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).

• High performance imputation of structural and single nucleotide variants using low-coverage whole genome sequencing.

  PMID 40155798 · PMC11951665 · Genetics, selection, evolution : GSE · 2025 · 7 claims · 6 setups

  Has reproduction · 85

  SNVs are imputed with high accuracy and recall across all tested WGS depths (1-4x), including in samples external to the reference panel.

  atlantic low-coverage genotyping genome

• 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

• Identification and validation of lymphangiogenesis-related genes for predicting acute myeloid leukemia prognosis: insights from bulk RNA sequencing and single-cell RNA sequencing analyses.

  PMID 41772327 · PMC12979290 · Clinical and experimental medicine · 2026 · 7 claims · 8 setups

  Full-text index only

  A 6-LYMRG risk model (ANGPT1, HGF, MAPK8, PCNA, TBL1XR1, TLR4) is the optimal prognostic signature for AML

  gse142698 tcga-laml tcga-laml1 gse116256 differential univariate kaplan-meier

• Construction of a SEMA3 family-based model to predict prognosis and molecular subtypes in pancreatic ductal adenocarcinoma.

  PMID 41792569 · PMC13079247 · Discover oncology · 2026 · 8 claims · 8 setups

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  SEMA3 family expression defines two molecular subtypes (A and B) of PDAC with significantly different overall survival

  pdac bulk ssgsea differential

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 8 claims · 8 setups

  Has reproduction

  A three-class WSI cluster (C0/C1/C2) derived via mini batch K-means clustering on Inception V3-extracted image features is significantly associated with overall survival and is an independent prognostic predictor in BLCA.

  tcga-blca gse32894 deep transfer machine

• 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

• Integrative bulk and single-cell transcriptomics link EZH2 to immunosuppressive programs and tumor-Treg crosstalk in castration-resistant prostate cancer.

  PMID 41710887 · PMC12909565 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Full-text index only

  Higher EZH2 expression is associated with adverse clinical outcomes in bulk PCa/CRPC cohorts

  tcga-prad su2c gse264573 gse137829 bulk scrna-seq ligand-receptor