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).

• Variants in the ATM gene associated with a reduced risk of contralateral breast cancer.

  PMID 18701470 · PMC2562548 · Cancer research · 2008 · 7 claims · 4 setups

  Full-text index only

  Carriers of common ATM variants (>=1% frequency) have a statistically significant reduction in risk of contralateral breast cancer (CBC)

  peripheral wecare atm mutation case-control variant

• Computationally scalable regression modeling for ultrahigh-dimensional omics data with ParProx.

  PMID 34254998 · PMC8575036 · Briefings in bioinformatics · 2021 · 6 claims · 4 setups

  Has reproduction · 79

  ParProx implements latent group lasso penalized regression (overlapping and non-overlapping groups) for survival (Cox) and classification (logistic) analysis of omics data.

  tcga breast liver simulated cox logistic simulation

• Haplotype analysis of common variants in the BRCA1 gene and risk of sporadic breast cancer.

  PMID 15743496 · PMC1064127 · Breast cancer research : BCR · 2005 · 7 claims · 5 setups

  Full-text index only

  A common BRCA1 haplotype (haplotype 2, C A G G) is associated with a modest increase in sporadic breast cancer risk

  individuals nested same nurses whole-gene snp statistical

• Are the so-called low penetrance breast cancer genes, ATM, BRIP1, PALB2 and CHEK2, high risk for women with strong family histories?

  PMID 18557994 · PMC2481495 · Breast cancer research : BCR · 2008 · 8 claims · 8 setups

  Full-text index only

  Mutation frequencies in ATM, BRIP1, PALB2 and CHEK2 are many times higher in women with strong breast cancer family history (familial cases) than in population controls.

  women familial finnish unselected germline international statistical

• DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 84

  DeepProg is a novel ensemble framework of deep-learning and machine-learning approaches that robustly predicts patient survival subtypes using multi-omics data

  cancer breast hepatocarcinoma tcga multi-omics gene rna-seq

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 6 claims · 5 setups

  Has reproduction · 77

  SurvConvMixer, using pathway-level gene expression images and ConvMixer, achieves strong internal validation AUC for overall survival prediction, especially on larger datasets like LUAD

  luad lusc skcm trained deep benchmark model

• CHEK2 variants associate with hereditary prostate cancer.

  PMID 14612911 · PMC2394451 · British journal of cancer · 2003 · 8 claims · 6 setups

  Full-text index only

  CHEK2 1100delC frameshift mutation is significantly more frequent in Finnish HPC patients than in population controls

  index hpc unselected affected sscp sequencing minisequencing

• Phenotypic features and genetic characterization of male breast cancer families: identification of two recurrent BRCA2 mutations in north-east of Italy.

  PMID 16764716 · PMC1586026 · BMC cancer · 2006 · 8 claims · 6 setups

  Full-text index only

  The 9106C>T (Q2960X) and IVS16-2A>G BRCA2 mutations are recurrent in MBC families from North-East Italy and may reflect a founder effect.

  blood germline tumor family mutation mlpa microsatellite

• Genetic and epigenetic alterations of Ras signalling pathway in colorectal neoplasia: analysis based on tumour clinicopathological features.

  PMID 17923875 · PMC2360240 · British journal of cancer · 2007 · 8 claims · 4 setups

  Full-text index only

  K-ras/BRAF mutations and RASSF2 methylation frequently co-occur in colorectal adenomas, suggesting synergistic cooperation

  colorectal clinicopathological direct combined histopathological

• 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 · 6 setups

  Has reproduction · 76

  DRW-GM evaluates gene topological importance by directed random walk on a global gene–metabolite pathway graph integrating gene expression and metabolomic profiles to infer pathway activities

  prostate matched gse8511 gene metabolomic pathway

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature

• Characteristics of small breast and/or ovarian cancer families with germline mutations in BRCA1 and BRCA2.

  PMID 10188893 · PMC2362698 · British journal of cancer · 1999 · 7 claims · 7 setups

  Full-text index only

  Presence of at least one ovarian cancer case in a small family strongly predicts finding a BRCA1 or BRCA2 mutation.

  genomic pcr family truncation pcr multiplex

• Analysis of variants in DNA damage signalling genes in bladder cancer.

  PMID 18638378 · PMC2488326 · BMC medical genetics · 2008 · 7 claims · 5 setups

  Full-text index only

  SNPs in DSB signalling genes may modulate predisposition to bladder cancer and influence effects of environmental exposures

  peripheral case-control unphased extracted snp confirmatory logistic

• Bioinformatics methods for learning radiation-induced lung inflammation from heterogeneous retrospective and prospective data.

  PMID 19704920 · PMC2688763 · Journal of biomedicine & biotechnology · 2009 · 8 claims · 3 setups

  Full-text index only

  Kernel-based methods (e.g., SVM) can capture nonlinear dose-volume interactions relevant to predicting radiation pneumonitis

  nsclc inoperable blood retrospective prospective 3-way

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  170 unique human AFB1 targets were identified by merging ChEMBL, SwissTargetPrediction, and PharmMapper predictions

  afb1 breast training candidate computational bulk weighted

• Integrated proteomic analysis of human cancer cells and plasma from tumor bearing mice for ovarian cancer biomarker discovery.

  PMID 19936259 · PMC2775948 · PloS one · 2009 · 8 claims · 8 setups

  Full-text index only

  Integrated proteomic analysis of a cancer mouse model and human cancer cell populations provides an effective approach to identify potential circulating protein biomarkers.

  k-ras ovarian lists tumor quantitative pathway immunoblot

• The genomic analysis of lactic acidosis and acidosis response in human cancers.

  PMID 19057672 · PMC2585811 · PLoS genetics · 2008 · 8 claims · 8 setups

  Full-text index only

  Lactic acidosis and hypoxia induce largely distinct gene expression programs in HMECs, with lactic acidosis producing a much larger and more dramatic response

  mammary hmec gene breast gene real-time bayesian

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility