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).
-
Full-text index only
Pathway analysis of kidney cancer using proteomics and metabolic profiling.
PMID 17123452 · PMC1665458 · Molecular cancer · 2006 · 8 claims · 8 setups
31 proteins are differentially expressed with high statistical significance (p<0.05) in ccRCC tumor tissue compared to adjacent non-malignant kidney tissue
-
Has reproduction · 100
Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.
PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups
A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.
-
Has reproduction · 86
Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.
PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 7 claims · 4 setups
TNBC can be divided into four gene-expression-defined subtypes: BLIA, BLIS, MES, and LAR
-
Has reproduction · 84
Network Controllability Reveals Key Mitigation Points for Tumor-Promoting Signaling in Tumor-Educated Platelets.
PMID 41226816 · PMC12609506 · International journal of molecular sciences · 2025 · 8 claims · 6 setups
TEPs from NSCLC patients show 111 upregulated and 108 downregulated genes compared to platelets from non-cancer donors
-
Full-text index only
Focused glycomic analysis of the N-linked glycan biosynthetic pathway in ovarian cancer.
PMID 18690643 · PMC3970323 · Proteomics · 2008 · 8 claims · 5 setups
N-linked glycan biosynthetic enzyme transcript profiles in normal mouse and human ovarian tissue are similar, indicating species conservation
-
Has reproduction · 81
CCL8 as a promising prognostic factor in diffuse large B-cell lymphoma via M2 macrophage interactions: A bioinformatic analysis of the tumor microenvironment.
PMID 36072582 · PMC9441746 · Frontiers in immunology · 2022 · 8 claims · 8 setups
Higher stromal and ESTIMATE scores are associated with favorable prognosis in DLBCL
-
Has reproduction · 89
Inference of Subpathway Activity Profiles Reveals Metabolism Abnormal Subpathway Regions in Glioblastoma Multiforme.
PMID 33072547 · PMC7533644 · Frontiers in oncology · 2020 · 8 claims · 7 setups
A GSVA-based method for constructing a metabolic subpathway activity score matrix accurately identifies abnormal GBM metabolic targets
-
Full-text index only
Cancer genomics identifies regulatory gene networks associated with the transition from dysplasia to advanced lung adenocarcinomas induced by c-Raf-1.
PMID 19812696 · PMC2754338 · PloS one · 2009 · 8 claims · 5 setups
Comparison of tumor, transgenic, and non-transgenic lung cells reveals distinct and overlapping regulatory gene networks associated with progression to adenocarcinoma.
-
Has reproduction · 100
Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.
PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups
Exploratory adaptation (stochastic gene-regulatory network perturbation) explains how GBM cells adapt phenotypically across spatially distinct tumor regions
-
Has reproduction · 42
Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.
PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups
PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.
-
Has reproduction · 63
Clustering and machine learning-based integration identify cancer associated fibroblasts genes' signature in head and neck squamous cell carcinoma.
PMID 37065499 · PMC10098459 · Frontiers in genetics · 2023 · 8 claims · 8 setups
Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes
-
Has reproduction · 70
Zebrafish functional xenograft vasculature platform identifies PF-502 as a durable vasculature normalization drug.
PMID 37680473 · PMC10480778 · iScience · 2023 · 8 claims · 8 setups
The zebrafish functional xenograft vasculature platform (zFXVP) enables visualization and quantification of structurally and functionally realistic tumor vasculature formation.
-
Has reproduction · 59
Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.
PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups
NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering
-
Has reproduction · 73
A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.
PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups
COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity
-
Has reproduction · 77
Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.
PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups
457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis
-
Has reproduction · 67
Heterogeneity and Differentiation Trajectories of Infiltrating CD8+ T Cells in Lung Adenocarcinoma.
PMID 36358600 · PMC9658355 · Cancers · 2022 · 7 claims · 8 setups
Infiltrating CD8+ T cells in LUAD can be divided into ten transcriptionally distinct subsets: eight cytotoxic (CTL) subsets, one naive-like (NTL) subset, and one exhausted (ETL) subset.
-
Has reproduction · 78
Tumor methionine metabolism drives T-cell exhaustion in hepatocellular carcinoma.
PMID 33674593 · PMC7935900 · Nature communications · 2021 · 8 claims · 8 setups
A transcriptome-derived T-cell exhaustion score (ES) is prognostic for HCC patient survival independent of known clinical/molecular factors
-
Full-text index only
A big circuit model.
PMID 12940284 · PMC1316925 · Environmental health perspectives · 2003 · 8 claims · 8 setups
In early prostate carcinogenesis, apoptosis signals are primarily suppressed rather than growth rate being increased.
-
Full-text index only
Mutation of ERBB2 provides a novel alternative mechanism for the ubiquitous activation of RAS-MAPK in ovarian serous low malignant potential tumors.
PMID 19010816 · PMC6953412 · Molecular cancer research : MCR · 2008 · 8 claims · 8 setups
Activating RAS-MAPK pathway mutations are present in >70% of serous LMP tumors versus ~12.5% of serous ovarian carcinomas
-
Full-text index only
Merger of ayurveda and tissue culture-based functional genomics: inspirations from systems biology.
PMID 18348714 · PMC2311278 · Journal of translational medicine · 2008 · 8 claims · 8 setups
Crude LASH extract and its purified components (withanone, withaferin A) act through distinct but partially overlapping molecular gene-regulatory networks