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).

• Multimodal data integration for biologically-relevant artificial intelligence to guide adjuvant chemotherapy in stage II colorectal cancer.

  PMID 40472802 · PMC12171563 · EBioMedicine · 2025 · 6 claims · 7 setups

  Has reproduction · 83

  An AI-powered radiological clustering of CT images stratifies stage II CRC patients into adjuvant chemotherapy (AC)-preferable and observation-only (OO)-preferable clusters whose survival benefit from chemotherapy differs significantly (iHR=5.35).

  stage crc geo ct26 contrast-enhanced bulk transcriptomic

• Bioinformatics Analysis of the Characteristics and Correlation of m6A Methylation in Breast Cancer Progression.

  PMID 35655723 · PMC9148239 · Contrast media & molecular imaging · 2022 · 8 claims · 8 setups

  Has reproduction · 48

  Breast cancer samples can be divided into 4 m6A subtypes (quiescent, m6A methylation, protein-binding, mixed) based on expression of m6A-related genes, with consistent proportions across datasets

  tcga-brca gse96058 gse25066 bulk gene survival

• Dynamic interaction of MYC enhancer RNA with YEATS2 protein regulates MYC gene transcription in pancreatic cancer.

  PMID 40216980 · PMC12117045 · EMBO reports · 2025 · 8 claims · 11 setups

  Has reproduction · 90

  MYC eRNAs (notably MYC-490-kb) are transcribed from the MYC super-enhancer and are upregulated by chronic TNF-α stimulation specifically in pancreatic cancer cells, not normal pancreatic epithelial cells

  pdac miapaca-2 chronic myc-490-kb survival chip-seq nascent

• TP53 mutations in ovarian carcinomas from sporadic cases and carriers of two distinct BRCA1 founder mutations; relation to age at diagnosis and survival.

  PMID 16229746 · PMC1276789 · BMC cancer · 2005 · 8 claims · 4 setups

  Full-text index only

  Survival for BRCA1-familial ovarian cancer cases with TP53 mutations was not significantly different from familial cases without TP53 mutations (p=0.25, RR=1.64)

  ovarian sporadic paraffin-embedded mutation survival extraction

• Survival analysis with high-dimensional covariates.

  PMID 19654171 · PMC4806549 · Statistical methods in medical research · 2010 · 8 claims · 1 setups

  Full-text index only

  The classical Cox proportional hazards model cannot be fit when p >> n because the partial likelihood maximizer is not unique and the matrix X^T A X is singular in the IRLS procedure

  renal gene

• What's Genetic Variation Got to Do with It? Starvation-Induced Self-Fertilization Enhances Survival in Paramecium.

  PMID 32163147 · PMC7239694 · Genome biology and evolution · 2020 · 8 claims · 5 setups

  Has reproduction · 89

  Self-fertilization enhances heat shock resistance in P. tetraurelia in the absence of new genetic variation

  paramecium heat autogamy bulk

• Predicting survival within the lung cancer histopathological hierarchy using a multi-scale genomic model of development.

  PMID 16800721 · PMC1483910 · PLoS medicine · 2006 · 8 claims · 8 setups

  Full-text index only

  Multi-scale genomic similarities exist between four human lung cancer subtypes and the developing mouse lung, and these similarities are prognostically meaningful.

  perfused lung microarray principal wilcoxon

• Bayesian survival analysis in genetic association studies.

  PMID 18617538 · PMC2530885 · Bioinformatics (Oxford, England) · 2008 · 7 claims · 5 setups

  Full-text index only

  A novel Bayesian method (BETA-Surv) extends prior case-control haplotype-clustering work to censored survival outcomes by clustering haplotypes via gene tree/perfect phylogeny topology and relative mutation age.

  simulated same sanad bayesian univariate partial

• Predicting survival outcomes using subsets of significant genes in prognostic marker studies with microarrays.

  PMID 16549007 · PMC1544357 · BMC bioinformatics · 2006 · 7 claims · 2 setups

  Full-text index only

  A methodology combining Cox proportional hazards models with a compound covariate, cross-validated log partial likelihood (ACVL) for predictive accuracy, and permutation-based significance testing can identify an optimal subset of significant genes for survival prediction

  simulated diffuse simulation cdna

• Regulatory and evolutionary adaptation of yeast to acute lethal ethanol stress.

  PMID 33170850 · PMC7654773 · PloS one · 2020 · 8 claims · 4 setups

  Has reproduction · 68

  Yeast cells activate a rapid transcriptional reprogramming process following acute lethal ethanol stress that is likely adaptive for post-stress survival.

  cerevisiae colony-forming-unit bulk pooled

• Intrinsic suppression of type I interferon production underlies the therapeutic efficacy of IL-15-producing natural killer cells in B-cell acute lymphoblastic leukemia.

  PMID 37217248 · PMC10231005 · Journal for immunotherapy of cancer · 2023 · 8 claims · 8 setups

  Has reproduction · 76

  High expression of IFN-I signaling/response genes predicts favorable clinical outcome (longer relapse-free survival) in B-ALL patients

  cog b-all eμ-myc crispra relapse-free flow mass

• Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.

  PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 7 claims · 6 setups

  Has reproduction · 71

  An 18-gene mitophagy-related prognostic signature was identified by machine learning and used to build a prognostic risk score model for ALS.

  peripheral als lumbar bulk cibersort gsea

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

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 7 claims · 6 setups

  Has reproduction · 77

  SurvConvMixer reformats KEGG Pathways-in-Cancer gene expression values into pathway-level 2D gene expression images and applies a ConvMixer-based model for overall survival prediction

  luad lung bulk gene machine

• Future possibilities in the prevention of breast cancer: intervention strategies in BRCA1 and BRCA2 mutation carriers.

  PMID 11250722 · PMC138789 · Breast cancer research : BCR · 2000 · 8 claims · 8 setups

  Full-text index only

  BRCA1 and BRCA2 mutations confer an 80-85% lifetime risk (by age 80) of female breast cancer

  normal affected women brca1 clonogenic germline mammographic

• Strict sun protection results in minimal skin changes in a patient with xeroderma pigmentosum and a novel c.2009delG mutation in XPD (ERCC2).

  PMID 18637129 · PMC2605190 · Experimental dermatology · 2009 · 8 claims · 5 setups

  Full-text index only

  Strict, rigorous sun protection starting at age 2 resulted in minimal skin disease (only mild lip freckling, no skin cancer) in XP2GO despite an XP diagnosis

  fibroblasts xp2go post-uv host real-time

• 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

• Prognostic biomarker discovery in pancreatic cancer through hybrid ensemble feature selection and multi-omics data.

  PMID 41957754 · PMC13188360 · BioData mining · 2026 · 7 claims · 3 setups

  Has reproduction · 92

  The hEFS framework integrates data subsampling with multiple prognostic models (embedded and wrapper-based), aggregates feature rankings via a voting-theory-inspired approach, and selects the optimal feature subset via Pareto front optimization, eliminating user-defined thresholds.

  pancreatic pdac multi-omics gene monte

• Indoleamine 2, 3-Dioxygenase 1 and CD8 Expression Profiling Revealed an Immunological Subtype of Colon Cancer With a Poor Prognosis.

  PMID 33425745 · PMC7793995 · Frontiers in oncology · 2020 · 7 claims · 6 setups

  Has reproduction · 48

  The CD8A-high/IDO1-high colon cancer subtype (group IV*) has the worst survival despite high CD8 infiltrates.

  tcga-coad ncbi-geo colon c57bl bulk gene immune

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.

  PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 7 claims · 8 setups

  Has reproduction · 83

  Two lactylation cancer subtypes (CS1, CS2) can be identified in LUAD by multiomics ensemble clustering, with CS1 linked to better overall survival than CS2

  tcga gse31210 multiomics lncrna methylation