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).

• Identification of phenotype-specific networks from paired gene expression-cell shape imaging data.

  PMID 35197309 · PMC8997347 · Genome research · 2022 · 8 claims · 5 setups

  Has reproduction · 100

  A network-based approach integrating RNA-seq and cell-shape imaging data identifies data-derived signaling networks specific to cell-shape regulation in breast cancer.

  breast representative kinases bulk high-throughput immunofluorescence

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 7 claims · 6 setups

  Has reproduction · 77

  SurvConvMixer reformats KEGG Pathways-in-Cancer gene expression values into pathway-level 2D gene expression images and applies a ConvMixer-based model for overall survival prediction

  luad lung bulk gene machine

• 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 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

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

  PMID 41122970 · PMC12581678 · JCI insight · 2025 · 8 claims · 7 setups

  Has reproduction · 75

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

  clad covid-19 ffpe end-stage single-cell single-nucleus integrative

• Blood and tissue correlates of steroid non-response in checkpoint inhibition-induced immune-related adverse events.

  PMID 41254329 · PMC12627558 · Communications medicine · 2025 · 7 claims · 6 setups

  Has reproduction · 71

  An enhanced type 1/type 17 (Th1/Th17, TC1/TC17) immune response in blood and tissue is associated with steroid non-response in irAEs

  pbmcs pre-steroids extended snap-frozen spectral pd-1 ici-bound