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).

• Immune classification of advanced melanoma identifies non-responders to anti-PD1 therapy.

  PMID 42047827 · PMC13125473 · Cancer immunology, immunotherapy : CII · 2026 · 8 claims · 6 setups

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  The immune-low group defined by the 107-gene immune signature includes mostly patients who do not respond to anti-PD1 inhibitors

  ffpe gem campbell targeted consensus cibersortx

• 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

• IRSN-23 gene diagnosis enhances breast cancer subtype classification and predicts response to neoadjuvant chemotherapy: new validation analyses.

  PMID 40128415 · PMC11993443 · Breast cancer (Tokyo, Japan) · 2025 · 8 claims · 8 setups

  Has reproduction · 71

  IRSN-23 Gp-R patients have significantly higher pCR rates than Gp-NR patients without anti-HER2 therapy, across the OUH cohort and multiple independent public datasets

  breast microarray rna-seq exome

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) are associated with HCM by intersecting DEGs with MR-identified eQTLs

  left eqtl degs merged bulk two-sample functional

• A cellular epigenetic classification system for glioblastoma.

  PMID 41499453 · PMC13128495 · Neuro-oncology · 2026 · 8 claims · 8 setups

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  ITHresolveGBM, a hierarchical two-step NMF method, deconvolutes bulk GBM DNA methylation profiles into three non-malignant (immune, glial, neuronal) and three malignant components

  gbm healthy pseudo-bulk tcga illumina single-cell deconvolution

• Radiogenomics predicts immune microenvironment heterogeneity and response to combination immunotherapy in hepatocellular carcinoma.

  PMID 41555384 · PMC12895822 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  A parsimonious 2-gene immune-related signature (IRS = 0.425×KPNA2 + 0.302×SMG5) is significantly associated with immune heterogeneity and response to ICI plus anti-angiogenic combination therapy in HCC

  hcc gse202642 paired hcc-derived bulk single-cell immunohistochemistry

• Identification of Cell Subpopulation-Specific Driver Genes Reveals Ideal Candidates for Renal Cell Carcinoma Immunotherapy.

  PMID 42074110 · PMC13115843 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

  Full-text index only

  25 immune-related candidate driver genes were identified from tumor, myeloid, and lymphoid cell gene regulatory networks (GRNs) using SCENIC and topological Q statistics.

  kidney lymphoid rcc tcga-kirc single-cell scenic genome-wide

• 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

• 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 · 7 claims · 8 setups

  Has reproduction · 85

  High expression of transcription factors FOXA1 and EZH2 in malignant cells at the invasive front plays a key role in driving tumor progression

  breast er+ epithelial malignant scrna-seq spatial copy

• TGFβ induces an atypical EMT to evade immune mechanosurveillance in lung adenocarcinoma dormant metastasis.

  PMID 41492090 · PMC12858408 · Nature cancer · 2026 · 7 claims · 8 setups

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  TGFβ initially induces a full, typical EMT (stress fibers, loss of epithelial markers, motility) in dormancy-competent LUAD progenitors that subsequently transitions into an atypical spheroidal mesenchymal state lacking actin stress fibers.

  h2087-lcc m802t4-lcc reconstructed immunofluorescence antibody-mediated

• Reinvigorating COTL1(high) NK cells via GITR signalling overcomes immune checkpoint blockade resistance in tsMHC-I-impaired tumours.

  PMID 41912896 · PMC13179135 · Nature cell biology · 2026 · 8 claims · 8 setups

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  A COTL1-high NK cell subset mediates immune checkpoint blockade responsiveness in tsMHC-I impaired tumours

  hcc sorted orthotopic multiplex bulk single-cell

• Single cell profiling reveals malignant states and immune landscapes in PCNSL and systemic DLBCL.

  PMID 42023148 · PMC13097095 · iScience · 2026 · 8 claims · 8 setups

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  PCNSL and sDLBCL contain five distinct malignant B-cell subtypes (B0-B4) with discrete differentiation trajectories

  pcnsl malignant bulk sdlbcl scrna-seq infercnv cytotrace2

• 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

• Meta-analysis of COVID-19 single-cell studies confirms eight key immune responses.

  PMID 34675242 · PMC8531356 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 69

  Only 8 of 20 previously published COVID-19 scRNA-seq findings were reproducible across all relevant datasets in a standardized meta-analysis

  pbmc bronchoalveolar nasopharyngeal combined scrna-seq tcr bcr

• Genome bioinformatic analysis of nonsynonymous SNPs.

  PMID 17708757 · PMC1978506 · BMC bioinformatics · 2007 · 8 claims · 8 setups

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  Structure- and sequence-based prediction tools can generally distinguish disease-causing mutations from neutral ones

  gene modelled nssnps automated fold relative

• Histone methyl-transferase G9a inhibition boosts the efficacy of immune checkpoint inhibitors in experimental hepatocellular carcinoma.

  PMID 41923620 · PMC13130624 · Cell reports. Medicine · 2026 · 7 claims · 8 setups

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  G9a expression inversely correlates with gene signatures predictive of favorable ICI response across multiple HCC patient cohorts

  tcga advanced nm53 plc bulk single-cell rt-qpcr

• IMIREG: a lineage-resolved regulon signature unveiling immune engagement archetypes and predicting immunotherapy response across diverse cancers.

  PMID 42092126 · PMC13234301 · NPJ precision oncology · 2026 · 8 claims · 8 setups

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  IMIREG, a 14-regulon transcriptional signature, robustly predicts clinical benefit from ICB across 50 immunotherapy cohorts (52 treatment arms) spanning 16 cancer types with mean AUROC = 0.71

  imvigor210 matched gtex healthy bulk scrna-seq pathway

• Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.

  PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 8 setups

  Has reproduction · 72

  edgeR-based DEG selection is more appropriate for feature selection than Elastic Net when sample sizes are small.

  ffpe same nanostring tnbc nanostring immunohistochemistry differential

• Molecular subtype of recurrent implantation failure reveals distinct endometrial etiology of female infertility.

  PMID 40660214 · PMC12257665 · Journal of translational medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 68

  RIF endometrial samples segregate into two reproducible molecular subtypes: an immune-driven subtype (RIF-I) and a metabolic-driven subtype (RIF-M)

  endometrial in-house bulk rif-degs meta-analysis sequencing immune

• Integrated multiomic analysis reveals disulfidptosis subtypes in glioblastoma: implications for immunotherapy, targeted therapy, and chemotherapy.

  PMID 38504986 · PMC10950096 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 73

  Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.

  fresh tcga gbm bulk rna-seq consensus