["Posterior inclusion probability (PIP)","The posterior probability that a variant contributes to the genetic signal in the fitted model."],["Credible set","A group of variants that jointly contains a causal regulatory variant with a stated posterior probability under the fitted model."]],"rss_analysis":[["Fine-mapping","Prioritization of variants that may causally explain an association signal."],["Posterior inclusion probability (PIP)","The posterior probability that a variant contributes to the genetic signal in the fitted model."],["Credible set","A group of variants that jointly contains a causal regulatory variant with a stated posterior probability under the fitted model."]],"SuSiE_enloc":[["Colocalization","Evidence that molecular-trait and complex-trait associations in a region are explained by the same underlying genetic signal."],["Regional enrichment","Increased probability that a trait-associated region also contains a molecular QTL signal."]],"twas_ctwas":[["Transcriptome-wide association study (TWAS)","A test relating genetically predicted molecular phenotypes to a complex trait."],["Mediated association","A trait association consistent with a genetic effect acting through a measured molecular phenotype."]],"colocboost":[["Colocalization","Evidence that molecular-trait and complex-trait associations in a region are explained by the same underlying genetic signal."],["Multiple causal signals","More than one distinct causal association pattern within the same genomic region."]],"intact":[["Colocalization","Evidence that molecular-trait and complex-trait associations in a region are explained by the same underlying genetic signal."],["Cross-tissue evidence","Association information combined across tissues or molecular contexts."]],"watershed":[["Variant-to-gene prioritization","Ranking variants by evidence that they regulate a particular gene and contribute to disease risk."],["Functional annotation","Biological information about a variant or genomic region used to interpret its potential mechanism."]],"eoo_enrichment":[["Enrichment","An excess of overlap between two sets of genomic signals relative to an appropriate null expectation."],["Observed-to-expected ratio","The observed overlap divided by the overlap expected under a null model."]],"gsea":[["Gene set enrichment analysis (GSEA)","A test for coordinated concentration of association evidence within a predefined group of genes."],["Gene set","A collection of genes sharing a pathway, function, annotation, or experimental signature."]],"gregor":[["Regulatory enrichment","Overrepresentation of associated variants in regulatory annotations compared with matched control variants."],["Matched control variant","A background variant selected to resemble an associated variant in properties such as allele frequency and LD."]],"sldsc_enrichment":[["Stratified LD score regression (S-LDSC)","A method that partitions SNP heritability across genomic annotations using GWAS summary statistics and LD."],["SNP heritability","The proportion of trait variation attributable to the additive effects of measured or tagged variants."]],"ems_training":[["Expression modifier score (EMS)","A learned score estimating the probability that a variant has a regulatory effect on a gene."],["Training label","An observed outcome used to teach a predictive model which genomic patterns distinguish regulatory variants."]],"ems_prediction":[["Expression modifier score (EMS)","A learned score estimating the probability that a variant has a regulatory effect on a gene."],["Calibration","Agreement between predicted probabilities and the observed frequency of the corresponding outcome."]]}; function open(btn){curBtn=btn; const nb=btn.closest('.mw').dataset.nb; cur=nb; initM(nb); diff --git a/code/SoS/xqtl_protocol_workflow_builder.ipynb b/code/SoS/xqtl_protocol_workflow_builder.ipynb index 872075adf..132496290 100644 --- a/code/SoS/xqtl_protocol_workflow_builder.ipynb +++ b/code/SoS/xqtl_protocol_workflow_builder.ipynb @@ -650,16 +650,16 @@ " return h;\n", "}\n", "let curBtn=null;\n", - "const BENCH={\"twas_ctwas\":{\"seconds\":311.3,\"tests\":1},\"methylation_calling\":{\"seconds\":250.9,\"tests\":2},\"snRNAseq_preprocessing\":{\"seconds\":221.1,\"tests\":3},\"reference_data_preparation\":{\"seconds\":195.6,\"tests\":13},\"gsea\":{\"seconds\":157.2,\"tests\":1},\"mnm_postprocessing\":{\"seconds\":152.9,\"tests\":7},\"TensorQTL\":{\"seconds\":147.6,\"tests\":3},\"sldsc_enrichment\":{\"seconds\":146.4,\"tests\":6},\"mnm_regression\":{\"seconds\":142.6,\"tests\":1},\"rss_ld_sketch\":{\"seconds\":113.2,\"tests\":6},\"covariate_hidden_factor\":{\"seconds\":113.2,\"tests\":7},\"gene_annotation\":{\"seconds\":99.1,\"tests\":5},\"phenotype_imputation\":{\"seconds\":95.9,\"tests\":10},\"mash_fit\":{\"seconds\":93.0,\"tests\":1},\"phenotype_formatting\":{\"seconds\":72.6,\"tests\":6},\"rss_analysis\":{\"seconds\":71.2,\"tests\":1},\"PCA\":{\"seconds\":67.8,\"tests\":5},\"SuSiE_enloc\":{\"seconds\":67.1,\"tests\":1},\"colocboost\":{\"seconds\":60.1,\"tests\":1},\"mixture_prior\":{\"seconds\":54.2,\"tests\":1},\"qtl_association_postprocessing\":{\"seconds\":28.6,\"tests\":1},\"mash_preprocessing\":{\"seconds\":24.9,\"tests\":1},\"bulk_expression_QC\":{\"seconds\":24.1,\"tests\":4},\"apa_impute\":{\"seconds\":23.5,\"tests\":1},\"mash_posterior\":{\"seconds\":22.7,\"tests\":1},\"GWAS_QC\":{\"seconds\":19.8,\"tests\":8},\"intact\":{\"seconds\":19.8,\"tests\":1},\"eoo_enrichment\":{\"seconds\":19.1,\"tests\":1},\"gregor\":{\"seconds\":18.7,\"tests\":2},\"ems_training\":{\"seconds\":14.8,\"tests\":3},\"VCF_QC\":{\"seconds\":12.4,\"tests\":5},\"generalized_TADB\":{\"seconds\":10.2,\"tests\":1},\"covariate_formatting\":{\"seconds\":9.9,\"tests\":2},\"ld_prune_reference\":{\"seconds\":7.4,\"tests\":2},\"genotype_formatting\":\"23s on toy data (8 workflows)\",\"splicing_normalization\":\"32s on toy data (4 workflows)\",\"splicing_calling\":\"50s on toy data (5 workflows)\",\"apa_calling\":\"22s on toy data (6 workflows)\",\"RNA_calling\":\"1m 20s on toy data (16 workflows)\",\"bulk_expression_normalization\":\"12s on toy data\",\"pseudobulk_preprocessing\":\"30s on toy data (4 workflows)\"},FIXTURES={\"methylation_calling\":{\"dir\":\"tests/fixtures/methylation_calling\",\"dirs\":[\"tests/fixtures/methylation_calling\",\"tests/fixtures/methylation_calling/expected\"],\"inputs\":[\"tests/fixtures/methylation_calling/protocol_example.methylation.sample_sheet_int.csv\"],\"outputs\":[\"tests/fixtures/methylation_calling/expected/protocol_example.methylation.sample_sheet_int.sesame.beta.bed.gz\",\"tests/fixtures/methylation_calling/expected/protocol_example.methylation.sample_sheet_int.sesame.M.bed.gz\",\"tests/fixtures/methylation_calling/expected/protocol_example.methylation.sample_sheet_int.sesame.gene_id.annot.tsv\",\"tests/fixtures/methylation_calling/expected/protocol_example.methylation.sample_sheet_int.sample_qcs.sesame.tsv\"],\"files\":[\"tests/fixtures/methylation_calling/protocol_example.methylation.sample_sheet_int.csv\",\"tests/fixtures/methylation_calling/expected/protocol_example.methylation.sample_sheet_int.sesame.beta.bed.gz\",\"tests/fixtures/methylation_calling/expected/protocol_example.methylation.sample_sheet_int.sesame.M.bed.gz\",\"tests/fixtures/methylation_calling/expected/protocol_example.methylation.sample_sheet_int.sesame.gene_id.annot.tsv\",\"tests/fixtures/methylation_calling/expected/protocol_example.methylation.sample_sheet_int.sample_qcs.sesame.tsv\"]},\"GWAS_QC\":{\"dir\":\"tests/fixtures/gwas_qc\",\"dirs\":[\"tests/fixtures/gwas_qc\",\"tests/fixtures/gwas_qc/expected\"],\"inputs\":[\"tests/fixtures/gwas_qc/protocol_example.pheno.bed\",\"tests/fixtures/gwas_qc/protocol_example.kin0\"],\"outputs\":[\"tests/fixtures/gwas_qc/expected/king.kin0\",\"tests/fixtures/gwas_qc/expected/king_2.related_id\",\"tests/fixtures/gwas_qc/expected/king_split.unrelated.fam\",\"tests/fixtures/gwas_qc/expected/king_split.related.fam\",\"tests/fixtures/gwas_qc/expected/qc_no_prune.bim\",\"tests/fixtures/gwas_qc/expected/qc_ld_prune.prune.in\",\"tests/fixtures/gwas_qc/expected/qc_ld_prune.bim\",\"tests/fixtures/gwas_qc/expected/sample_overlap.txt\",\"tests/fixtures/gwas_qc/expected/king_workflow.unrelated.fam\"],\"files\":[\"tests/fixtures/gwas_qc/protocol_example.pheno.bed\",\"tests/fixtures/gwas_qc/protocol_example.kin0\",\"tests/fixtures/gwas_qc/expected/king.kin0\",\"tests/fixtures/gwas_qc/expected/king_2.related_id\",\"tests/fixtures/gwas_qc/expected/king_split.unrelated.fam\",\"tests/fixtures/gwas_qc/expected/king_split.related.fam\",\"tests/fixtures/gwas_qc/expected/qc_no_prune.bim\",\"tests/fixtures/gwas_qc/expected/qc_ld_prune.prune.in\",\"tests/fixtures/gwas_qc/expected/qc_ld_prune.bim\",\"tests/fixtures/gwas_qc/expected/sample_overlap.txt\",\"tests/fixtures/gwas_qc/expected/king_workflow.unrelated.fam\"]},\"PCA\":{\"dir\":\"tests/fixtures/pca\",\"dirs\":[\"tests/fixtures/pca\",\"tests/fixtures/pca/expected\"],\"inputs\":[\"tests/fixtures/pca/protocol_example.pca_pheno.txt\",\"tests/fixtures/pca/protocol_example.unrelated.prune.bed\"],\"outputs\":[\"tests/fixtures/pca/expected/project_samples.rds\",\"tests/fixtures/pca/expected/detect_outliers.maha.rds\",\"tests/fixtures/pca/expected/detect_outliers.outliers.txt\",\"tests/fixtures/pca/expected/pca_plink.eigenvec\",\"tests/fixtures/pca/expected/flashpca.eigenvalues.tsv\"],\"files\":[\"tests/fixtures/pca/protocol_example.pca_pheno.txt\",\"tests/fixtures/pca/protocol_example.unrelated.prune.bed\",\"tests/fixtures/pca/expected/project_samples.rds\",\"tests/fixtures/pca/expected/detect_outliers.maha.rds\",\"tests/fixtures/pca/expected/detect_outliers.outliers.txt\",\"tests/fixtures/pca/expected/pca_plink.eigenvec\",\"tests/fixtures/pca/expected/flashpca.eigenvalues.tsv\"]},\"RNA_calling\":{\"dir\":\"tests/fixtures/rna_calling\",\"dirs\":[\"tests/fixtures/rna_calling\",\"tests/fixtures/rna_calling/expected\"],\"inputs\":[\"tests/fixtures/rna_calling/protocol_example.rnaseq.fastq.list.txt\",\"tests/fixtures/rna_calling/SAMPLE_001.rnaseqc.metrics.tsv\",\"tests/fixtures/rna_calling/SAMPLE_002.rnaseqc.metrics.tsv\"],\"outputs\":[\"tests/fixtures/rna_calling/expected/SAMPLE_001.strand.txt\",\"tests/fixtures/rna_calling/expected/fastq.list.trimmed.txt\",\"tests/fixtures/rna_calling/expected/rnaseqc.rnaseqc.exon_readsCount.gct.gz\",\"tests/fixtures/rna_calling/expected/rnaseqc.rnaseqc.gene_readsCount.gct.gz\",\"tests/fixtures/rna_calling/expected/rnaseqc.rnaseqc.gene_tpm.gct.gz\",\"tests/fixtures/rna_calling/expected/rnaseqc.rnaseqc.metrics.tsv\"],\"files\":[\"tests/fixtures/rna_calling/protocol_example.rnaseq.fastq.list.txt\",\"tests/fixtures/rna_calling/SAMPLE_001.rnaseqc.metrics.tsv\",\"tests/fixtures/rna_calling/SAMPLE_002.rnaseqc.metrics.tsv\",\"tests/fixtures/rna_calling/expected/SAMPLE_001.strand.txt\",\"tests/fixtures/rna_calling/expected/fastq.list.trimmed.txt\",\"tests/fixtures/rna_calling/expected/rnaseqc.rnaseqc.exon_readsCount.gct.gz\",\"tests/fixtures/rna_calling/expected/rnaseqc.rnaseqc.gene_readsCount.gct.gz\",\"tests/fixtures/rna_calling/expected/rnaseqc.rnaseqc.gene_tpm.gct.gz\",\"tests/fixtures/rna_calling/exp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0.00611110457710638, 0.00027499145557414, 0.00669526284240114, 0.00771975591706234, 0.00508689343582039, 0.00611110457710638, 0.00659351995538288, 0.000267097385890687, 0.0063762465394884, 0.00735109333332331, 0.00484581768852353, 0.00582039621050936, 0.00495074086866018, 4.46556985217172e-05, -0.00261310530646169, -0.00303720863701038, -0.00194729814154248, -0.00237128478695276, -0.00199294456741381 ), dim = c(6L, 8L, 17L), dimnames = list(c(\\\"ALL\\\", \\\"Ast\\\", \\\"End\\\", \\\"Exc\\\", \\\"Inh\\\", \\\"Mic\\\"), c(\\\"ALL\\\", \\\"Ast\\\", \\\"End\\\", \\\"Exc\\\", \\\"Inh\\\", \\\"Mic\\\", \\\"OPC\\\", \\\"Oli\\\"), c(\\\"mash::mash::var1\\\", \\\"mash::mash::var2\\\", \\\"mash::mash::var3\\\", \\\"mash::mash::var4\\\", \\\"mash::mash::var5\\\", \\\"mash::mash::var6\\\", \\\"mash::mash::var7\\\", \\\"mash::mash::var8\\\", \\\"mash::mash::var9\\\", \\\"mash::mash::var10\\\", \\\"mash::mash::var11\\\", \\\"mash::mash::var12\\\", \\\"mash::mash::var13\\\", \\\"mash::mash::var14\\\", \\\"mash::mash::var15\\\", \\\"mash::mash::var16\\\", \\\"mash::mash::var17\\\"))) ...\"]},\"tests/fixtures/mash_posterior/fine_mapping.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: data.frame [17 x 3]\",\" variants cs_order pip\",\" 1 mash::mash::var1 1 0.60\",\" 2 mash::mash::var2 1 0.40\",\" 3 mash::mash::var3 0 0.02\"]},\"tests/fixtures/mash/expected/mash_input.qss.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: list [length 10]\",\" Components: strong.b, strong.s, random.b, random.s, null.b, null.s, random.z, null.z, ...\",\"$strong.b: matrix/array [2 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528675:A:G_region1.qss 3.0964631\",\" protocol_example::mash::chr22:15528699:A:G_region1.qss 0.3039547\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528675:A:G_region1.qss 0.2011453\",\" protocol_example::mash::chr22:15528699:A:G_region1.qss 4.5483141\",\"\",\"$strong.s: matrix/array [2 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528675:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528699:A:G_region1.qss 1\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528675:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528699:A:G_region1.qss 1\",\"\",\"$random.b: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528319:A:G_region1.qss 0.69777934\",\" protocol_example::mash::chr22:15529124:A:G_region1.qss 1.32852955\",\" protocol_example::mash::chr22:15528227:A:G_region1.qss -0.05627064\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528319:A:G_region1.qss -0.1991450\",\" protocol_example::mash::chr22:15529124:A:G_region1.qss -0.2385934\",\" protocol_example::mash::chr22:15528227:A:G_region1.qss 0.9808774\",\"\",\"$random.s: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528319:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15529124:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528227:A:G_region1.qss 1\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528319:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15529124:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528227:A:G_region1.qss 1\",\"\",\"$null.b: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528612:A:G_region1.qss 1.66040624\",\" protocol_example::mash::chr22:15528787:A:G_region1.qss -0.01514105\",\" protocol_example::mash::chr22:15529068:A:G_region1.qss 1.63336444\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528612:A:G_region1.qss -1.0569069\",\" protocol_example::mash::chr22:15528787:A:G_region1.qss -0.9860239\",\" protocol_example::mash::chr22:15529068:A:G_region1.qss 0.1641178\",\"\",\"$null.s: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528612:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528787:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15529068:A:G_region1.qss 1\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528612:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528787:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15529068:A:G_region1.qss 1\"]},\"tests/fixtures/mash/expected/mash_input.fmr.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: list [length 10]\",\" Components: strong.b, strong.s, random.b, random.s, null.b, null.s, random.z, null.z, ...\",\"$strong.b: matrix/array [1 x 2]\",\" Mic_De_Jager_eQTL Ast_De_Jager_eQTL\",\" [1,] 2.70564 0.5429115\",\"\",\"$strong.s: matrix/array [1 x 2]\",\" Mic_De_Jager_eQTL Ast_De_Jager_eQTL\",\" [1,] 1 1\",\"\",\"$random.b: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" chr22:15528319:A:G_protocol_example.QtlFineMappingResult 0.69777934\",\" chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1.32852955\",\" chr22:15528227:A:G_protocol_example.QtlFineMappingResult -0.05627064\",\" Ast_De_Jager_eQTL\",\" chr22:15528319:A:G_protocol_example.QtlFineMappingResult -0.1991450\",\" chr22:15529124:A:G_protocol_example.QtlFineMappingResult -0.2385934\",\" chr22:15528227:A:G_protocol_example.QtlFineMappingResult 0.9808774\",\"\",\"$random.s: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" chr22:15528319:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15528227:A:G_protocol_example.QtlFineMappingResult 1\",\" Ast_De_Jager_eQTL\",\" chr22:15528319:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15528227:A:G_protocol_example.QtlFineMappingResult 1\",\"\",\"$null.b: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" chr22:15528612:A:G_protocol_example.QtlFineMappingResult 1.66040624\",\" chr22:15528787:A:G_protocol_example.QtlFineMappingResult -0.01514105\",\" chr22:15529068:A:G_protocol_example.QtlFineMappingResult 1.63336444\",\" Ast_De_Jager_eQTL\",\" chr22:15528612:A:G_protocol_example.QtlFineMappingResult -1.0569069\",\" chr22:15528787:A:G_protocol_example.QtlFineMappingResult -0.9860239\",\" chr22:15529068:A:G_protocol_example.QtlFineMappingResult 0.1641178\",\"\",\"$null.s: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" chr22:15528612:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15528787:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15529068:A:G_protocol_example.QtlFineMappingResult 1\",\" Ast_De_Jager_eQTL\",\" chr22:15528612:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15528787:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15529068:A:G_protocol_example.QtlFineMappingResult 1\"]},\"tests/fixtures/mash/expected/mash_input.indep.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: list [length 10]\",\" Components: strong.b, strong.s, random.b, random.s, null.b, null.s, random.z, null.z, ...\",\"$strong.b: matrix/array [1 x 2]\",\" Mic_De_Jager_eQTL Ast_De_Jager_eQTL\",\" [1,] 2.70564 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QtlSumStats [length 5]\",\"@ldSketch: NULL [length 0]\",\"@genome: character [length 1]\",\" Values: \\\"GRCh38\\\"\",\"@qcInfo: list [length 2]\",\" Components: role, entryAudit\",\"@rownames: NULL [length 0]\",\"@nrows: integer [length 1]\",\" Values: 2L\",\"@elementType: character [length 1]\",\" Values: \\\"ANY\\\"\"]},\"tests/fixtures/qtl_association_postprocessing/expected/qap.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: QtlSumStats [length 19]\",\"@ldSketch: NULL [length 0]\",\"@genome: character [length 1]\",\" Values: \\\"hg38\\\"\",\"@qcInfo: list [length 1]\",\" Components: associationPostprocess\",\"@rownames: NULL [length 0]\",\"@nrows: integer [length 1]\",\" Values: 10L\",\"@elementType: character [length 1]\",\" Values: \\\"ANY\\\"\"]},\"tests/fixtures/rss_analysis/expected/gwas_sumstats.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: GwasSumStats [length 5]\",\"@ldSketch: GenotypeHandle [length 1]\",\"@genome: character [length 1]\",\" Values: \\\"GRCh38\\\"\",\"@qcInfo: list [length 3]\",\" Components: timestamp, options, entryAudit\",\"@rownames: NULL [length 0]\",\"@nrows: integer [length 1]\",\" Values: 1L\",\"@elementType: character [length 1]\",\" Values: \\\"ANY\\\"\"]},\"tests/fixtures/rss_analysis/expected/gwas_finemap.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: GwasFineMappingResult [length 5]\",\"@ldSketch: GenotypeHandle [length 1]\",\"@rownames: NULL [length 0]\",\"@nrows: integer [length 1]\",\" Values: 1L\",\"@elementType: character [length 1]\",\" Values: \\\"ANY\\\"\",\"@elementMetadata: NULL [length 0]\",\"@metadata: list [length 0]\"]},\"tests/fixtures/twas/expected/gwas_sumstats.chr22.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: GwasSumStats [length 3]\",\"@ldSketch: GenotypeHandle [length 1]\",\"@genome: character [length 1]\",\" Values: \\\"GRCh38\\\"\",\"@qcInfo: list [length 3]\",\" Components: timestamp, options, entryAudit\",\"@rownames: NULL [length 0]\",\"@nrows: integer [length 1]\",\" Values: 1L\",\"@elementType: character [length 1]\",\" Values: \\\"ANY\\\"\"]},\"tests/fixtures/mnm_regression/expected/univariate_bvsr.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: QtlFineMappingResult [length 7]\",\"@ldSketch: NULL [length 0]\",\"@rownames: NULL [length 0]\",\"@nrows: integer [length 1]\",\" Values: 2L\",\"@elementType: character [length 1]\",\" Values: \\\"ANY\\\"\",\"@elementMetadata: NULL [length 0]\",\"@metadata: list [length 0]\"]},\"tests/fixtures/mnm_regression/expected/univariate_twas_weights.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: TwasWeights [length 7]\",\"@ldSketch: NULL [length 0]\",\"@rownames: NULL [length 0]\",\"@nrows: integer [length 1]\",\" Values: 20L\",\"@elementType: character [length 1]\",\" Values: \\\"ANY\\\"\",\"@elementMetadata: NULL [length 0]\",\"@metadata: list [length 0]\"]}};\n", + "const BENCH={\"twas_ctwas\":{\"seconds\":311.3,\"tests\":1},\"methylation_calling\":{\"seconds\":250.9,\"tests\":2},\"snRNAseq_preprocessing\":{\"seconds\":221.1,\"tests\":3},\"reference_data_preparation\":{\"seconds\":195.6,\"tests\":13},\"gsea\":{\"seconds\":157.2,\"tests\":1},\"mnm_postprocessing\":{\"seconds\":152.9,\"tests\":7},\"TensorQTL\":{\"seconds\":147.6,\"tests\":3},\"sldsc_enrichment\":{\"seconds\":146.4,\"tests\":6},\"mnm_regression\":{\"seconds\":142.6,\"tests\":1},\"rss_ld_sketch\":{\"seconds\":113.2,\"tests\":6},\"covariate_hidden_factor\":{\"seconds\":113.2,\"tests\":7},\"gene_annotation\":{\"seconds\":99.1,\"tests\":5},\"phenotype_imputation\":{\"seconds\":95.9,\"tests\":10},\"mash_fit\":{\"seconds\":93.0,\"tests\":1},\"phenotype_formatting\":{\"seconds\":72.6,\"tests\":6},\"rss_analysis\":{\"seconds\":71.2,\"tests\":1},\"PCA\":{\"seconds\":67.8,\"tests\":5},\"SuSiE_enloc\":{\"seconds\":67.1,\"tests\":1},\"colocboost\":{\"seconds\":60.1,\"tests\":1},\"mixture_prior\":{\"seconds\":54.2,\"tests\":1},\"qtl_association_postprocessing\":{\"seconds\":28.6,\"tests\":1},\"mash_preprocessing\":{\"seconds\":24.9,\"tests\":1},\"bulk_expression_QC\":{\"seconds\":24.1,\"tests\":4},\"apa_impute\":{\"seconds\":23.5,\"tests\":1},\"mash_posterior\":{\"seconds\":22.7,\"tests\":1},\"GWAS_QC\":{\"seconds\":19.8,\"tests\":8},\"intact\":{\"seconds\":19.8,\"tests\":1},\"eoo_enrichment\":{\"seconds\":19.1,\"tests\":1},\"gregor\":{\"seconds\":18.7,\"tests\":2},\"ems_training\":{\"seconds\":14.8,\"tests\":3},\"VCF_QC\":{\"seconds\":12.4,\"tests\":5},\"generalized_TADB\":{\"seconds\":10.2,\"tests\":1},\"covariate_formatting\":{\"seconds\":9.9,\"tests\":2},\"ld_prune_reference\":{\"seconds\":7.4,\"tests\":2},\"genotype_formatting\":\"23s on toy data (8 workflows)\",\"splicing_normalization\":\"32s on toy data (4 workflows)\",\"splicing_calling\":\"50s on toy data (5 workflows)\",\"apa_calling\":\"22s on toy data (6 workflows)\",\"RNA_calling\":\"1m 20s on toy data (16 workflows)\",\"bulk_expression_normalization\":\"12s on toy data\",\"pseudobulk_preprocessing\":\"30s on toy data (4 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list [length 6]\",\" Components: pca_model, pc_scores, meta, pc_cov, pc_mean, pc_median\",\"$pca_model: flashpca [length 7]\",\" Components: values, vectors, projection, loadings, center, scale, pve\",\"$pc_scores: data.frame [118 x 28]\",\" ID FID IID MID PID SEX\",\" 1 SAMPLE_001:SAMPLE_001 SAMPLE_001 SAMPLE_001 0 0 0\",\" 2 SAMPLE_002:SAMPLE_002 SAMPLE_002 SAMPLE_002 0 0 0\",\" 3 SAMPLE_003:SAMPLE_003 SAMPLE_003 SAMPLE_003 0 0 0\",\"\",\"$meta: character [length 1]\",\" Values: \\\"protocol_example.unrelated.prune \\\"\",\"$pc_cov: matrix/array [5 x 5]\",\" [,1] [,2] [,3] [,4] [,5]\",\" [1,] 2.723426e-02 8.339899e-19 9.452205e-18 -3.973604e-18 2.797100e-19\",\" [2,] 8.339899e-19 2.696550e-02 8.385917e-18 9.369324e-18 2.240701e-17\",\" [3,] 9.452205e-18 8.385917e-18 2.612153e-02 1.781369e-17 -1.472802e-18\",\"\",\"$pc_mean: numeric [length 5]\",\" Values: c(-8.82062784394987e-18, -3.01077430406822e-17, 2.72851421306183e-17, 1.83469059154157e-17, 4.39855308484967e-17)\",\"$pc_median: numeric [length 5]\",\" Values: c(0.00602721681627851, -0.00488368656715891, -0.003213717717953, -0.0157996403619344, 0.012215640237604)\"]},\"tests/fixtures/pca/expected/detect_outliers.maha.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: list [length 4]\",\" Components: pc, manh_dis_sq_cutoff, msg, outliers\",\"$pc: data.frame [59 x 25]\",\" IID FID pop PC1 PC2 PC3\",\" 1 SAMPLE_001 SAMPLE_001 1 -0.01226109 -0.07562966 -0.06502774\",\" 2 SAMPLE_002 SAMPLE_002 1 -0.27276569 -0.13080698 0.02576653\",\" 3 SAMPLE_003 SAMPLE_003 1 -0.01342011 -0.05296450 0.01199865\",\"\",\"$manh_dis_sq_cutoff: numeric [length 1]\",\" Values: c(`97.5%` = 12.1527505435543)\",\"$msg: character [length 1]\",\" Values: \\\"# protocol_example.unrelated.prune result summary\\\\n## Mahalanobis distance summary:\\\\n```\\\\n Min. 1st Qu. Median Mean 3rd Qu. Max. \\\\n 0.2622 2.9169 4.2592 4.9153 6.5099 15.5199 \\\\n```\\\\n The cut-off for outlier removal is set to: 12.1527505435543 and the number of individuals to remove is: 2 \\\\n The new sample size after outlier removal is: 57 \\\\n\\\"\",\"$outliers: data.frame [2 x 2]\",\" FID IID\",\" 40 SAMPLE_040 SAMPLE_040\",\" 51 SAMPLE_051 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0.00611110457710638, 0.00027499145557414, 0.00669526284240114, 0.00771975591706234, 0.00508689343582039, 0.00611110457710638, 0.00659351995538288, 0.000267097385890687, 0.0063762465394884, 0.00735109333332331, 0.00484581768852353, 0.00582039621050936, 0.00495074086866018, 4.46556985217172e-05, -0.00261310530646169, -0.00303720863701038, -0.00194729814154248, -0.00237128478695276, -0.00199294456741381 ), dim = c(6L, 8L, 17L), dimnames = list(c(\\\"ALL\\\", \\\"Ast\\\", \\\"End\\\", \\\"Exc\\\", \\\"Inh\\\", \\\"Mic\\\"), c(\\\"ALL\\\", \\\"Ast\\\", \\\"End\\\", \\\"Exc\\\", \\\"Inh\\\", \\\"Mic\\\", \\\"OPC\\\", \\\"Oli\\\"), c(\\\"mash::mash::var1\\\", \\\"mash::mash::var2\\\", \\\"mash::mash::var3\\\", \\\"mash::mash::var4\\\", \\\"mash::mash::var5\\\", \\\"mash::mash::var6\\\", \\\"mash::mash::var7\\\", \\\"mash::mash::var8\\\", \\\"mash::mash::var9\\\", \\\"mash::mash::var10\\\", \\\"mash::mash::var11\\\", \\\"mash::mash::var12\\\", \\\"mash::mash::var13\\\", \\\"mash::mash::var14\\\", \\\"mash::mash::var15\\\", \\\"mash::mash::var16\\\", \\\"mash::mash::var17\\\"))) ...\"]},\"tests/fixtures/mash_posterior/fine_mapping.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: data.frame [17 x 3]\",\" variants cs_order pip\",\" 1 mash::mash::var1 1 0.60\",\" 2 mash::mash::var2 1 0.40\",\" 3 mash::mash::var3 0 0.02\"]},\"tests/fixtures/mash/expected/mash_input.qss.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: list [length 10]\",\" Components: strong.b, strong.s, random.b, random.s, null.b, null.s, random.z, null.z, ...\",\"$strong.b: matrix/array [2 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528675:A:G_region1.qss 3.0964631\",\" protocol_example::mash::chr22:15528699:A:G_region1.qss 0.3039547\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528675:A:G_region1.qss 0.2011453\",\" protocol_example::mash::chr22:15528699:A:G_region1.qss 4.5483141\",\"\",\"$strong.s: matrix/array [2 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528675:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528699:A:G_region1.qss 1\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528675:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528699:A:G_region1.qss 1\",\"\",\"$random.b: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528319:A:G_region1.qss 0.69777934\",\" protocol_example::mash::chr22:15529124:A:G_region1.qss 1.32852955\",\" protocol_example::mash::chr22:15528227:A:G_region1.qss -0.05627064\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528319:A:G_region1.qss -0.1991450\",\" protocol_example::mash::chr22:15529124:A:G_region1.qss -0.2385934\",\" protocol_example::mash::chr22:15528227:A:G_region1.qss 0.9808774\",\"\",\"$random.s: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528319:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15529124:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528227:A:G_region1.qss 1\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528319:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15529124:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528227:A:G_region1.qss 1\",\"\",\"$null.b: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528612:A:G_region1.qss 1.66040624\",\" protocol_example::mash::chr22:15528787:A:G_region1.qss -0.01514105\",\" protocol_example::mash::chr22:15529068:A:G_region1.qss 1.63336444\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528612:A:G_region1.qss -1.0569069\",\" protocol_example::mash::chr22:15528787:A:G_region1.qss -0.9860239\",\" protocol_example::mash::chr22:15529068:A:G_region1.qss 0.1641178\",\"\",\"$null.s: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528612:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528787:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15529068:A:G_region1.qss 1\",\" Ast_De_Jager_eQTL\",\" protocol_example::mash::chr22:15528612:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15528787:A:G_region1.qss 1\",\" protocol_example::mash::chr22:15529068:A:G_region1.qss 1\"]},\"tests/fixtures/mash/expected/mash_input.fmr.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: list [length 10]\",\" Components: strong.b, strong.s, random.b, random.s, null.b, null.s, random.z, null.z, ...\",\"$strong.b: matrix/array [1 x 2]\",\" Mic_De_Jager_eQTL Ast_De_Jager_eQTL\",\" [1,] 2.70564 0.5429115\",\"\",\"$strong.s: matrix/array [1 x 2]\",\" Mic_De_Jager_eQTL Ast_De_Jager_eQTL\",\" [1,] 1 1\",\"\",\"$random.b: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" chr22:15528319:A:G_protocol_example.QtlFineMappingResult 0.69777934\",\" chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1.32852955\",\" chr22:15528227:A:G_protocol_example.QtlFineMappingResult -0.05627064\",\" Ast_De_Jager_eQTL\",\" chr22:15528319:A:G_protocol_example.QtlFineMappingResult -0.1991450\",\" chr22:15529124:A:G_protocol_example.QtlFineMappingResult -0.2385934\",\" chr22:15528227:A:G_protocol_example.QtlFineMappingResult 0.9808774\",\"\",\"$random.s: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" chr22:15528319:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15528227:A:G_protocol_example.QtlFineMappingResult 1\",\" Ast_De_Jager_eQTL\",\" chr22:15528319:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15529124:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15528227:A:G_protocol_example.QtlFineMappingResult 1\",\"\",\"$null.b: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" chr22:15528612:A:G_protocol_example.QtlFineMappingResult 1.66040624\",\" chr22:15528787:A:G_protocol_example.QtlFineMappingResult -0.01514105\",\" chr22:15529068:A:G_protocol_example.QtlFineMappingResult 1.63336444\",\" Ast_De_Jager_eQTL\",\" chr22:15528612:A:G_protocol_example.QtlFineMappingResult -1.0569069\",\" chr22:15528787:A:G_protocol_example.QtlFineMappingResult -0.9860239\",\" chr22:15529068:A:G_protocol_example.QtlFineMappingResult 0.1641178\",\"\",\"$null.s: matrix/array [15 x 2]\",\" Mic_De_Jager_eQTL\",\" chr22:15528612:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15528787:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15529068:A:G_protocol_example.QtlFineMappingResult 1\",\" Ast_De_Jager_eQTL\",\" chr22:15528612:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15528787:A:G_protocol_example.QtlFineMappingResult 1\",\" chr22:15529068:A:G_protocol_example.QtlFineMappingResult 1\"]},\"tests/fixtures/mash/expected/mash_input.indep.rds\":{\"kind\":\"rds\",\"lines\":[\"Object: list [length 10]\",\" Components: strong.b, strong.s, random.b, random.s, null.b, null.s, random.z, null.z, ...\",\"$strong.b: matrix/array [1 x 2]\",\" Mic_De_Jager_eQTL Ast_De_Jager_eQTL\",\" [1,] 2.70564 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${cells(head,'th')}${body.map(r=>`${cells(r,'td')}`).join('')}
`;\n", "}\n", - "const FXWF={\"mixture_prior\":{\"mashr_input.rds\":[\"*\"],\"cov.flash.EE.rds\":[\"flash\"],\"cov.flash_nonneg.EE.rds\":[\"flash_nonneg\"],\"cov.pca.EE.rds\":[\"pca\"],\"cov.canonical.EE.rds\":[\"canonical\"],\"vhat.identity.EE.rds\":[\"vhat_identity\"],\"vhat.simple.EE.rds\":[\"vhat_simple\"],\"vhat.corshrink.EE.rds\":[\"vhat_corshrink_xcondition\"],\"vhat.simple_specific.EE.rds\":[\"vhat_simple_specific\"],\"prior.cov_ed.EE.rds\":[\"ed_bovy\"],\"mixture_prior.EE.prior.rds\":[\"ed_bovy\",\"ud\",\"ud_unconstrained\"]},\"phenotype_imputation\":{\"protocol_example.protein.missing.bed.gz\":[\"*\"],\"protocol_example.protein.missing.filtered.imputed.bed.gz\":[\"bed_filter_na\"],\"protocol_example.protein.missing.EBMF.imputed.bed.gz\":[\"EBMF\"],\"protocol_example.protein.missing.knn.imputed.bed.gz\":[\"knn\"],\"protocol_example.protein.missing.mean.imputed.bed.gz\":[\"mean\"],\"protocol_example.protein.missing.lod.imputed.bed.gz\":[\"lod\"],\"protocol_example.protein.missing.soft.imputed.bed.gz\":[\"soft\"]},\"covariate_hidden_factor\":{\"covariates.tsv\":[\"*\"],\"residual.bed.gz\":[\"*\"],\"Marchenko_PC.gz\":[\"Marchenko_PC\"],\"Buja_Eyuboglu_PC.gz\":[\"PCA\"],\"PEER.factors.tsv\":[\"PEER\"],\"PEER.weights.tsv\":[\"PEER\"],\"PEER.variance.tsv\":[\"PEER\"],\"PEER.gz\":[\"PEER\"]},\"gene_annotation\":{\"protocol_example.atac.tsv\":[\"annotate_coord\"],\"protocol_example.rnaseq.bed.gz\":[\"annotate_coord\"],\"protocol_example.rnaseq.bed.bed.gz\":[\"annotate_coord\"],\"protocol_example.rnaseq.bed.gene_list.tsv\":[\"annotate_coord\"],\"protocol_example.rnaseq.bed.region_list.txt\":[\"annotate_coord\"],\"protocol_example.protein.no_coord.bed.gz\":[\"annotate_coord\",\"annotate_coord_biomart\"],\"protocol_example.protein.no_coord.gene_list.tsv\":[\"annotate_coord\",\"annotate_coord_biomart\"],\"protocol_example.protein.no_coord.region_list.txt\":[\"annotate_coord\",\"annotate_coord_biomart\"],\"protocol_example.atac.bed.gz\":[\"annotate_coord\"],\"protocol_example.atac.region_list.txt\":[\"annotate_coord\"],\"protocol_example.leafcutter.intron_count.tsv.leafcutter.clusters_to_genes.txt\":[\"map_leafcutter_cluster_to_gene\"],\"protocol_example.leafcutter.phenotype.bed.formated.bed.gz\":[\"annotate_leafcutter_isoforms\"],\"protocol_example.leafcutter.phenotype.bed.phenotype_group.txt\":[\"annotate_leafcutter_isoforms\"],\"protocol_example.psichomics.phenotype.formated.bed.gz\":[\"annotate_psichomics_isoforms\"],\"protocol_example.psichomics.phenotype.phenotype_group.txt\":[\"annotate_psichomics_isoforms\"]},\"mnm_regression\":{\"univariate_bvsr.rds\":[\"susie_twas\"],\"univariate_twas_weights.rds\":[\"susie_twas\"],\"protocol_example.genotype.chr22.bed\":[\"*\"],\"protocol_example.pheno_manifest_context.tsv\":[\"*\"],\"example_covariates.tsv\":[\"*\"],\"association_windows.bed\":[\"*\"],\"protocol_example.ENSG00000283047.multicontext_bvsr.rds\":[\"*\"]},\"colocboost\":{\"protocol_example.genotype.chr22.bed\":[\"*\"],\"protocol_example.pheno_manifest_context.tsv\":[\"*\"],\"example_covariates.tsv\":[\"*\"],\"association_windows.bed\":[\"*\"],\"test_coloc.ENSG00000283047.colocboost.rds\":[\"*\"]},\"mash_posterior\":{\"region_strong.rds\":[\"*\"],\"fine_mapping.rds\":[\"*\"],\"orig.rds\":[\"*\"],\"posterior.rds\":[\"*\"]},\"ld_prune_reference\":{\"protocol_example.ld_genotype.chr22.bed\":[\"*\"],\"protocol_example.ld_genotype.list\":[\"*\"],\"LD_pruned_variants.txt\":[\"*\"]},\"rss_ld_sketch\":{\"protocol_example.genotype.chr22.vcf.gz\":[\"*\"],\"protocol_example.ld_blocks.bed\":[\"*\"],\"afreq_deterministic.tsv\":[\"*\"],\"event_id.tsv\":[\"*\"]},\"snRNAseq_preprocessing\":{\"protocol_example.snrnaseq.id_mapping.csv\":[\"*\"],\"protocol_example.snrnaseq.seurat_ref_SE.rds\":[\"*\"],\"expected_manifest.tsv\":[\"*\"]},\"RNA_calling\":{\"protocol_example.rnaseq.fastq.list.txt\":[\"*\"],\"adapters.fa\":[\"*\"],\"SAMPLE_001.strand.txt\":[\"*\"],\"fastq.list.trimmed.txt\":[\"*\"],\"rnaseqc.rnaseqc.exon_readsCount.gct.gz\":[\"*\"],\"rnaseqc.rnaseqc.gene_readsCount.gct.gz\":[\"*\"],\"rnaseqc.rnaseqc.gene_tpm.gct.gz\":[\"*\"],\"rnaseqc.rnaseqc.metrics.tsv\":[\"*\"]},\"apa_calling\":{\"chr22_3UTR.bed\":[\"*\"],\"expected_3UTR.bed\":[\"*\"],\"expected_gene_annotation.bed\":[\"*\"],\"protocol_example.expected_3UTR.bed\":[\"*\"],\"protocol_example.expected_gene_annotation.bed\":[\"*\"],\"chr22.hdr.gtf.gz\":[\"*\"],\"expected_pdui_data.txt\":[\"*\"],\"expected_transcript_to_geneName.txt\":[\"*\"]}};\n", + "const FXWF={\"mixture_prior\":{\"mashr_input.rds\":[\"*\"],\"cov.flash.EE.rds\":[\"*\"],\"cov.flash_nonneg.EE.rds\":[\"*\"],\"cov.pca.EE.rds\":[\"*\"],\"cov.canonical.EE.rds\":[\"*\"],\"vhat.identity.EE.rds\":[\"*\"],\"vhat.simple.EE.rds\":[\"*\"],\"vhat.corshrink.EE.rds\":[\"*\"],\"vhat.simple_specific.EE.rds\":[\"*\"],\"prior.cov_ed.EE.rds\":[\"*\"],\"mixture_prior.EE.prior.rds\":[\"*\"],\"region_strong.rds\":[\"*\"],\"Ast_De_Jager_eQTL.tsv\":[\"*\"]},\"phenotype_imputation\":{\"protocol_example.protein.missing.bed.gz\":[\"*\"],\"protocol_example.protein.missing.filtered.imputed.bed.gz\":[\"*\"],\"protocol_example.protein.missing.EBMF.imputed.bed.gz\":[\"*\"],\"protocol_example.protein.missing.knn.imputed.bed.gz\":[\"*\"],\"protocol_example.protein.missing.mean.imputed.bed.gz\":[\"*\"],\"protocol_example.protein.missing.lod.imputed.bed.gz\":[\"*\"],\"protocol_example.protein.missing.soft.imputed.bed.gz\":[\"*\"]},\"covariate_hidden_factor\":{\"covariates.tsv\":[\"*\"],\"residual.bed.gz\":[\"*\"],\"Marchenko_PC.gz\":[\"*\"],\"Buja_Eyuboglu_PC.gz\":[\"*\"],\"PEER.factors.tsv\":[\"*\"],\"PEER.weights.tsv\":[\"*\"],\"PEER.variance.tsv\":[\"*\"],\"PEER.gz\":[\"*\"]},\"gene_annotation\":{\"protocol_example.atac.tsv\":[\"*\"],\"protocol_example.rnaseq.bed.gz\":[\"*\"],\"protocol_example.rnaseq.bed.bed.gz\":[\"*\"],\"protocol_example.rnaseq.bed.gene_list.tsv\":[\"*\"],\"protocol_example.rnaseq.bed.region_list.txt\":[\"*\"],\"protocol_example.protein.no_coord.bed.gz\":[\"*\"],\"protocol_example.protein.no_coord.gene_list.tsv\":[\"*\"],\"protocol_example.protein.no_coord.region_list.txt\":[\"*\"],\"protocol_example.atac.bed.gz\":[\"*\"],\"protocol_example.atac.region_list.txt\":[\"*\"],\"protocol_example.leafcutter.intron_count.tsv.leafcutter.clusters_to_genes.txt\":[\"*\"],\"protocol_example.leafcutter.phenotype.bed.formated.bed.gz\":[\"*\"],\"protocol_example.leafcutter.phenotype.bed.phenotype_group.txt\":[\"*\"],\"protocol_example.psichomics.phenotype.formated.bed.gz\":[\"*\"],\"protocol_example.psichomics.phenotype.phenotype_group.txt\":[\"*\"]},\"mnm_regression\":{\"univariate_bvsr.rds\":[\"*\"],\"univariate_twas_weights.rds\":[\"*\"],\"protocol_example.genotype.chr22.bed\":[\"*\"],\"protocol_example.pheno_manifest_context.tsv\":[\"*\"],\"example_covariates.tsv\":[\"*\"],\"association_windows.bed\":[\"*\"],\"protocol_example.ENSG00000283047.multicontext_bvsr.rds\":[\"*\"]},\"colocboost\":{\"protocol_example.genotype.chr22.bed\":[\"*\"],\"protocol_example.pheno_manifest_context.tsv\":[\"*\"],\"example_covariates.tsv\":[\"*\"],\"association_windows.bed\":[\"*\"],\"test_coloc.ENSG00000283047.colocboost.rds\":[\"*\"]},\"mash_posterior\":{\"region_strong.rds\":[\"*\"],\"fine_mapping.rds\":[\"*\"],\"orig.rds\":[\"*\"],\"posterior.rds\":[\"*\"]},\"ld_prune_reference\":{\"protocol_example.ld_genotype.chr22.bed\":[\"*\"],\"protocol_example.ld_genotype.list\":[\"*\"],\"LD_pruned_variants.txt\":[\"*\"],\"protocol_example.ld_genotype.chr22.bim\":[\"*\"],\"protocol_example.ld_genotype.chr22.fam\":[\"*\"]},\"rss_ld_sketch\":{\"protocol_example.genotype.chr22.vcf.gz\":[\"*\"],\"protocol_example.ld_blocks.bed\":[\"*\"],\"afreq_deterministic.tsv\":[\"*\"],\"event_id.tsv\":[\"*\"],\"protocol_example.genotype.chr22.vcf.gz.tbi\":[\"*\"]},\"snRNAseq_preprocessing\":{\"protocol_example.snrnaseq.id_mapping.csv\":[\"*\"],\"protocol_example.snrnaseq.seurat_ref_SE.rds\":[\"*\"],\"expected_manifest.tsv\":[\"*\"]},\"RNA_calling\":{\"protocol_example.rnaseq.fastq.list.txt\":[\"*\"],\"adapters.fa\":[\"*\"],\"SAMPLE_001.strand.txt\":[\"*\"],\"fastq.list.trimmed.txt\":[\"*\"],\"rnaseqc.rnaseqc.exon_readsCount.gct.gz\":[\"*\"],\"rnaseqc.rnaseqc.gene_readsCount.gct.gz\":[\"*\"],\"rnaseqc.rnaseqc.gene_tpm.gct.gz\":[\"*\"],\"rnaseqc.rnaseqc.metrics.tsv\":[\"*\"],\"SAMPLE_001.rnaseqc.metrics.tsv\":[\"*\"],\"SAMPLE_002.rnaseqc.metrics.tsv\":[\"*\"]},\"apa_calling\":{\"chr22_3UTR.bed\":[\"*\"],\"expected_3UTR.bed\":[\"*\"],\"expected_gene_annotation.bed\":[\"*\"],\"protocol_example.expected_3UTR.bed\":[\"*\"],\"protocol_example.expected_gene_annotation.bed\":[\"*\"],\"chr22.hdr.gtf.gz\":[\"*\"],\"expected_pdui_data.txt\":[\"*\"],\"expected_transcript_to_geneName.txt\":[\"*\"],\"depth.txt\":[\"*\"]},\"methylation_calling\":{\"protocol_example.methylation.sample_sheet_int.csv\":[\"*\"],\"protocol_example.methylation.sample_sheet_int.sesame.beta.bed.gz\":[\"*\"],\"protocol_example.methylation.sample_sheet_int.sesame.M.bed.gz\":[\"*\"],\"protocol_example.methylation.sample_sheet_int.sesame.gene_id.annot.tsv\":[\"*\"],\"protocol_example.methylation.sample_sheet_int.sample_qcs.sesame.tsv\":[\"*\"]},\"GWAS_QC\":{\"protocol_example.pheno.bed\":[\"*\"],\"protocol_example.kin0\":[\"*\"],\"king.kin0\":[\"*\"],\"king_2.related_id\":[\"*\"],\"king_split.unrelated.fam\":[\"*\"],\"king_split.related.fam\":[\"*\"],\"qc_no_prune.bim\":[\"*\"],\"qc_ld_prune.prune.in\":[\"*\"],\"qc_ld_prune.bim\":[\"*\"],\"sample_overlap.txt\":[\"*\"],\"king_workflow.unrelated.fam\":[\"*\"]},\"PCA\":{\"protocol_example.pca_pheno.txt\":[\"*\"],\"protocol_example.unrelated.prune.bed\":[\"*\"],\"project_samples.rds\":[\"*\"],\"detect_outliers.maha.rds\":[\"*\"],\"detect_outliers.outliers.txt\":[\"*\"],\"pca_plink.eigenvec\":[\"*\"],\"flashpca.eigenvalues.tsv\":[\"*\"]},\"SuSiE_enloc\":{\"protocol_example.enloc.gwas_meta.tsv\":[\"*\"],\"protocol_example.enloc.xqtl_meta.tsv\":[\"*\"],\"coloc.rds\":[\"*\"],\"colocboost.rds\":[\"*\"],\"colocboost_manifest.tsv\":[\"*\"],\"enloc_manifest.enrichment.tsv\":[\"*\"],\"enloc_manifest.coloc.tsv\":[\"*\"]},\"VCF_QC\":{\"numeric_chr22.vcf.gz\":[\"*\"],\"genotype.chr22_48M.vcf.gz\":[\"*\"],\"rename_chrs.variants.tsv\":[\"*\"],\"qc_normalize.variants.tsv\":[\"*\"],\"qc_2.variants.tsv\":[\"*\"],\"qc_3.novel.tstv\":[\"*\"],\"qc_3.known.tstv\":[\"*\"]},\"apa_impute\":{\"protocol_example.apa_matchtable.txt\":[\"*\"],\"Dapars_result_result_temp.chr22.txt\":[\"*\"],\"expected.Dapars_result_impute_chr22.bed\":[\"*\"],\"expected.Dapars_allchrom.bed\":[\"*\"],\"expected.Dapars_result_impute_renamed_chr22.bed.gz\":[\"*\"],\"expected.Dapars_allchrom_renamed.bed\":[\"*\"]},\"bulk_expression_normalization\":{\"protocol_example.rnaseq.tpm.gct.gz\":[\"*\"],\"protocol_example.rnaseq.geneCount.gct.gz\":[\"*\"],\"protocol_example.rnaseq.sample_participant_lookup.txt\":[\"*\"],\"expected.qc_1.low_expression_filtered.tpm.gct.gz\":[\"*\"],\"expected.qc_2.outlier_removed.tpm.gct.gz\":[\"*\"],\"expected.qc_3.outlier_removed.geneCount.gct.gz\":[\"*\"]},\"covariate_formatting\":{\"covariates.base.tsv\":[\"*\"],\"merged.gz\":[\"*\"]},\"ems_prediction\":{\"protocol_example.gnomad_MAF_chr1.tsv\":[\"*\"],\"protocol_example.gnomad_MAF_chr2.tsv\":[\"*\"],\"model_config.yaml\":[\"*\"],\"features_importance_model5_chr_chr2_NPR_1.csv\":[\"*\"],\"model_5_summary_chr_chr2_NPR_1.json\":[\"*\"],\"predictions_weighted_model_chr2.tsv\":[\"*\"]},\"ems_training\":{\"protocol_example.gnomad_MAF_chr1.tsv\":[\"*\"],\"protocol_example.gnomad_MAF_chr2.tsv\":[\"*\"],\"model_config.yaml\":[\"*\"],\"features_importance_model5_chr_chr2_NPR_1.csv\":[\"*\"],\"model_5_summary_chr_chr2_NPR_1.json\":[\"*\"],\"predictions_weighted_model_chr2.tsv\":[\"*\"]},\"eoo_enrichment\":{\"protocol_example.eoo_baseline_annotation.tsv.gz\":[\"*\"],\"protocol_example.eoo_significant_variants.tsv.gz\":[\"*\"],\"enrichment_results.rds\":[\"*\"],\"enrichment_results_summary.tsv.gz\":[\"*\"]},\"generalized_TADB\":{\"protocol_example.brain_TADs.txt\":[\"*\"],\"protocol_example.gene_start_end.tsv\":[\"*\"],\"generalized_TAD.tsv\":[\"*\"],\"generalized_TADB.tsv\":[\"*\"],\"TADB_enhanced_cis.bed\":[\"*\"],\"extended_TADB.bed\":[\"*\"]},\"genotype_formatting\":{\"chr21.bed\":[\"*\"],\"chr21.bim\":[\"*\"],\"ld_by_region.float16.rds\":[\"*\"],\"plink_to_vcf.variants.tsv\":[\"*\"],\"vcf_to_plink.bim\":[\"*\"],\"genotype_by_region.bim\":[\"*\"],\"genotype_by_chrom.bim\":[\"*\"]},\"gregor\":{\"index.snps.txt\":[\"*\"],\"test_peaks.bed\":[\"*\"],\"example_enrichment_results.txt\":[\"*\"],\"enrichment_results.txt\":[\"*\"]},\"gsea\":{\"protocol_example.pathway_genes.tsv\":[\"*\"],\"pathway_go_results.rds\":[\"*\"]},\"intact\":{\"README.md\":[\"*\"],\"protocol_example.ptwas.output\":[\"*\"],\"intact.rds\":[\"*\"]},\"mash_fit\":{\"mashr_input.rds\":[\"*\"],\"region_strong.rds\":[\"*\"],\"Ast_De_Jager_eQTL.tsv\":[\"*\"],\"mash_model.EE.rds\":[\"*\"]},\"mash_preprocessing\":{\"mashr_input.rds\":[\"*\"],\"region_strong.rds\":[\"*\"],\"Ast_De_Jager_eQTL.tsv\":[\"*\"],\"mash_sumstats.region1.rds\":[\"*\"],\"mash_input.qss.rds\":[\"*\"],\"mash_input.fmr.rds\":[\"*\"],\"mash_input.indep.rds\":[\"*\"]},\"phenotype_formatting\":{\"regions.txt\":[\"*\"],\"tad_list.txt\":[\"*\"],\"keep_samples.txt\":[\"*\"],\"protocol_example.chr22.bed.gz\":[\"*\"],\"protocol_example.phenotype_by_chrom_files.txt\":[\"*\"],\"protocol_example.phenotype_by_chrom_files.region_list.txt\":[\"*\"],\"protocol_example.region1.bed.gz\":[\"*\"],\"protocol_example.region2.bed.gz\":[\"*\"],\"protocol_example.phenotype_by_region_files.txt\":[\"*\"],\"protocol_example.tpm.sample_matched.gct.gz\":[\"*\"],\"protocol_example.rnaseq.bed.bed.gz.tad_list.txt.2_pheno_per_region.region_list\":[\"*\"],\"protocol_example.chr22.gct\":[\"*\"]},\"pseudobulk_preprocessing\":{\"protocol_example.snrnaseq.seurat_MIC.rds\":[\"*\"],\"counts_MIC.csv.gz\":[\"*\"],\"atac_MIC_residuals.txt\":[\"*\"],\"expected_counts_MIC.remapped.csv.gz\":[\"*\"],\"expected_MIC_residuals_qn.txt\":[\"*\"]},\"qtl_association_postprocessing\":{\"protocol_example.cis_qtl.pairs.tsv.gz\":[\"*\"],\"protocol_example.cis_qtl.regional.tsv.gz\":[\"*\"],\"protocol_example.maf_0.01_window_1000000_cis_n_variants_stats.tsv.gz\":[\"*\"],\"qap.rds\":[\"*\"],\"qap.cis_regional.fdr.tsv.gz\":[\"*\"],\"qap.summary.tsv\":[\"*\"]},\"reference_data_preparation\":{\"hgnc_chr22.tsv.gz\":[\"*\"],\"mini.gff3\":[\"*\"],\"ERCC92.gtf\":[\"*\"],\"hg_reference_1.filtered.fasta\":[\"*\"],\"hg_gtf_1.reformatted.gtf\":[\"*\"],\"faidx.test_contigs.fa.fai\":[\"*\"],\"mini.gtf\":[\"*\"],\"hg38.chr22_SE_strict.ioe\":[\"*\"],\"chr22.SUPPA_annotation.rds\":[\"*\"]},\"rss_analysis\":{\"protocol_example.rss_mwe.gwas_meta.tsv\":[\"*\"],\"protocol_example.gwas_sumstats.chr22.tsv.gz\":[\"*\"],\"protocol_example.gwas_column_mapping.yml\":[\"*\"],\"gwas_sumstats.rds\":[\"*\"],\"gwas_finemap.rds\":[\"*\"]},\"sldsc_enrichment\":{\"target.tsv\":[\"*\"],\"reference.2.bed\":[\"*\"],\"reference.2.bim\":[\"*\"],\"sldsc_postprocess.rds\":[\"*\"],\"sldsc_meta_subset.rds\":[\"*\"],\"sldsc_meta_subset.notebook.rds\":[\"*\"]},\"splicing_calling\":{\"SAMPLE_001.junc.gz\":[\"*\"],\"SAMPLE_002.junc.gz\":[\"*\"],\"expected_junctions.txt\":[\"*\"]},\"splicing_normalization\":{\"raw_data.txt.gz\":[\"*\"],\"psi_raw_data.tsv.gz\":[\"*\"],\"expected.phen_chr22.gz\":[\"*\"],\"expected.prepare_phenotype.ave\":[\"*\"],\"expected.prepare_phenotype.phenotype_file_list.txt\":[\"*\"]},\"twas_ctwas\":{\"protocol_example.twas.gwas_meta.tsv\":[\"*\"],\"protocol_example.twas.xqtl_meta.tsv\":[\"*\"],\"gwas_sumstats.chr22.rds\":[\"*\"],\"twas.chr22.rds\":[\"*\"]},\"TensorQTL\":{\"protocol_example.genotype.chr22.bed\":[\"*\"],\"protocol_example.genotype.chr22.bim\":[\"*\"],\"protocol_example.genotype.chr22.fam\":[\"*\"],\"example_geneexpr.bed.gz\":[\"*\"],\"example_covariates.tsv\":[\"*\"],\"association_windows.bed\":[\"*\"],\"cis_qtl.pairs.tsv.gz\":[\"*\"],\"cis_qtl.regional.tsv.gz\":[\"*\"]},\"bulk_expression_QC\":{\"protocol_example.rnaseq.tpm.gct.gz\":[\"*\"],\"protocol_example.rnaseq.geneCount.gct.gz\":[\"*\"],\"protocol_example.rnaseq.sample_participant_lookup.txt\":[\"*\"],\"expected.qc_1.low_expression_filtered.tpm.gct.gz\":[\"*\"],\"expected.qc_2.outlier_removed.tpm.gct.gz\":[\"*\"],\"expected.qc_3.outlier_removed.geneCount.gct.gz\":[\"*\"]}};\n", "const TERMNOTES={\"reference_data_preparation\":[[\"Reference genome build\",\"The coordinate system and allele reference used to align genotype, annotation, and molecular phenotype data.\"],[\"Gene annotation\",\"A catalog that links genomic intervals to genes, transcripts, and other functional features.\"]],\"generalized_TADB\":[[\"Topologically associating domain (TAD)\",\"A genomic region whose DNA sequences interact with one another more often than with sequences outside the region.\"],[\"Regulatory domain\",\"The genomic neighborhood in which variants are considered capable of regulating a molecular feature.\"]],\"ld_prune_reference\":[[\"Linkage disequilibrium (LD)\",\"Correlation between alleles at nearby variants caused by their shared inheritance.\"],[\"LD pruning\",\"Selection of a comparatively independent subset of variants by removing highly correlated markers.\"]],\"rss_ld_sketch\":[[\"LD matrix\",\"A matrix of correlations among variants in a genomic region.\"],[\"Summary-statistics fine-mapping\",\"Inference of causal variants from association statistics and an external LD reference rather than individual-level genotypes.\"]],\"RNA_calling\":[[\"Read alignment\",\"Placement of sequencing reads onto a reference genome or transcriptome.\"],[\"Gene-level count\",\"The number of aligned fragments assigned to a gene, used as a measure of RNA abundance.\"]],\"bulk_expression_QC\":[[\"Expression quality control\",\"Detection of samples or genes whose sequencing, mapping, or abundance profiles are inconsistent with the study population.\"],[\"Outlier sample\",\"A sample whose molecular profile differs unusually from the rest and may reflect technical failure or biological heterogeneity.\"]],\"bulk_expression_normalization\":[[\"Library-size normalization\",\"Adjustment for differences in sequencing depth and RNA composition across samples.\"],[\"Inverse-normal transformation\",\"A rank-based transformation that maps a phenotype to an approximately normal distribution.\"]],\"snRNAseq_preprocessing\":[[\"Single-nucleus RNA sequencing\",\"Measurement of RNA abundance in individual nuclei, often used for frozen tissue.\"],[\"Cell type\",\"A biologically defined class of cells or nuclei identified from characteristic expression patterns.\"]],\"pseudobulk_preprocessing\":[[\"Pseudobulk expression\",\"Counts aggregated across cells of the same donor and cell type to create a donor-level molecular phenotype.\"],[\"Donor\",\"The individual from whom molecular measurements and genotypes were obtained.\"]],\"splicing_calling\":[[\"Splice junction\",\"A boundary formed when an intron is removed and two exons are joined.\"],[\"Intron excision\",\"Removal of an intron from a precursor RNA molecule during splicing.\"]],\"splicing_normalization\":[[\"Intron excision ratio\",\"The relative usage of a splice junction or intron within its local cluster.\"],[\"Alternative splicing\",\"Production of different RNA isoforms through differential exon or splice-junction use.\"]],\"methylation_calling\":[[\"DNA methylation\",\"Addition of a methyl group to DNA, commonly measured at CpG sites as an epigenetic regulatory mark.\"],[\"Beta value\",\"The estimated fraction of methylated signal at a CpG probe.\"]],\"apa_calling\":[[\"Alternative polyadenylation\",\"Use of different transcript cleavage and polyadenylation sites, which changes the RNA 3-prime end.\"],[\"Polyadenylation site\",\"The transcript position at which RNA is cleaved before addition of the poly(A) tail.\"]],\"apa_impute\":[[\"Imputation\",\"Estimation of missing molecular measurements from patterns observed across features and samples.\"],[\"Missingness\",\"The pattern and proportion of unavailable measurements in a molecular phenotype matrix.\"]],\"VCF_QC\":[[\"Minor allele frequency (MAF)\",\"The frequency of the less common allele at a variant in the analyzed sample.\"],[\"Hardy-Weinberg equilibrium\",\"The expected genotype-frequency relationship under random mating, used as one signal of genotype quality.\"]],\"genotype_formatting\":[[\"Allele harmonization\",\"Alignment of variant identifiers, reference alleles, alternate alleles, and strand orientation across datasets.\"],[\"Dosage\",\"The expected number of alternate alleles carried by an individual, often ranging continuously from zero to two after imputation.\"]],\"GWAS_QC\":[[\"Genome-wide association study (GWAS)\",\"A scan for genetic variants associated with a complex trait or disease.\"],[\"Genomic inflation\",\"Systematic excess of association signal that can reflect confounding, relatedness, or polygenicity.\"]],\"PCA\":[[\"Population structure\",\"Systematic genetic differences among ancestry groups or subpopulations.\"],[\"Genotype principal component\",\"A major axis of genetic variation used to adjust association analyses for population structure.\"]],\"gene_annotation\":[[\"Transcription start site (TSS)\",\"The genomic position where transcription of a gene begins.\"],[\"Gene model\",\"The annotated genomic structure of a gene, including its exons, transcripts, and strand.\"]],\"phenotype_imputation\":[[\"Phenotype imputation\",\"Estimation of missing molecular phenotype values using information shared across samples or features.\"],[\"Limit of detection\",\"The smallest abundance that an assay can distinguish reliably from background.\"]],\"phenotype_formatting\":[[\"Molecular phenotype\",\"A quantitative molecular trait such as gene expression, splicing, methylation, or protein abundance.\"],[\"Genomic interval\",\"A chromosome, start, and end coordinate used to locate a molecular feature.\"]],\"covariate_formatting\":[[\"Covariate\",\"A measured variable included in a model to account for known biological or technical variation.\"],[\"Design matrix\",\"A numeric representation of model covariates across samples.\"]],\"covariate_hidden_factor\":[[\"Hidden factor\",\"An unmeasured source of variation, such as cell composition, technical batch, or RNA quality, inferred from the molecular phenotype matrix.\"],[\"Confounding\",\"Distortion of a genetic association by a variable related to both the tested genotype and molecular phenotype.\"]],\"TensorQTL\":[[\"xQTL\",\"A genetic variant associated with variation in a molecular phenotype such as expression, splicing, methylation, or protein abundance.\"],[\"cis association\",\"An association between a variant and a nearby molecular feature within a defined genomic window.\"],[\"False discovery rate (FDR)\",\"The expected proportion of false positives among results declared significant.\"]],\"qr_and_twas\":[[\"Quantile regression\",\"A model that estimates genetic effects at selected points of a phenotype distribution rather than only its mean.\"],[\"TWAS weight\",\"An estimated genetic effect used to predict a molecular trait from local variants.\"]],\"qtl_association_postprocessing\":[[\"Lead variant\",\"The variant with the strongest association signal for a molecular feature or region.\"],[\"Allelic effect\",\"The direction and magnitude of phenotype change associated with an allele.\"]],\"METAL\":[[\"Meta-analysis\",\"Statistical combination of association evidence across cohorts while allowing each cohort to retain its own participants.\"],[\"Heterogeneity\",\"Variation in estimated genetic effects across cohorts or studies.\"]],\"mash_preprocessing\":[[\"Effect-size matrix\",\"A matrix of association estimates arranged across variants or genes and biological conditions.\"],[\"Standard error\",\"The estimated uncertainty of an effect-size estimate.\"]],\"mixture_prior\":[[\"Covariance prior\",\"A learned representation of how genetic effects tend to be shared across tissues, cell types, or molecular traits.\"],[\"Residual correlation\",\"Correlation among association estimates that remains after accounting for true shared effects.\"]],\"mash_fit\":[[\"Empirical Bayes\",\"A framework that estimates a prior distribution from the observed data and uses it to update noisy effects.\"],[\"Shrinkage\",\"Pulling uncertain effect estimates toward patterns supported by the full dataset.\"],[\"Local false sign rate\",\"The posterior probability that the reported direction of an effect is wrong.\"]],\"mash_posterior\":[[\"Posterior distribution\",\"The updated probability distribution of an effect after combining the observed data with the fitted prior.\"],[\"Posterior contrast\",\"A probabilistic comparison of effects between biological conditions.\"]],\"mnm_regression\":[[\"Fine-mapping\",\"Prioritization of variants that may causally explain an association signal.\"],[\"Posterior inclusion probability (PIP)\",\"The posterior probability that a variant contributes to the genetic signal in the fitted model.\"],[\"Credible set\",\"A group of variants that jointly contains a causal regulatory variant with a stated posterior probability under the fitted model.\"]],\"rss_analysis\":[[\"Fine-mapping\",\"Prioritization of variants that may causally explain an association signal.\"],[\"Posterior inclusion probability (PIP)\",\"The posterior probability that a variant contributes to the genetic signal in the fitted model.\"],[\"Credible set\",\"A group of variants that jointly contains a causal regulatory variant with a stated posterior probability under the fitted model.\"]],\"SuSiE_enloc\":[[\"Colocalization\",\"Evidence that molecular-trait and complex-trait associations in a region are explained by the same underlying genetic signal.\"],[\"Regional enrichment\",\"Increased probability that a trait-associated region also contains a molecular QTL signal.\"]],\"twas_ctwas\":[[\"Transcriptome-wide association study (TWAS)\",\"A test relating genetically predicted molecular phenotypes to a complex trait.\"],[\"Mediated association\",\"A trait association consistent with a genetic effect acting through a measured molecular phenotype.\"]],\"colocboost\":[[\"Colocalization\",\"Evidence that molecular-trait and complex-trait associations in a region are explained by the same underlying genetic signal.\"],[\"Multiple causal signals\",\"More than one distinct causal association pattern within the same genomic region.\"]],\"intact\":[[\"Colocalization\",\"Evidence that molecular-trait and complex-trait associations in a region are explained by the same underlying genetic signal.\"],[\"Cross-tissue evidence\",\"Association information combined across tissues or molecular contexts.\"]],\"watershed\":[[\"Variant-to-gene prioritization\",\"Ranking variants by evidence that they regulate a particular gene and contribute to disease risk.\"],[\"Functional annotation\",\"Biological information about a variant or genomic region used to interpret its potential mechanism.\"]],\"eoo_enrichment\":[[\"Enrichment\",\"An excess of overlap between two sets of genomic signals relative to an appropriate null expectation.\"],[\"Observed-to-expected ratio\",\"The observed overlap divided by the overlap expected under a null model.\"]],\"gsea\":[[\"Gene set enrichment analysis (GSEA)\",\"A test for coordinated concentration of association evidence within a predefined group of genes.\"],[\"Gene set\",\"A collection of genes sharing a pathway, function, annotation, or experimental signature.\"]],\"gregor\":[[\"Regulatory enrichment\",\"Overrepresentation of associated variants in regulatory annotations compared with matched control variants.\"],[\"Matched control variant\",\"A background variant selected to resemble an associated variant in properties such as allele frequency and LD.\"]],\"sldsc_enrichment\":[[\"Stratified LD score regression (S-LDSC)\",\"A method that partitions SNP heritability across genomic annotations using GWAS summary statistics and LD.\"],[\"SNP heritability\",\"The proportion of trait variation attributable to the additive effects of measured or tagged variants.\"]],\"ems_training\":[[\"Expression modifier score (EMS)\",\"A learned score estimating the probability that a variant has a regulatory effect on a gene.\"],[\"Training label\",\"An observed outcome used to teach a predictive model which genomic patterns distinguish regulatory variants.\"]],\"ems_prediction\":[[\"Expression modifier score (EMS)\",\"A learned score estimating the probability that a variant has a regulatory effect on a gene.\"],[\"Calibration\",\"Agreement between predicted probabilities and the observed frequency of the corresponding outcome.\"]]};\n", "function open(btn){curBtn=btn;\n", " const nb=btn.closest('.mw').dataset.nb; cur=nb; initM(nb);\n",