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).

• Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.

  PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups

  Has reproduction · 42

  PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.

  paad degs bulk consensus tumor

• Identification and validation of hub genes involved in papillary thyroid carcinoma progression.

  PMID 41851690 · PMC13126906 · BMC cancer · 2026 · 8 claims · 8 setups

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  1550 overlapping DEGs (1149 upregulated, 401 downregulated) were identified in PTC compared to normal thyroid tissues

  thyroid upregulated degs ptc bulk protein-protein kegg

• Identification of the shared hub gene signatures and molecular mechanisms between HIV-1 and pulmonary arterial hypertension.

  PMID 38528047 · PMC10963360 · Scientific reports · 2024 · 6 claims · 8 setups

  Has reproduction · 71

  109 shared genes were identified between HIV-1- and PAH-associated WGCNA modules

  pbmc shared hub pbmcs weighted kegg differential

• Pre-operative urinary cathepsin D is associated with survival in patients with renal cell carcinoma.

  PMID 19789534 · PMC2768081 · British journal of cancer · 2009 · 8 claims · 7 setups

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  Cathepsin D, identified via comparative 2D PAGE of conditioned media from RCC cell lines vs normal renal cultures, is a candidate secreted biomarker of RCC

  htb49 excised conditioned urine page maldi western

• FLASH-MM: fast and scalable single-cell differential expression analysis using linear mixed-effects models.

  PMID 41644528 · PMC12982622 · Nature communications · 2026 · 8 claims · 6 setups

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  FLASH-MM produces LMM parameter estimates identical to lmer (lme4) up to the sixth decimal place while being 50- to 140-fold faster as sample size increases from 20,000 to 120,000 cells

  simulated same healthy female-biased simulated comparative single-cell