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).

• Artificial intelligence-guided discovery of gastric cancer continuum.

  PMID 36692601 · PMC9871434 · Gastric cancer : official journal of the International Gastric Cancer Association and the Japanese Gastric Cancer Association · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  A Boolean implication network built from GSE66229 yields a GC-BoNE gene signature (Boolean paths C#11-2-4-14 and C#7-13-14) that classifies tumor vs normal/adjacent-normal gastric samples

  gastric independent models prospective microarray transcriptomics

• Multi-scale integrative analyses identify THBS2(+) cancer-associated fibroblasts as a key orchestrator promoting aggressiveness in early-stage lung adenocarcinoma.

  PMID 35547750 · PMC9065207 · Theranostics · 2022 · 8 claims · 8 setups

  Has reproduction · 68

  THBS2 is a tumor size-independent biomarker that robustly predicts post-surgical OS and RFS in multiple independent early-stage LUAD cohorts

  tcga paired thbs2+ scrna-seq wgcna scrna-seq gsea

• Deciphering the Immune Microenvironment at the Forefront of Tumor Aggressiveness by Constructing a Regulatory Network with Single-Cell and Spatial Transcriptomic Data.

  PMID 38254989 · PMC10815467 · Genes · 2024 · 8 claims · 8 setups

  Has reproduction · 85

  Combining scRNA-seq and spatial transcriptomics enables inference of malignant cells at the invasive front of the ER+ breast cancer TME and dissection of events at the tumor infiltration forefront

  normal er+ epithelial malignant single-cell spatial copy

• Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.

  PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 48

  A hybrid signature combining the Nottingham Prognostic Index with SIS-selected gene expressions can be built in a data-driven fashion (NPI treated as a gene expression during feature selection).

  metabric scan-b gene rna-seq feature

• Spatial-reprogramming derived GPNMB(+) macrophages interact with COL6A3(+) fibroblasts to enhance vascular fibrosis in glioblastoma.

  PMID 41174767 · PMC12577258 · Genome medicine · 2025 · 7 claims · 8 setups

  Has reproduction · 64

  A distinct subset of COL6A3+ tumor-associated fibroblasts (TAFs) with matrix-fibroblast characteristics exists in GBM and is significantly enriched in non-responders to neoadjuvant combination therapy.

  newly glioma ffpe tafs single-cell spatial bulk

• Single-cell multiomics profiling reveals heterogeneous transcriptional programs and microenvironment in DSRCTs.

  PMID 38781959 · PMC11228554 · Cell reports. Medicine · 2024 · 8 claims · 8 setups

  Has reproduction · 76

  DSRCT tumor cells cluster into consistent subpopulations with partially overlapping lineage- and metabolism-related transcriptional programs across patients and samples

  fresh matched archived dsrct scrna-seq single-nucleus bulk

• FRMD8 inhibits tumor metastasis in BRCA1-associated TNBC by negatively regulating tmTNF-α.

  PMID 40619383 · PMC12229025 · Cellular & molecular biology letters · 2025 · 8 claims · 8 setups

  Has reproduction · 73

  Low FRMD8 expression in BRCA1-mutant breast cancer cells significantly enhances metastatic potential to various organs

  tnbc geo breast frmd8 bulk meta-analysis single-cell

• stDyer-image improves clustering analysis of spatially resolved transcriptomics and proteomics with morphological images.

  PMID 41692960 · PMC12960910 · Bioinformatics (Oxford, England) · 2026 · 7 claims · 5 setups

  Has reproduction · 75

  stDyer-image is an end-to-end deep learning framework that directly associates image features with predicted cluster labels to improve clustering of SRT and SRP data with images.

  non-small-cell breast brain intestine spatially image

• Developing a thyroid cancer differentiation state classification system using deep residual networks and metabolic signature profiling.

  PMID 40993300 · PMC12460824 · NPJ digital medicine · 2025 · 8 claims · 7 setups

  Has reproduction

  A ResNet classifier built on a 10-gene metabolic signature distinguishes all thyroid cancer differentiation states with ~92.7% average accuracy.

  fuscc epithelial aggregated untargeted whole-exome bulk

• Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer.

  PMID 38974967 · PMC11225361 · iScience · 2024 · 7 claims · 7 setups

  Has reproduction · 95

  Luminal breast cancer gene expression signature is closely/positively associated with an epithelial signature

  breast-cancer-specific tcga ccle four single-sample survival genome-wide

• CD74 deficiency protects against doxorubicin cardiotoxicity through RRM2-mediated regulation of ferroptosis.

  PMID 42180553 · PMC13198236 · Acta pharmaceutica Sinica. B · 2026 · 8 claims · 8 setups

  Has reproduction · 29

  CD74 levels are elevated in plasma of DOX-exposed breast cancer patients and in DOX-challenged mouse hearts and cardiomyocytes

  plasma cd74− cardiomyocytes hearts elisa echocardiography cardiomyocyte