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).

• 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

• Data driven network inference and longitudinal transcriptomics unveil dynamic regulation in Chronic Lymphocytic Leukaemia models.

  PMID 41540084 · PMC12894745 · NPJ systems biology and applications · 2026 · 8 claims · 8 setups

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  The presence of immune cells in the environment significantly alters CLL cell activation

  autologous monoculture non-adherent pbmc bulk flow deconvolution

• Clustering and machine learning-based integration identify cancer associated fibroblasts genes' signature in head and neck squamous cell carcinoma.

  PMID 37065499 · PMC10098459 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 63

  Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes

  hnscc combined gse164690 tcga-hnsc ssgsea unsupervised immune

• Multi-omics analyses related to unfolded protein response in prostate cancer implicate pro-tumor role of IFRD1.

  PMID 41694360 · PMC12894258 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  Luminal prostate epithelial cells, especially the LE-KLK3 subpopulation, show elevated UPR activity compared to other cell types

  pca tcga-prad external scrna-seq bulk immune

• STAN, a computational framework for inferring spatially informed transcription factor activity.

  PMID 41521668 · PMC12784991 · Nucleic acids research · 2026 · 7 claims · 7 setups

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  STAN, a linear mixed-effects (spatially weighted regression) model, integrates TF-target gene priors, gene expression, spatial coordinates, and histological image features to predict spot-specific TF activity in spatial transcriptomics data

  lymph glioblastoma breast dorsolateral spatial scrna-seq

• T Cells With Activated STAT4 Drive the High-Risk Rejection State to Renal Allograft Failure After Kidney Transplantation.

  PMID 35844542 · PMC9283858 · Frontiers in immunology · 2022 · 8 claims · 8 setups

  Has reproduction · 78

  Unsupervised UMAP/Leiden clustering of 2,611 microarray datasets reveals 6 rejection states that diverge from traditional Banff clinical classification

  kidney scrna-seq microarray meblack microarray single-cell scissor

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• Elucidating the Prognostic and Therapeutic Implications of Insulin Resistance Genes in Breast Cancer: A Machine Learning-Powered Analysis.

  PMID 40427728 · PMC12109394 · Biology · 2025 · 8 claims · 8 setups

  Has reproduction · 84

  A seven-gene IRG prognostic signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) predicts overall survival in breast cancer across training and four validation cohorts

  tcga-brca triple-negative ffpe bulk univariate kaplan-meier