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).

• Application of machine learning in SNP discovery.

  PMID 16398931 · PMC1955739 · BMC bioinformatics · 2006 · 8 claims · 6 setups

  Full-text index only

  PolyBayes produces high false-positive SNP predictions even with stringent parameters

  diverse soybean candidate same sts polybayes polyphred

• Cancer-specific high-throughput annotation of somatic mutations: computational prediction of driver missense mutations.

  PMID 19654296 · PMC2763410 · Cancer research · 2009 · 7 claims · 7 setups

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  CHASM, a Random Forest-based computational method, was developed to identify and prioritize missense mutations likely to be functional drivers of tumor cell proliferation.

  missense same synthetic tp53 random support principal

• Spatial-reprogramming derived GPNMB(+) macrophages interact with COL6A3(+) fibroblasts to enhance vascular fibrosis in glioblastoma.

  PMID 41174767 · PMC12577258 · Genome medicine · 2025 · 7 claims · 8 setups

  Has reproduction · 64

  A distinct subset of COL6A3+ tumor-associated fibroblasts (TAFs) with matrix-fibroblast characteristics exists in GBM and is significantly enriched in non-responders to neoadjuvant combination therapy.

  newly glioma ffpe tafs single-cell spatial bulk

• Transcriptome and machine learning analysis of the impact of COVID-19 on mitochondria and multiorgan damage.

  PMID 38295140 · PMC10830027 · PloS one · 2024 · 6 claims · 7 setups

  Has reproduction · 71

  Potential cardiac, hepatic, and renal impairments in COVID-19 are associated with ACE2, inflammatory cytokine storms, and mitochondrial pathways.

  nasopharyngeal heart leukocytes blood bulk pathway machine

• Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.

  PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups

  Has reproduction · 78

  A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response

  colorectal matched combined expression microarray rna-seq consensus

• Assessing personalized molecular portraits underlying endothelial-to-mesenchymal transition within pulmonary arterial hypertension.

  PMID 39462326 · PMC11513636 · Molecular medicine (Cambridge, Mass.) · 2024 · 8 claims · 8 setups

  Has reproduction · 81

  scRNA-seq of PAH and control lung tissue identifies nine distinct cell populations with high heterogeneity in composition, function, distribution, and communication

  lung pah scrna-seq-derived endothelial scrna-seq bulk cell-cell

• Extraction of human kinase mutations from literature, databases and genotyping studies.

  PMID 19758464 · PMC2745582 · BMC bioinformatics · 2009 · 7 claims · 6 setups

  Full-text index only

  A literature mining pipeline combining MutationFinder, false-positive filtering, and SVM-based classification can extract and disambiguate single-point mutation mentions from abstracts and full text

  pubmed large labeled swissprot literature supervised comparative

• Long-range regulation is a major driving force in maintaining genome integrity.

  PMID 19682388 · PMC2741452 · BMC evolutionary biology · 2009 · 7 claims · 5 setups

  Full-text index only

  Long-range transcriptional regulation is a major driving force in maintaining genome integrity by constraining where chromosomal breakpoints can become fixed.

  opossum genome comparative identification statistical