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).

• Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

  PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

  Has reproduction · 80

  Combining WGCNA hub genes and VAE 10-dimensional representation as features for an SVM classifier achieves high accuracy in predicting CRC

  colorectal same combined meturquoise microarray differential batch

• Analysis of cancer risk and BRCA1 and BRCA2 mutation prevalence in the kConFab familial breast cancer resource.

  PMID 16507150 · PMC1413975 · Breast cancer research : BCR · 2006 · 6 claims · 7 setups

  Full-text index only

  kConFab is a collaborative resource providing epidemiological, clinical, and biospecimen data from high-risk familial breast/ovarian cancer families, available to researchers worldwide for ethically approved, peer-reviewed projects.

  germline unaffected index randomly brca1 tyrer-cuzick strp

• Evaluation of BRCA1 and BRCA2 mutations and risk-prediction models in a typical Asian country (Malaysia) with a relatively low incidence of breast cancer.

  PMID 18627636 · PMC2575532 · Breast cancer research : BCR · 2008 · 8 claims · 5 setups

  Full-text index only

  27 deleterious BRCA1/BRCA2 mutations were detected in 28 breast cancer patients (14 in BRCA1, 13 in BRCA2) among 187 tested

  blood-derived family brca1 direct multiplex boadicea

• A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.

  PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 51

  An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73

  bladder tcga bulk univariate integrative

• A common missense variant in BRCA2 predisposes to early onset breast cancer.

  PMID 16280055 · PMC1410744 · Breast cancer research : BCR · 2005 · 7 claims · 4 setups

  Full-text index only

  BRCA2 C5972T homozygosity (TT genotype) is rare but confers a roughly five-fold increased risk of breast cancer.

  peripheral blood-derived blood case-control genotyping sequencing mutation

• Mutation analysis of the ATR gene in breast and ovarian cancer families.

  PMID 15987455 · PMC1175065 · Breast cancer research : BCR · 2005 · 8 claims · 5 setups

  Full-text index only

  ATR mediates the DNA damage response by phosphorylating tumor suppressors such as p53, BRCA1 and CHK1, making it a plausible candidate breast/ovarian cancer susceptibility gene

  index atr variant mutation direct variant

• Recurrent KRAS codon 146 mutations in human colorectal cancer.

  PMID 16969076 · PMC2714972 · Cancer biology & therapy · 2006 · 8 claims · 8 setups

  Full-text index only

  KRAS A146 missense mutations are a recurrent, previously unrecognized class of somatic mutation in colorectal cancer

  colorectal sporadic familial cancer pcr direct chi-squared

• CLEAN: CLustering Enrichment ANalysis.

  PMID 19640299 · PMC2734555 · BMC bioinformatics · 2009 · 8 claims · 4 setups

  Full-text index only

  The gene-specific CLEAN score improves reproducibility of cluster analysis conclusions across independent datasets compared to the traditional cluster-wide score (cwCLEAN).

  four breast combined hierarchical cluster csimm-based

• Loss of long-range co-expression is a common feature in cancer.

  PMID 41935098 · PMC13247121 · NPJ systems biology and applications · 2026 · 8 claims · 7 setups

  Full-text index only

  In cancer, the strongest co-expressed gene pairs (top MI values) are predominantly intra-chromosomal, unlike in normal tissue.

  tissues same bladder cancer bulk differential bootstrap

• 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

• Indirect genomic effects on survival from gene expression data.

  PMID 18358079 · PMC2397510 · Genome biology · 2008 · 7 claims · 6 setups

  Full-text index only

  A novel methodology (dynamic path analysis combined with additive hazard survival regression) can detect and quantify indirect effects of gene expression on survival mediated through transcription factor target genes.

  dutch uppsala dlbcl gene gene literature permutation

• Discovery and identification of potential biomarkers of papillary thyroid carcinoma.

  PMID 19785722 · PMC2761863 · Molecular cancer · 2009 · 8 claims · 7 setups

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  A 3-peak (m/z 9190, 6631, 8697 Da) SVM classification model discriminates PTC from non-cancer controls with high sensitivity and specificity

  serum hplc-purified trypsin-digested crude seldi-tof-ms solid-phase maldi-tof-ms

• Protocol for quantifying interaction patterns among genomic alterations in cancer.

  PMID 41686643 · PMC12915222 · STAR protocols · 2026 · 6 claims · 5 setups

  Full-text index only

  Background-aware permutation strategies that constrain permutation per gene and per sample enable robust, scalable inference of condition-specific (context-aware) genetic interactions across cancer cohorts

  msk-met somatic copy-number binary

• Association of MUTYH and colorectal cancer.

  PMID 16804517 · PMC2360610 · British journal of cancer · 2006 · 7 claims · 3 setups

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  Bi-allelic MUTYH mutations confer a very large increase in colorectal cancer risk (GRR=117), supporting a causal role in colorectal cancer

  blood pooled genotype genotyping meta-analysis chi-square

• TP53 intron 6 polymorphism and the risk of ovarian and breast cancer.

  PMID 9484829 · PMC2149940 · British journal of cancer · 1998 · 5 claims · 2 setups

  Full-text index only

  The N' allele (G-to-A variant) is significantly more prevalent in ovarian cancer patients than in controls (P=0.01)

  peripheral genotype pcr chi-square

• CoINcIDE: A framework for discovery of patient subtypes across multiple datasets.

  PMID 26961683 · PMC4784276 · Genome medicine · 2016 · 8 claims · 4 setups

  Has reproduction · 87

  CoINcIDE is a novel framework for discovering patient subtypes across multiple datasets that requires no between-dataset transformations (e.g., batch correction)

  breast ovarian simulated gene consensus simulated

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 8 claims · 5 setups

  Has reproduction · 62

  A DNN model built on 34 top-ranked hub genes achieves the highest prediction accuracy (AUC 92.11%) for distinguishing primary from bone-metastasized tumors

  breast degs geo tcga microarray protein-protein machine

• Does tumorigenesis select for or against mutations of the DNA repair-associated genes BRCA2 and MRE11?: considerations from somatic mutations in microsatellite unstable (MSI) gastrointestinal cancers.

  PMID 16417627 · PMC1382246 · BMC genetics · 2006 · 8 claims · 7 setups

  Full-text index only

  Heterozygous truncating BRCA2 mutations occur in 47% (7/15) of gastrointestinal MSI cancer cell lines/xenografts, a higher rate than previously reported

  gastrointestinal ls174t pl3 msi gene rt-pcr rad51

• COSMIC (the Catalogue of Somatic Mutations in Cancer): a resource to investigate acquired mutations in human cancer.

  PMID 19906727 · PMC2808858 · Nucleic acids research · 2010 · 8 claims · 6 setups

  Full-text index only

  COSMIC is the largest public resource for information on somatically acquired mutations in human cancer, freely available without restriction

  cancer tumour manual semi-automated candidate

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction