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).

• A novel oxidative stress-related gene signature as an indicator of prognosis and immunotherapy responses in HNSCC.

  PMID 38157249 · PMC10781479 · Aging · 2023 · 7 claims · 8 setups

  Has reproduction · 85

  Consensus clustering of 74 oxidative stress-related genes identifies three distinct HNSCC molecular subgroups (Cluster1-3) with significantly different overall survival and tumor stage distribution

  tcga-hnscc gse41613 gse103322 prjeb23709 bulk single-cell immunohistochemistry

• Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.

  PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 40

  An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts

  bladder skin bulk integrative immune

• Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.

  PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups

  Has reproduction · 51

  A higher immune infiltration-related risk score (IRS) indicates worse prognosis and lower sensitivity to immunotherapy in breast cancer patients

  tcga candidate cancer univariate weighted lasso

• Advancing Prognosis Prediction and Immunotherapy Efficacy in Lung Adenocarcinoma Through Machine Learning: Novel Insights From Anoikis Regulator Patterns in Single-Cell Multiomics.

  PMID 41488744 · PMC12764181 · International journal of genomics · 2026 · 8 claims · 8 setups

  Full-text index only

  Epithelial and endothelial cells show the highest anoikis-enriched scores among LUAD TME cell types, with AT2-like Epi being the most anoikis-related epithelial subpopulation.

  luad pan-cancer tumor scrna-seq spatial bulk

• Single-cell analysis highlights the significance of malignant cell IFN/MHC-II for immunotherapy response in head and neck squamous cell carcinoma.

  PMID 41923630 · PMC13130666 · Cell reports. Medicine · 2026 · 8 claims · 4 setups

  Full-text index only

  A malignant cell subset expressing IFN-response and MHC-II genes (IFN/MHC-II) increases in proportion after pembrolizumab treatment and is associated with response

  hnscc ffpe syngeneic independent single-cell multiplexed tumor

• PRDM1+ Malignant Cells Mediate an Immunosuppressive Landscape and Resistance to Neoadjuvant Chemoradiotherapy and Immunotherapy in Esophageal Squamous Cell Carcinoma.

  PMID 41556358 · PMC13042517 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

  Full-text index only

  A PRDM1+ malignant epithelial cell subcluster (Epi_C4) is enriched in NMPR patients and is associated with nICRT treatment resistance

  locally escc pd-1 kyse-30 single-arm scrna-seq bulk

• 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 · 8 setups

  Has reproduction

  Metabolic status is closely tied to tumor differentiation state, with distinct metabolic reprogramming occurring during thyroid cancer dedifferentiation

  thyroid fuscc gse193581 aggregated untargeted whole-exome transcriptomics

• Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.

  PMID 39682743 · PMC11640164 · Cells · 2024 · 8 claims · 5 setups

  Has reproduction

  Estimated T-cell infiltration differs significantly across melanoma, bladder, ovarian, and pancreatic cancers, tracking known immunogenic potential.

  tumor melanoma orien bulk gene kaplan-meier

• Computational analysis of multi-omics data reveals CXCL10(+) DC-Treg interaction drives immunosuppressive microenvironment in AFP-positive hepatocellular carcinoma.

  PMID 41854876 · PMC13038760 · Cellular and molecular life sciences : CMLS · 2026 · 8 claims · 8 setups

  Full-text index only

  STMN1+ and AFP+ malignant cell subsets are enriched in AFP-positive HCC, while CYP3A4+ malignant cells are enriched in AFP-negative HCC

  hcc tcga-lihc scrna-seq immunotherapy single-cell bulk spatial

• 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