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).

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

  PMID 26961683 · PMC4784276 · Genome medicine · 2016 · 8 claims · 6 setups

  Has reproduction · 87

  CoINcIDE is a methodological framework that discovers replicable patient subtypes (meta-clusters) across multiple datasets by finding consensus across dataset-specific clusterings, requiring no between-dataset transformations.

  breast ovarian simulated gene semi-supervised novo

• Mutation analysis of the AATF gene in breast cancer families.

  PMID 20025740 · PMC2806411 · BMC cancer · 2009 · 6 claims · 6 setups

  Full-text index only

  No AATF sequence alteration identified was predicted to be pathogenic or showed significant association with breast cancer risk

  genomic showing aatf case conformation direct pathogenicity

• Utilization of genomic signatures to identify phenotype-specific drugs.

  PMID 19714244 · PMC2729377 · PloS one · 2009 · 8 claims · 8 setups

  Full-text index only

  A RAS pathway gene expression signature applied to NCI-60 cells identifies compounds selectively active against RAS-activated cells, including the MEK inhibitor Hypothemycin

  nci-60 breast mda-mb-231 signature-drug gene signature

• 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

• 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

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk weighted

• Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.

  PMID 35012625 · PMC8743438 · Genome biology · 2022 · 7 claims · 8 setups

  Has reproduction · 68

  GENEVA is a semi-automated, study-design-agnostic framework that mines large-scale public RNA-seq data to identify conditions modulating a gene of interest's expression

  gtex lncap heart breast bulk rna-seq meta-analysis

• Implementing the reuse of public DIA proteomics datasets: from the PRIDE database to Expression Atlas.

  PMID 35701420 · PMC9197839 · Scientific data · 2022 · 8 claims · 5 setups

  Has reproduction · 50

  An open, containerised, Nextflow-orchestrated reanalysis pipeline combining metadata annotation, SWATH-MS analysis, statistical analysis, and Expression Atlas integration was developed for public DIA data.

  pooled datasets pxd014194 technical swath-ms dda-based differential

• SpaGene: A Deep Adversarial Framework for Spatial Gene Imputation.

  PMID 42146899 · PMC13176606 · Computational and structural biotechnology journal · 2026 · 8 claims · 6 setups

  Has reproduction · 74

  SpaGene improves average PCC and SSIM and reduces RMSE compared to 6 baseline methods (SpaGE, gimVI, Tangram, VISTA, spRefine, stDiff) across 8 diverse ST-SC dataset pairs under gene-holdout evaluation.

  pairs nanostring st-sc osmfish_zeisel st-sc 5-fold spatially