Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Eye in a Disk: eyeIntegration Human Pan-Eye and Body Transcriptome Database Version 1.0.

  PMID 31343654 · PMC6660187 · Investigative ophthalmology & visual science · 2019 · 8 claims · 5 setups

  Has reproduction · 94

  EiaD is a reproducible, versioned RNA-seq transcriptome dataset combining 916 healthy human eye samples and 1375 GTEx body samples across 19 eye and 54 body tissues, built with a Snakemake pipeline and served as a single SQLite database.

  gtex eye stem retinal bulk differential single-cell

• Liver-specific paraoxonase-1 alleviates regulatory T cell-driven immunosuppression via metabolic reprogramming in hepatocellular carcinoma.

  PMID 41387425 · PMC12701056 · Nature communications · 2025 · 8 claims · 8 setups

  Has reproduction · 66

  PON1 expression is downregulated in HCC tumor tissue and low PON1 is associated with worse prognosis

  hcc paired hepa1-6 pon1-nc bioinformatic immunohistochemistry orthotopic

• Multi-INTACT: integrative analysis of the genome, transcriptome, and proteome identifies causal mechanisms of complex traits.

  PMID 39901160 · PMC11789355 · Genome biology · 2025 · 8 claims · 2 setups

  Has reproduction · 86

  Multi-INTACT achieves higher power than existing single-gene-product methods while maintaining calibrated false discovery rates in simulations.

  simulated plasma multi-snp twas

• 5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.

  PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis

  tcga aml gse12417 bulk mutation methylation

• Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.

  PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups

  Has reproduction · 77

  457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis

  tcga-oc tcga-oc-gse26193 ov_gse154600 iose-80 bulk univariate copy

• Gene co-expression network analysis in human spinal cord highlights mechanisms underlying amyotrophic lateral sclerosis susceptibility.

  PMID 33707641 · PMC7970949 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  WGCNA on control human cervical spinal cord RNA-seq identifies 13 co-expression modules (SC.M1-M13), each representing distinct biological processes or cell types.

  cervical als top yeast bulk stratified protein-protein

• DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits.

  PMID 31694669 · PMC6836538 · Genome biology · 2019 · 8 claims · 8 setups

  Has reproduction · 56

  DESE is a unified iterative framework that estimates driver tissues of complex diseases/traits from tissue-selective expression of GWAS-associated genes, and outputs prioritized susceptibility genes as a byproduct

  tissues schizophrenia bipolar coronary rna-seq gwas gene

• Deep-learning prediction of gene expression from personal genomes.

  PMID 41495833 · PMC12869966 · Genome biology · 2026 · 8 claims · 8 setups

  Full-text index only

  Fine-tuning Enformer on paired personal WGS and RNA-seq data (Variformer) corrects Enformer's failure to predict inter-individual gene expression differences across held-out people.

  gtex rosmap same monocyte paired mutagenesis chromhmm

• pyrpipe: a Python package for RNA-Seq workflows.

  PMID 34085037 · PMC8168212 · NAR genomics and bioinformatics · 2021 · 8 claims · 3 setups

  Has reproduction · 79

  pyrpipe enables development of flexible, reproducible, and easy-to-debug RNA-Seq computational pipelines purely in Python, in an object-oriented manner

  circulating zea bulk novo

• Unveiling prognostics biomarkers of tyrosine metabolism reprogramming in liver cancer by cross-platform gene expression analyses.

  PMID 32542016 · PMC7295234 · PloS one · 2020 · 7 claims · 8 setups

  Has reproduction · 51

  Five tyrosine catabolic enzymes (TAT, HPD, HGD, GSTZ1, FAH) are downregulated in HCC compared to normal liver at mRNA and/or protein level

  oncomine tcga-lihc gse89377 hcc pan-cancer bulk microarray

• Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.

  PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 69

  66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs

  melanoma tcga-skcm prjeb23709 microarray wgcna differential consensus

• Pan-cancer evaluation of regulated cell death to predict overall survival and immune checkpoint inhibitor response.

  PMID 38538696 · PMC10973470 · NPJ precision oncology · 2024 · 8 claims · 8 setups

  Full-text index only

  RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample

  tcga gtex scrna-seq cancer bulk scrna-seq transcriptomic

• Expression Atlas in 2026: enabling FAIR and open expression data through community collaboration and integration.

  PMID 41370097 · PMC12807774 · Nucleic acids research · 2026 · 8 claims · 8 setups

  Full-text index only

  Expression Atlas has expanded to >4500 studies from 67 species, with increased proteomics coverage and updated GTEx tissue profiles

  species pig tissues gtex microarray bulk ms-based

• The relationship between PLOD1 expression level and glioma prognosis investigated using public databases.

  PMID 34040895 · PMC8127981 · PeerJ · 2021 · 8 claims · 8 setups

  Has reproduction · 79

  PLOD1 mRNA expression is significantly higher in glioma tissue than in normal brain tissue

  glioma gbm cancer gene online genomic

• Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.

  PMID 35012625 · PMC8743438 · Genome biology · 2022 · 8 claims · 9 setups

  Has reproduction · 68

  GENEVA (Gene Expression Variance Analysis) is a semi-automated framework that mines large-scale public RNA-seq datasets to identify conditions associated with a gene's expression variance

  gtex genetic lncap heart rna-seq meta-analysis electronic

• Genome scans of facial features in East Africans and cross-population comparisons reveal novel associations.

  PMID 34411106 · PMC8375984 · PLoS genetics · 2021 · 8 claims · 5 setups

  Has reproduction

  Genome scans of 3D facial shape phenotypes in Tanzanian children identified 20 loci significant at p < 2.5 × 10^-8

  tanzanian european cranial gtex gwas cross-population chip-seq-based

• Indoleamine 2, 3-Dioxygenase 1 and CD8 Expression Profiling Revealed an Immunological Subtype of Colon Cancer With a Poor Prognosis.

  PMID 33425745 · PMC7793995 · Frontiers in oncology · 2020 · 8 claims · 8 setups

  Has reproduction · 48

  A colon cancer subtype with CD8Ahigh IDO1high tumors shows the worst survival despite high CD8 T cell infiltrates

  tcga-coad ncbi-geo tisidb gepia rna-seq tumor-infiltrating gene

• Positive Relationships between Intraocular Pressure and Thyroid Function in Graves' Ophthalmopathy: A Three-Aspect Evidence Analysis.

  PMID 40992768 · PMC12479196 · Yonsei medical journal · 2025 · 7 claims · 5 setups

  Has reproduction · 68

  Thyroid function parameters (FT3, FT4) and disease activity (CAS) are significantly associated with elevated IOP in GO patients

  nhanes gtex gse199688 differentially retrospective cross-sectional summary-data-based

• Accurate detection of somatic single-nucleotide variants from bulk RNA-seq data using RNA-MosaicHunter.

  PMID 41505106 · PMC12781890 · Nucleic acids research · 2026 · 6 claims · 8 setups

  Full-text index only

  RNA-MosaicHunter accurately detects sSNVs from bulk RNA-seq with high precision (94.7% in TCGA, 99.3% in cell-line mixture) in default mode

  tcga cell-line same gtex bulk whole-exome whole-genome

• A genome-wide association analysis identifies 16 novel susceptibility loci for carpal tunnel syndrome.

  PMID 30833571 · PMC6399342 · Nature communications · 2019 · 6 claims · 8 setups

  Has reproduction · 90

  A GWAS of 12,312 CTS cases and 389,344 controls in UK Biobank identifies 16 novel genome-wide significant susceptibility loci for CTS

  biobank surgically gwas transformed genome-wide sequencing gene-based