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README.md

Analysis Modules

This directory contains various analysis modules in the OpenPedCan project. See the README of an individual analysis modules for more information about that module.

Modules at a glance

The table below is intended to help project organizers quickly get an idea of what files (and therefore types of data) are consumed by each analysis module, what the module does, and what output files it produces that can be consumed by other analysis modules. This is in service of documenting interdependent analyses. Note that nearly all modules use the harmonized clinical data file (histologies.tsv) even when it is not explicitly included in the table below.

Module Input Files Brief Description Produces files for data release? Output Files Consumed by Other Analyses Adapted for OPC? Run Platform Action Plan
chromosomal-instability histologies.tsv sv-manta.tsv.gz cnv-cnvkit.seg.gz Evaluates chromosomal instability by calculating chromosomal breakpoint densities and by creating circular plot visuals No breakpoint-data/union_of_breaks_densities.tsv No N/A Will Adapt for OT
chromothripsis sv-manta.tsv.gz cnv-consensus.seg.gz independent-specimens.wgs.primary-plus.tsv Performs chromothripsis analysis No N/A No N/A N/A
cnv-chrom-plot cnv-consensus-gistic.zip cnv-consensus.seg Plots genome wide visualizations relating to copy number results No N/A No N/A N/A
cnv-frequencies (MTP-specific) histologies.tsv consensus_wgs_plus_cnvkit_wxs.tsv.gz independent-specimens.wgswxspanel.primary.eachcohort.tsv independent-specimens.wgswxspanel.relapse.eachcohort.tsv independent-specimens.wgswxspanel.primary.tsv independent-specimens.wgswxspanel.relapse.tsv Annotates CNV table with frequencies No results/gene-level-cnv-consensus-annotated-mut-freq.jsonl.gz results/gene-level-cnv-consensus-annotated-mut-freq.tsv.gz Yes GitHub N/A
collapse-rnaseq (ported to CAVATICA) gene-expression-rsem-tpm.rds gencode.v39.primary_assembly.annotation.gtf.gz Collapses RSEM count and TPM matrices such that gene symbols are de-duplicated. Yes results/gene-expression-rsem-fpkm-collapsed.rds included in data download; too large for tracking via GitHub Yes CAVATICA N/A
copy_number_consensus_call cnv-cnvkit.seg.gz cnv-controlfreec.tsv.gz sv-manta.tsv.gz Produces consensus copy number calls and a set of excluded regions where CNV calls are not made Yes results/cnv_consensus.tsv 'results/uncalled_samples.tsv' results/cnv-consensus.seg.gz included in data download ref/cnv_excluded_regions.bed ref/cnv_callable.bed Yes CAVATICA N/A
create-subset-files All files This module contains the code to create the subset files used in GitHub Actions No All subset files for continuous integration No N/A Will set up for OT ticket in
data-pre-release-qc histologies-base.tsv gene-counts-rsem-expected_count-collapsed.rds gene-expression-rsem-tpm-collapased.rds tcga-gene-counts-rsem-expected_count-collapsed.rds tcga-gene-expression-rsem-tpm-collapsed.rds cnv-cnvkit.seg.gz cnvkit_with_status.tsv consensus_wgs_plus_cnvkit_wxs_autosomes.tsv.gz consensus_wgs_plus_cnvkit_wxs_x_and_y.tsv.gz snv-mutation-tmb-all.tsv fusion_summary_embryonal_foi.tsv fusion_summary_ependymoma_foi.tsv fusion_summary_lgg_hgg_foi.tsv fusion_summary_ewings_foi.tsv biospecimen_id_to_bed_map.txt Performs QC on data pre-release files with requirements which should pass before hand off between BIXU Engineering team to the OpenPedCan team Yes 'data-pre-release-qc.nb.html' No N/A N/A
efo-mondo-mapping (MTP-specific) histologies.tsv efo-mondo-map.tsv This module contains a file with EFO, MONDO, and NCIT codes for all cancer_group found in histologies.tsv and runs a script to qc in case any cancer_group is missed Yes efo-mondo-mapping.tsv Yes N/A Yes
filter-mtp-tables (MTP-specific) gencode.v39.primary_assembly.annotation.gtf.gz PMTL_v1.1.tsv histologies.tsv gene-level-snv-consensus-annotated-mut-freq.tsv.gz snv-consensus-plus-hotspots.maf.tsv.gz variant-level-snv-consensus-annotated-mut-freq.tsv.gz gene-level-cnv-consensus-annotated-mut-freq.tsv.gz consensus_wgs_plus_cnvkit_wxs.tsv.gz putative-oncogene-fusion-freq.tsv.gz fusion-putative-oncogenic.tsv putative-oncogene-fused-gene-freq.tsv.gz long_n_tpm_mean_sd_quantile_gene_wise_zscore.tsv.gz long_n_tpm_mean_sd_quantile_group_wise_zscore.tsv.gz Removes Ensembl (ESNG) gene identifier in the OpenPedCan mutation frequency tables, including SNV, CNV, fusion, and TPM expression tables that are not in GENCODE v39 and Ensembl package 104. No All files from module results directory Yes N/A Yes
focal-cn-file-preparation cnv-cnvkit.seg.gz cnv-controlfreec.tsv.gz gene-expression-rsem-tpm-collapsed.rds cnv-consensus.seg.gz Maps from copy number variant caller segments to gene identifiers; will be updated to take into account changes that affect entire cytobands, chromosome arms Yes cnvkit_annotated_cn_wxs_autosomes.tsv.gz cnvkit_annotated_cn_wxs_x_and_y.tsv.gz consensus_seg_annotated_cn_autosomes.tsv.gz consensus_seg_annotated_cn_x_and_y.tsv.gz consensus_seg_most_focal_fn_status.tsv.gz consensus_seg_recurrent_focal_cn_units.tsv consensus_seg_with_ucsc_cytoband_status.tsv.gz consensus_wgs_plus_cnvkit_wxs_autosomes.tsv.gzincluded in data download consensus_wgs_plus_cnvkit_wxs_x_and_y.tsv.gz` included in data download Yes CAVATICA N/A
fusion_filtering fusion-arriba.tsv.gz fusion-starfusion.tsv.gz independent-specimens.rnaseq.primary.tsv independent-specimens.rnaseq.relapse.tsv Standardizes, filters, and prioritizes fusion calls Yes results/fusion-putative-oncogenic.tsv included in data download results/fusion-recurrent-fusion-bycancergroup.tsv results/fusion-recurrent-fusion-bysample.tsv results/fusion-recurrently-fused-genes-bycancergroup.tsv results/fusion-recurrently-fused-genes-bysample.tsv Yes GitHub N/A
fusion-frequencies (MTP-specific) histologies.tsv fusion-putative-oncogenic.tsv fusion-dgd.tsv.gz independent-specimens.rnaseqpanel.primary.tsv independent-specimens.rnaseqpanel.relapse.tsv independent-specimens.rnaseqpanel.primary.eachcohort.tsv independent-specimens.rnaseqpanel.relapse.eachcohort.tsv Gathers counts and frequencies for fusion per cancer_group and cohort No results/putative-oncogene-fused-gene-freq.jsonl.gz results/putative-oncogene-fused-gene-freq.tsv.gz results/putative-oncogene-fusion-freq.jsonl.gz results/putative-oncogene-fusion-freq.tsv.gz Yes GitHub N/A
fusion-summary histologies.tsv fusion-putative-oncogenic.tsv fusion-arriba.tsv.gz fusion-starfusion.tsv.gz Generates summary matrices of fusions in preparation for molecular subtyping Yes results/fusion_summary_embryonal_foi.tsv results/fusion_summary_ependymoma_foi.tsv results/fusion_summary_ewings_foi.tsv Yes GitHub N/A
gene_match (MTP-specific) GTF file sources: gencode v28 gencode v38 open_ped_can_v7_ensg-hugo-rmtl-mapping.tsv Reads GTF file and formats attributes to extract gene symbol with gene ensembl ID. Yes ensg-hugo-pmtl-mapping.tsv Yes GitHub N/A
gene-set-enrichment-analysis gene-expression-rsem-tpm-collapsed.rds histologies.tsv Performs gene set enrichment analysis by RNA library No results/gsva_scores.tsv combined file for all RNA library types Yes GitHub Move to CAVATICA
immune-deconv gene-expression-rsem-tpm-collapsed.rds data/histologies.tsv Performs immune cell deconvolution using Xcell and quantiseq No xcell_output.rds quantiseq_output.rds No N/A N/A
independent-samples histologies.tsv Generates independent specimen lists by experimental strategy and/or cohort Yes results/independent-specimens.wgswxspanel.primary.tsv included in data download results/independent-specimens.wgswxspanel.relapse.tsv included in data download results/independent-specimens.wgswxspanel.primary.eachcohort.tsv included in data download results/independent-specimens.wgswxspanel.relapse.eachcohort.tsv included in data download results/independent-specimens.wgswxspanel.primary.prefer.wxs.tsv included in data download results/independent-specimens.wgswxspanel.relapse.prefer.wxs.tsv included in data download results/independent-specimens.wgswxspanel.primary.eachcohort.prefer.wxs.tsv included in data download results/independent-specimens.wgswxspanel.relapse.eachcohort.prefer.wxs.tsv included in data download results/independent-specimens.rnaseq.primary.tsv included in data download results/independent-specimens.rnaseq.relapse.tsv included in data download results/independent-specimens.rnaseq.primary.eachcohort.tsv included in data download results/independent-specimens.rnaseq.relapse.eachcohort.tsv included in data download Yes GitHub N/A
interaction-plots independent-specimens.wgs.primary-plus.tsv snv-consensus-mutation.maf.tsv.gz Creates interaction plots for mutation mutual exclusivity/co-occurrence No N/A No N/A N/A
long-format-table-utils (MTP-specific) ensg-hugo-rmtl-mapping.tsv analyses/fusion_filtering/references/genelistreference.txt efo-mondo-map.tsv uberon-map-gtex-group.tsv uberon-map-gtex-subgroup.tsv Functions and scripts for handling long-format tables No annotator/annotation-data/ensg-gene-full-name-refseq-protein.tsv annotator/annotation-data/oncokb-cancer-gene-list.tsv Yes GitHub N/A
methylation-preprocessing (ported to CAVATICA) TARGET_Normal_MethylationArray_20160812.sdrf.txt TARGET_NBL_MethylationArray_20160812.sdrf.1.txt TARGET_NBL_MethylationArray_20160812.sdrf.2.txt TARGET_CCSK_MethylationArray_20160819.sdrf.txt TARGET_OS_MethylationArray_20161103.sdrf.txt TARGET_WT_MethylationArray_20160831.sdrf.txt TARGET_AML_MethylationArray_20160812_450k.sdrf.1.txt TARGET_AML_MethylationArray_20160812_450k.sdrf.2.txt TARGET_AML_MethylationArray_20160812_27k.sdrf.1.txt TARGET_AML_MethylationArray_20160812_27k.sdrf.2.txt TARGET_AML_MethylationArray_20160812_27k.sdrf.3.txt manifest_methylation_CBTN_20220410.1.csv manifest_methylation_CBTN_20220410.2.csv manifest_methylation_CBTN_20220410.3.csv manifest_methylation_CBTN_20220410.4.csv Preprocesses probe hybridization intensity values of selected methylated and unmethylated cytosine (CpG) loci into usable methylation measurements (m-values, beta values, and cnvs). No N/A Yes Cavatica N/A
methylation-summary (ported to CAVATICA) infinium.gencode.v39.probe.annotations.tsv.gz independent-specimens.rnaseqpanel.eachchort.tsv independent-specimens.methyl.eachcohort.tsv gene-expression-rsem-tpm-collapsed.rds rna-isoform-expression-rsem-tpm.rds methyl-beta-values.rds efo-mondo-map.tsv histlogies.tsv Summarizes preprocessed Illumina Infinium Human Methylation array measurements produced by methylation preprocessing using Illumina infinium methylation array CpG probe coordinates. No N/A No aws N/A
molecular-subtyping-ATRT histologies-base.tsv Molecular subtyping of ATRTs No NA GitHub N/A
molecular-subtyping-CRANIO histologies-base.tsv snv-consensus-plus-hotspots.maf.tsv.gz Molecular subtyping of craniopharyngiomas No results/CRANIO_molecular_subtype.tsv No N/A Prepare for scaling
molecular-subtyping-EPN histologies-base.tsv gene-expression-rsem-tpm-collapsed.rds analyses/chromosomal-instability/breakpoint-data/union_of_breaks_densities.tsv analyses/fusion-summary/results/fusion_summary_ependymoma_foi.tsv analyses/gene-set-enrichment-analysis/results/gsva_scores.tsv molecular subtyping of ependymomas No results/EPN_all_data_withsubgroup.tsv No N/A Will Adapt for OT
molecular-subtyping-EWS histologies-base.tsv analyses/fusion-summary/results/fusion_summary_ewings_foi.tsv Reclassifies tumors based on the presence of defining fusions for Ewing Sarcomas No results/EWS_samples.tsv No N/A Will Adapt for OT
molecular-subtyping-HGG histologies-base.tsv snv-consensus-plus-hotspots.maf.tsv.gz consensus_wgs_plus_cnvkit_wxs.tsv.gz fusion-putative-oncogenic.tsv cnv-consensus-gistic.zip gene-expression-rsem-tpm-collapsed.rds tp53_altered_status.tsv Molecular subtyping of high-grade gliomas No results/HGG_molecular_subtype.tsv Yes GitHub N/A
molecular-subtyping-LGAT histologies-base.tsv snv-consensus-plus-hotspots.maf.tsv.gz fusion-putative-oncogenic.tsv analyses/fusion_filtering/results/fusion-recurrently-fused-genes-bysample.tsv Molecular subtyping of low-grade gliomas No results/lgat_subtyping.tsv Yes GitHub N/A
molecular-subtyping-MB histologies-base.tsv gene-expression-rsem-tpm-collapsed.rds Molecular classification of medulloblastomas No results/MB_molecular_subtype.tsv Yes GitHub N/A
molecular-subtyping-chordoma analyses/focal-cn-file-preparation/results/consensus_seg_annotated_cn_autosomes.tsv.gz gene-expression-rsem-fpkm-collapsed.stranded.rds identifies poorly-differentiated chordomas No N/A No N/A Will Adapt for OT
molecular-subtyping-embryonal histologies-base.tsv analyses/fusion-summary/fusion_summary_embryonal_foi.tsv sv-manta.tsv.gz consensus_wgs_plus_cnvkit_wxs.tsv.gz analyses/focal-cn-file-preparation/cnvkit_annotated_cn_x\_and_y.tsv.gz analyses/focal-cn-file-preparation/controlfreec_annotated_cn_x\_and_y.tsv.gz gene-expression-rsem-tpm-collapsed.rds Molecular subtyping of non-medulloblastoma, non-ATRT embryonal tumors No results/embryonal_tumor_molecular_subtypes.tsv No N/A Will Adapt for OT
molecular-subtyping-integrate histologies-base.tsv results/compiled_molecular_subtypes_with_clinical_pathology_feedback.tsv Adds molecular subtype information to the base histology file No results/histologies.tsv Yes GitHub N/A
molecular-subtyping-NBL histologies-base.tsv consensus_wgs_plus_cnvkit_wxs.tsv.gz cnv-cnvkit.seg.gz cnv-controlfreec.tsv.gz gene-expression-rsem-tpm-collapsed.rds analyses/molecular-subtyping-NBL/input/gmkf_patient_clinical_mycn_status.tsv analyses/molecular-subtyping-NBL/input/target_patient_clinical_mycn_status.tsv Molecular subtyping of neuroblastomas No results/NBL_MYCN_Subtype.tsv results/Alteration_Table.tsv results/Subtypes_Based_On_Cutoff.tsv results/QC_table.tsv Yes EC2 N/A
molecular-subtyping-neurocytoma histologies-base.tsv Molecular subtyping of neurocytomas No results/neurocytoma_subtyping.tsv No N/A Will Adapt for OT
molecular-subtyping-pathology analyses/molecular-subtyping-CRANIO/results/CRANIO_molecular_subtype.tsv analyses/molecular-subtyping-EPN/results/CRANIO_molecular_subtype.tsv analyses/molecular-subtyping-MB/results/MB_molecular_subtype.tsv analyses/molecular-subtyping-neurocytoma/results/neurocytoma_subtyping.tsv analyses/molecular-subtyping-EWS/results/EWS_samples.tsv analyses/molecular-subtyping-HGG/results/HGG_molecular_subtype.tsv analyses/molecular-subtyping-LGAT/results/lgat_subtyping.tsv analyses/molecular-subtyping-embryonal/results/embryonal_tumor_molecular_subtypes.tsv Compiles output from other molecular subtyping modules and incorporate pathology feedback No choroid_plexus_papilloma_subtypes.tsv cns-lymphoma-subtypes.tsv compiled_molecular_subtypes.tsv compiled_molecular_subtypes_and_report_info.tsv compiled_molecular_subtypes_with_clinical_feedback_and_report_info.tsv compiled_molecular_subtypes_with_clinical_pathology_feedback_and_report_info.tsv cranio_adam_subtypes.tsv glialneuronal_tumor_subtypes.tsv juvenile-xanthogranuloma-subtypes.tsv lgat-pathology-free-text-subtypes.tsv meningioma_subtypes.tsv Yes GitHub N/A
molecular-subtyping-PB histologies-base.tsv Molecular subtyping of pineoblastomas No results/pineo-molecular-subtypes.tsv Yes GitHub N/A
mtp-annotations (MTP-specific) scratch/mtp-json/targets/ scratch/mtp-json/diseases/ Transforms the OpenTargets Platform Target (core annotations for targets) and Disease/Phenotype (core annotations for diseases and phenotypes) tables into mapping files utilized in filtering MTP designated tables and OPC data release files for plotting API development No N/A local N/A N/A
mtp-tables-qc-checks (MTP-specific) gene-level-cnv-consensus-annotated-mut-freq.tsv.gz gene-level-snv-consensus-annotated-mut-freq.tsv.gz gene-variant-snv-consensus-annotated-mut-freq.tsv.gz putative-oncogene-gused-gene-freq.tsv.gz putative-oncogene-fusion-freq.tsv.gz long_n_tpm_mean_sd_quantitle_gene_wise_zscore.tsv.gz long_n_tpm_mean_sd_quatile_group_wise_zscore.tsv.gz Performs summary and QC checks comparing the current and the previous OPC mutation frequencies table No N/A No N/A N/A
mutational-signatures snv-consensus-plus-hotspots.maf.tsv.gz Performs COSMIC and Alexandrov et al. mutational signature analysis using the consensus SNV data No N/A No N/A N/A
oncoprint-landscape snv-consensus-plus-hotspots.maf.tsv.gz fusion-putative-oncogenic.tsv analyses/focal-cn-file-preparation/results/controlfreec_annotated_cn_autosomes.tsv.gz independent-specimens.\* Combines mutation, copy number, and fusion data into an OncoPrint plot No N/A No N/A N/A
pedcbio-cnv-prepare consensus_wgs_plus_cnvkit_wxs_autosomes.tsv.gz consensus_wgs_plus_cnvkit_wxs_x\_and_y.tsv.gz Generates annotated CNV files that are similar to seg files for PedCBio uploads to include all samples with neutral CNV calls Yes Upload to PedCBio S3 bucket for ingestion GitHub N/A N/A
pedcbio-sample-name histologies.tsv input\cbtn_cbio_sample.csv input\dgd_cbio_sample.csv input\oligo_nation_cbio_sample.csv input\x01_fy16_nbl_maris_cbio_sample.csv Formats sample names for pedcbio when multiple DNA or RNA specimens are associated with the same sample Yes Upload to PedCBio S3 bucket for ingestion GitHub N/A N/A
pedot-table-column-display-order-name analyses/snv-frequencies/results/gene-level-snv-consensus-annotated-mut-freq.tsv analyses/snv-frequencies/results/variant-level-snv-consensus-annotated-mut-freq.tsv.gz analyses/cnv-frequencies/results/gene-level-cnv-consensus-annotated-mut-freq.tsv.gz analyses/fusion-frequencies/results/putative-oncogene-fused-gene-freq.tsv.gz analyses/fusion-frequencies/results/putative-oncogene-fusion-freq.tsv.gz analyses/rna-seq-expression-summary-stats/results/long_n\_tpm_mean_sd_quantile_gene_wise_zscore.tsv.gz analyses/rna-seq-expression-summary-stats/results/long_n\_tpm_mean_sd_quantile_group_wise_zscore.tsv.gz Generates and validates an Excel spreadsheet for Pediatric Open Targets PedOT website table display orders and names No Upload to FNL BOX Yes GitHub N/A
rnaseq-batch-correct gene-counts-rsem-expected_count-collapsed.rds histologies.tsv hk_genes_normals.rds [positive_control_genes].rds Performs RUVseq-DESeq2 batch-corrected DGE analysis Yes N/A Yes Github N/A
rna-seq-expression-summary-stats (MTP-specific) gene-expression-rsem-tpm-collapsed.rds histologies.tsv Calculates TPM summary statistics within each cancer group and cohort. #51. No Upload to FNL Box Yes GitHub N/A
run-gistic histologies.tsv cnv-consensus.seg.gz Runs GISTIC 2.0 on SEG files Yes cnv-consensus-gistic.zip included in data download Yes GitHub Move to CAVATICA
snv-frequencies (MTP-specific) histologies.tsv snv-consensus-plus-hotspots.maf.tsv.gz snv-dgd.maf.tsv.gz independent-specimens.wgswxspanel.primary.eachcohort.prefer.wxs.tsv independent-specimens.wgswxspanel.relapse.eachcohort.prefer.wxs.tsv independent-specimens.wgswxspanel.primary.prefer.wxs.tsv independent-specimens.wgswxspanel.relapse.prefer.wxs.tsv Annotates SNV table with mutation frequencies No results/gene-level-snv-consensus-annotated-mut-freq.jsonl.gz results/gene-level-snv-consensus-annotated-mut-freq.tsv.gz variant-level-snv-consensus-annotated-mut-freq.jsonl.gz variant-level-snv-consensus-annotated-mut-freq.tsv.gz Yes GitHub N/A
survival-analysis TBD Contains survival analysis templates No N/A No N/A N/A
telomerase-activity-prediction gene-expression-rsem-tpm-collapsed.rds gene-counts-rsem-expected_count-collapsed.rds Quantifies telomerase activity using RNA-Seq No results/TelomeraseScores_PTBAPolya_counts results/TelomeraseScores_PTBAPolya_FPKM.txt results/TelomeraseScores_PTBAStranded_counts.txt results/TelomeraseScores_PTBAStranded_FPKM.txt No N/A N/A
tmb-calculation gencode.v27.primary_assembly.annotation.bed intersect_strelka_mutect2_vardict_WGS.bed snv-consensus-plus-hotspots.maf.tsv.gz biospecimen_id_to_bed_map.tsv histologies-base.tsv hg38_strelka.bed wgs_canonical_calling_regions.hg38.bed gencode.v39.primary_assembly.annotation.gtf.gz Calculates TMB using consensus SNV calls for tumors with paired T/N variant calls only Yes snv-mutation-tmb-all.tsv snv-mutation-tmb-coding.tsv Yes GitHub N/A
tp53_nf1_score snv-consensus-plus-hotspots.maf.tsv gene-expression-rsem-tpm-collapsed.rds consensus_wgs_plus_cnvkit_wxs.tsv.gz Applies TP53 inactivation classifier to RNA-Seq data No TP53_NF1_snv_alteration.tsv gene-expression-rsem-tpm-collapsed_classifier_scores.tsv loss_overlap_domains_tp53.tsv poly-A_TP53.png stranded_TP53.png sv_overlap_tp53.tsv tp53_altered_status.tsv Yes GitHub N/A
transcriptomic-dimension-reduction gene-expression-rsem-tpm.rds gene-expression-kallisto.rds Performs dimension reduction and visualization of RNA-seq data No N/A No N/A N/A
tumor-gtex-plots (MTP-specific) gene-expression-rsem-tpm-collapsed.rds histologies.tsv Tumor vs normal (GTEx) and tumor only expression plots No results/pan_cancer_plots_cancer_group_level.{tsv, jsonl.gz} results/pan_cancer_plots_cohort_cancer_group_level.{tsv, jsonl.gz} results/tumor_normal_gtex_plots_cancer_group_level.{tsv, jsonl.gz} results/tumor_normal_gtex_plots_cohort_cancer_group_level.{tsv, jsonl.gz} results/metadata.tsv plots/\*.png Yes GitHub N/A
tumor-normal-differential-expression (MTP-specific) histologies.tsv gene-counts-rsem-expected_count-collapsed.rds independent-specimens.rnaseq.primary.tsv independent-specimens.rnaseq.primary.eachcohort.tsv gene-expression-rsem-tpm-collapsed.rds ensg-hugo-pmtl-mapping.tsv efo-mondo-map.tsv uberon-map-gtex-subgroup.tsv Performs differential expression analysis for all combinations of GTEx subgroup normal and cancer histology type tumor. No N/A