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).

• Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.

  PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups

  Has reproduction · 51

  A higher immune infiltration-related risk score (IRS) indicates worse prognosis and lower sensitivity to immunotherapy in breast cancer patients

  tcga candidate cancer univariate weighted lasso

• Identification of a novel 10 immune-related genes signature as a prognostic biomarker panel for gastric cancer.

  PMID 34382341 · PMC8446556 · Cancer medicine · 2021 · 8 claims · 8 setups

  Has reproduction

  A 10-IRG prognostic signature (BMPR1B, GHR, IL11RA, INHBB, NPR3, OBP2A, PTN, R3HDML, TAC1, TPM2) predicts overall survival in gastric cancer.

  gastric tcga-stad overlapping candidate microarray gene rna-seq

• Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.

  PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups

  Has reproduction · 78

  A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response

  colorectal matched combined expression microarray rna-seq consensus

• TGF-β-mediated activation of fibroblasts in cervical cancer: implications for tumor microenvironment and prognosis.

  PMID 40124621 · PMC11929507 · PeerJ · 2025 · 8 claims · 8 setups

  Has reproduction · 79

  TGF-β signaling pathway activity is significantly increased in fibroblasts from cervical cancer samples compared to normal samples and correlates with tumor proliferation and differentiation.

  cervical tcga-cesc hela scrna-seq scrna-seq wgcna cox

• Interpretable artificial intelligence based on immunoregulation-related genes predicts prognosis and immunotherapy response in lung adenocarcinoma.

  PMID 41048340 · PMC12491262 · Frontiers in bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 71

  IRG expression pattern clusters LUAD patients into groups with significantly different survival outcomes and immune cell infiltration

  luad normal bulk wgcna tumor

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.

  PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups

  Has reproduction · 55

  352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples

  endometrial degs hub decidua microarray wgcna machine