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).

• Fast, accurate, and racially unbiased pan-cancer tumor-only variant calling with tabular machine learning.

  PMID 36611079 · PMC9825621 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction

  Tree-based (XGBoost, LightGBM) and deep-learning (TabNet) tabular ML classifiers achieve state-of-the-art somatic vs germline classification in tumor-only WES samples, outperforming PureCN.

  tcga same metastatic tumor-only whole-exome wes copy-number

• Novel fatty acid metabolism-related molecular subtyping and prognostic signature for breast cancer.

  PMID 41674979 · PMC12885896 · Translational cancer research · 2026 · 8 claims · 8 setups

  Full-text index only

  A FAM-related gene prognostic model (FAMGM) built using CoxBoost and random survival forest was identified as the optimal model among 101 machine learning combinations, based on highest average C-index across TCGA-BRCA and GSE96058 cohorts

  tcga-brca gse96058 brca breast bulk single-cell spatial

• Multi-cohort and single-cell profiling of aging genes reveals prognostic and therapeutic targets in breast cancer.

  PMID 41732271 · PMC12924738 · iScience · 2026 · 8 claims · 7 setups

  Full-text index only

  The eight-gene MLAG signature outperforms 100 previously published prognostic models across 12 independent breast cancer cohorts

  tcga-brca senescent normal single-cell machine univariate gene

• Molecular profiling of breast cancer in native American women reveals distinct genomic and transcriptomic features.

  PMID 41844957 · PMC13144316 · NPJ precision oncology · 2026 · 8 claims · 6 setups

  Full-text index only

  This is the first multi-omics (mutation, CNV, RNA-seq) characterization of breast tumors from Native American women, providing a resource for future studies

  breast degs targeted panel-derived whole-transcriptome

• Aging-associated differences in mammary tumor-initiating populations and immune evasion pathways in breast cancer.

  PMID 41719331 · PMC12933083 · Proceedings of the National Academy of Sciences of the United States of America · 2026 · 8 claims · 8 setups

  Full-text index only

  Age at NMU exposure critically influences tumor incidence, mutational burden, molecular subtype, and the tumor immune microenvironment

  virgin mammary tcga-brca carcinogen-induced immunofluorescence bulk

• 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