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).

• Topologically inferring pathway activity toward precise cancer classification via integrating genomic and metabolomic data: prostate cancer as a case.

  PMID 26286638 · PMC4541321 · Scientific reports · 2015 · 6 claims · 4 setups

  Has reproduction · 76

  DRW-GM integrates gene expression and metabolomic profiles via directed random walk on a global gene–metabolite pathway graph to weight genes by topological importance and infer reproducible pathway activities

  prostate global gene metabolomic computational

• An OMICs-based meta-analysis to support infection state stratification.

  PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  Multi-class Random Forest models built from meta-analyzed blood gene expression data can predict infection state (bacterial/viral/none) with high accuracy, correctly classifying 93% of bacterial and 89% of viral samples in the best model.

  blood merged affymetrix-trained microarray random gene

• VIGET: A web portal for study of vaccine-induced host responses based on Reactome pathways and ImmPort data.

  PMID 37180100 · PMC10172660 · Frontiers in immunology · 2023 · 7 claims · 7 setups

  Has reproduction · 64

  VIGET is a web portal that lets users select vaccines/ImmPort studies, run differential gene expression analysis, and perform Reactome-based pathway enrichment and functional interaction network construction

  blood lists differentially individual differential pathway functional

• D2H2: diabetes data and hypothesis hub.

  PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 6 setups

  Has reproduction

  D2H2 is a web-based portal integrating hundreds of curated diabetes-relevant transcriptomics datasets with bioinformatics tools for gene/gene set queries

  brain top curated d2h2 differential gene bulk

• Comprehensive bioinformatics analysis and experimental verification identify mitochondrial gene Dgat2 as a novel therapeutic biomarker for myocardial ischemia-reperfusion.

  PMID 40510478 · PMC12159077 · Frontiers in endocrinology · 2025 · 8 claims · 8 setups

  Has reproduction · 64

  Dgat2 is a hub mitochondria-related differentially expressed gene (MitoDEG) that can serve as a novel biomarker and therapeutic target in MI/RI

  heart degs dgat2 mitodegs microarray kegg protein-protein

• Parsimonious Gene Correlation Network Analysis (PGCNA): a tool to define modular gene co-expression for refined molecular stratification in cancer.

  PMID 30993001 · PMC6459838 · NPJ systems biology and applications · 2019 · 8 claims · 7 setups

  Has reproduction · 71

  Retaining only the top ~3 most correlated edges per gene (EPG3) combined with FastUnfold clustering (termed PGCNA) produces gene co-expression modules with significantly better separation and enrichment of known biology than using all edges or other clustering methods.

  breast colorectal brca representative gene comparative multi-omic

• Defining human diabetic nephropathy on the molecular level: integration of transcriptomic profiles with biological knowledge.

  PMID 18704688 · PMC2597685 · Reviews in endocrine & metabolic disorders · 2008 · 8 claims · 8 setups

  Full-text index only

  Genetic predisposition determines susceptibility and rate of progression to ESRD in diabetic patients, in addition to environmental factors

  kidney proximal pbmcs macrophages gene qrt-pcr immunohistochemistry

• Seeded Bayesian Networks: constructing genetic networks from microarray data.

  PMID 18601736 · PMC2474592 · BMC systems biology · 2008 · 8 claims · 4 setups

  Full-text index only

  Seeding Bayesian Network analysis with prior networks derived from literature and/or PPI data improves recovery of known gene-gene interactions compared to BN analysis without a seed

  leukemia interactome pubmed-indexed computational microarray yeast literature

• Transcription network construction for large-scale microarray datasets using a high-performance computing approach.

  PMID 18366618 · PMC2386070 · BMC genomics · 2008 · 8 claims · 7 setups

  Full-text index only

  RMT removes the random noise component of the gene expression correlation matrix by testing its eigenvalue statistics against a null hypothesis derived from a truly random correlation matrix

  yeast liver eight-node microarray k-means hybrid

• Identification of gene interactions associated with disease from gene expression data using synergy networks.

  PMID 18234101 · PMC2258206 · BMC systems biology · 2008 · 8 claims · 4 setups

  Full-text index only

  Synergy of a gene pair with respect to disease, defined as I(G1,G2;C) - [I(G1;C)+I(G2;C)], identifies gene pairs that interact cooperatively with respect to a phenotype rather than independently.

  prostate simulated microarray simulated permutation

• Web-based resources for comparative genomics.

  PMID 16197736 · PMC3525128 · Human genomics · 2005 · 8 claims · 8 setups

  Full-text index only

  Comparative genomics is an indispensable tool for identifying functional genome elements and exploring evolutionary genome dynamics

  yeast chimpanzee mammalian protein-coding comparative genome maximum-likelihood

• Identification of the shared hub gene signatures and molecular mechanisms between HIV-1 and pulmonary arterial hypertension.

  PMID 38528047 · PMC10963360 · Scientific reports · 2024 · 6 claims · 8 setups

  Has reproduction · 71

  109 shared genes were identified between HIV-1- and PAH-associated WGCNA modules

  pbmc shared hub pbmcs weighted kegg differential

• RummaGEO: Automatic mining of human and mouse gene sets from GEO.

  PMID 39569206 · PMC11573963 · Patterns (New York, N.Y.) · 2024 · 8 claims · 7 setups

  Has reproduction · 63

  RummaGEO is a gene expression signature search engine built from automatically mined human and mouse RNA-seq perturbation studies in GEO

  genes rummageo rummageo-derived leiden bulk gene leiden

• Single-Cell Differential Network Analysis with Sparse Bayesian Factor Models.

  PMID 35186014 · PMC8855158 · Frontiers in genetics · 2021 · 8 claims · 2 setups

  Has reproduction · 85

  A hierarchical Bayesian factor model using treatment-dependent latent factor loadings can construct gene co-expression networks from scRNA-seq data and identify differences in network structure between two (or more) biological conditions.

  simulated sars-cov-2 scrna-seq

• Proneural-mesenchymal antagonism dominates the patterns of phenotypic heterogeneity in glioblastoma.

  PMID 38433919 · PMC10905000 · iScience · 2024 · 8 claims · 8 setups

  Has reproduction · 100

  The four proposed GBM molecular subtypes (Proneural, Neural, Classical, Mesenchymal / NPC-like, OPC-like, AC-like, MES-like) are not mutually exclusive or independent of one another

  scrna-seq tcga-gbm gse131928 tumor gene pairwise principal

• Correcting scale distortion in RNA sequencing data.

  PMID 39875825 · PMC11776150 · BMC bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  Local averaging reveals expression-level-dependent biases that differ from sample to sample across all RNA-seq datasets studied, and are not corrected by conventional normalization (TPM/FPKM)

  tcga su2c gse47774 gtex bulk computational d'agostino

• Monocarboxylate Transporter-2 Expression Restricts Tumor Growth in a Murine Model of Lung Cancer: A Multi-Omic Analysis.

  PMID 34638954 · PMC8508890 · International journal of molecular sciences · 2021 · 8 claims · 8 setups

  Has reproduction · 53

  MCT2 knockout (KO) increases tumor weight, volume, and local invasiveness in the TC1 lung carcinoma model

  testis tc1 tumor tumor-associated western tumor electron

• ASTRA: a comprehensive resource of stress-induced transcriptional activity in human cell lines.

  PMID 41263110 · PMC12807686 · Nucleic acids research · 2026 · 8 claims · 6 setups

  Has reproduction · 73

  ASTRA is a curated, open-access database cataloging transcriptomic stress responses in human cell lines across four stress categories (oxidative stress, hypoxia, heat shock, DNA damage/UV)

  lines rna-seq bulk sequencing adapter

• Reconstructing transcriptional regulatory networks through genomics data.

  PMID 20048387 · PMC3666560 · Statistical methods in medical research · 2009 · 7 claims · 5 setups

  Full-text index only

  Location data (ChIP-chip/ChIP-seq) alone is insufficient for TRN inference because binding does not imply regulation, TF binding is dynamic across conditions/time, and TRNs involve combinatorial effects of multiple TFs not captured by single-TF ChIP experiments.

  yeast generic perturbations followed chip-chip chip-seq gene

• Co-regulation and function of FOXM1/RHNO1 bidirectional genes in cancer.

  PMID 33890574 · PMC8104967 · eLife · 2021 · 8 claims · 8 setups

  Has reproduction · 76

  FOXM1 and RHNO1 are head-to-head bidirectional genes regulated by a shared bidirectional promoter (F/R-BDP)

  tcga ft282 gistic expression rt-qpcr