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).

• Association between Arsenic Level, Gene Expression in Asian Population, and In Vitro Carcinogenic Bladder Tumor.

  PMID 35039759 · PMC8760535 · Oxidative medicine and cellular longevity · 2022 · 8 claims · 5 setups

  Has reproduction

  A unique set of 147 genes is associated with arsenic exposure and linked to molecular mechanisms of cancer.

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• 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

• Prospective health care: the second transformation of medicine.

  PMID 16522218 · PMC1431721 · Genome biology · 2006 · 8 claims · 7 setups

  Full-text index only

  Predictive biomarkers (genomic, proteomic, metabolomic) will enable quantification of disease risk and anticipation of onset before pathological damage occurs.

  cancer circulating breast population gene-expression proteomic 21-gene

• 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

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.

  PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 8 setups

  Has reproduction · 72

  edgeR-based DEG selection is more appropriate for feature selection than Elastic Net when sample sizes are small.

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• Phosphorylation states of cell cycle and DNA repair proteins can be altered by the nsSNPs.

  PMID 16111488 · PMC1208866 · BMC cancer · 2005 · 8 claims · 4 setups

  Full-text index only

  15 of 89 nsSNPs (16.9%) studied were predicted to abolish or create phosphorylation sites in 14 of 32 proteins (44.0%)

  orthologues repair case-control phosphorylation cross-species database

• 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

• In silico analysis of missense substitutions using sequence-alignment based methods.

  PMID 18951440 · PMC3431198 · Human mutation · 2008 · 8 claims · 7 setups

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  Carefully validated PMSA-based computational algorithms can achieve predictive values of ~75-95% for classifying missense substitutions as pathogenic or neutral.

  clinically sequence curated deep blosum62 sift align-gvgd

• 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

• 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

• 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

• Extending Asia Pacific bioinformatics into new realms in the "-omics" era.

  PMID 19958472 · PMC2788361 · BMC genomics · 2009 · 8 claims · 6 setups

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  88 full paper submissions were peer-reviewed for InCoB2009, with 49 shortlisted for oral presentation and 34 accepted into this BMC Genomics supplement, reflecting an overall acceptance rate of 50% across venues.

  nhe1 cancer mammalian bovine computational microarray quantile

• 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

• Systematic prediction of human membrane receptor interactions.

  PMID 19798668 · PMC3076061 · Proteomics · 2009 · 7 claims · 6 setups

  Full-text index only

  Predicting interactions specifically for membrane receptors, rather than deriving them from a general human interactome model, improves prediction performance for these proteins

  cos-1 um-22a hep3b gst-egfr co-immunoprecipitation pulldown binding

• Smart spatial omics (S2-omics) optimizes region of interest selection to capture molecular heterogeneity in diverse tissues.

  PMID 41298871 · PMC12662399 · Nature cell biology · 2025 · 7 claims · 6 setups

  Has reproduction · 100

  S2-omics is an end-to-end workflow that automatically selects ROIs from H&E histology images to maximize molecular information content for spatial omics profiling.

  gastric colorectal additional breast xenium visium histology

• BRCA1 and BRCA2 mutation predictions using the BOADICEA and BRCAPRO models and penetrance estimation in high-risk French-Canadian families.

  PMID 16417652 · PMC1413985 · Breast cancer research : BCR · 2006 · 8 claims · 7 setups

  Full-text index only

  BOADICEA predicts accurately the number of BRCA1 and BRCA2 mutations across family groups and discriminates well between carriers and noncarriers

  french-canadian families brca1-positive same targeted full-length multiplex

• 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

• Expression of full-length p53 and its isoform Deltap53 in breast carcinomas in relation to mutation status and clinical parameters.

  PMID 17054774 · PMC1636663 · Molecular cancer · 2006 · 7 claims · 7 setups

  Full-text index only

  The alternative splice isoform Δp53 mRNA is co-expressed with full-length p53 mRNA in breast tumors and cell lines

  breast universal p53 subset qrt-pcr bioinformatic structure

• Evaluation of NTHL1, NEIL1, NEIL2, MPG, TDG, UNG and SMUG1 genes in familial colorectal cancer predisposition.

  PMID 17029639 · PMC1624846 · BMC cancer · 2006 · 6 claims · 4 setups

  Full-text index only

  Coding sequences and intron-exon boundaries of NTHL1, NEIL1, NEIL2, MPG, TDG, UNG and SMUG1 were screened in 94 familial CRC cases with known genes excluded

  genomic predicted archival mutation targeted functional