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).

• Non-negative matrix factorization and deconvolution as a dual simplex problem.

  PMID 41535969 · PMC12888666 · Genome biology · 2026 · 8 claims · 3 setups

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  The NMF optimization problem can be reduced to searching for K(K-1) variables, independent of the original matrix size M×N.

  unconstrained bulk single-cell image bulk single-cell

• Single-cell dissection of chronic lung allograft dysfunction reveals convergent and distinct fibrotic mechanisms.

  PMID 41122970 · PMC12581678 · JCI insight · 2025 · 8 claims · 8 setups

  Has reproduction · 75

  CLAD exhibits specific cellular subsets including Fibro.AT2 cells, exhausted CD8+ T cells, and superactivated macrophages

  clad covid-19 million formalin-fixed single-cell single-nucleus integrated

• Hereditary chronic pancreatitis induced plasticity cooperates with mutant Kras in early pancreatic carcinogenesis.

  PMID 41419303 · PMC13151493 · Gut · 2026 · 8 claims · 8 setups

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  KC-Cpa1 mice show markedly increased pancreatic remodelling, fibrosis and metaplastic/PanIN lesion formation compared with KC mice

  pancreas cre acinar scrna-seq histology bulk single-cell

• LIMPACAT: Multi-omics attention transformer for immune prediction in liver cancer using whole-slide imaging.

  PMID 41511965 · PMC12788640 · PloS one · 2026 · 8 claims · 6 setups

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  LIMPACAT, a multiple instance learning attention transformer, predicts immune cell levels relevant to HCC prognosis directly from whole-slide images

  hcc simulated pbmc tcga-lihc scrna-seq type deconvolution