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).

• Evaluating Distribution and Prognostic Value of New Tumor-Infiltrating Lymphocytes in HCC Based on a scRNA-Seq Study With CIBERSORTx.

  PMID 33043022 · PMC7527443 · Frontiers in medicine · 2020 · 6 claims · 8 setups

  Has reproduction · 78

  CIBERSORTx can combine scRNA-seq-derived signature matrices with bulk RNA-seq data to estimate proportions of 11 TIL subsets in HCC tumor and normal tissue

  tcga degs cd4-gzma prognostic scrna-seq cibersortx differential

• Identify GDPD3 as a key regulator of epithelial-mesenchymal transition and prostate adenocarcinoma progression via the LPA/LPAR1/AKT axis: transcriptomic and experimental study.

  PMID 41562071 · PMC12813044 · Frontiers in immunology · 2025 · 7 claims · 8 setups

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  GDPD3 is upregulated in PRAD tumor tissue and its knockdown inhibits tumor cell proliferation, invasion, and migration

  prad tcga-prad du145 scrna-seq bulk wgcna

• Telomerase-Associated Genes as Prognostic Markers in High-Grade Serous Ovarian Cancer.

  PMID 42050900 · PMC13137916 · Medical science monitor : international medical journal of experimental and clinical research · 2026 · 8 claims · 8 setups

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  TAGs are linked to HGSOC progression and yield a candidate prognostic model

  hgsoc tcga-ov scrna-seq-derived single-cell bulk cellchat

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• TGF-β-mediated activation of fibroblasts in cervical cancer: implications for tumor microenvironment and prognosis.

  PMID 40124621 · PMC11929507 · PeerJ · 2025 · 8 claims · 8 setups

  Has reproduction · 79

  TGF-β signaling pathway activity is significantly increased in fibroblasts from cervical cancer samples compared to normal samples and correlates with tumor proliferation and differentiation.

  cervical tcga-cesc hela scrna-seq scrna-seq wgcna cox

• 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

• Glutamine-mediated crosstalk between M2 macrophages and tumor cells via the SLC38A5/FOXM1/CNIH4 axis promotes oral squamous cell carcinoma progression.

  PMID 41715179 · PMC13020291 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  Glutamine secretion from M2 macrophages to tumor cells via SLC38A5 is the core mCCC pathway upregulated in metastatic OSCC lesions compared to primary lesions.

  oscc epithelial tcga-oscc hsc-3 scrna-seq hdwgcna bulk

• Integrative multimodal transcriptomics identifies a cancer-associated fibroblast membrane signature for predicting prognosis and therapeutic response in pancreatic ductal adenocarcinoma.

  PMID 41942785 · PMC13053443 · Journal of molecular medicine (Berlin, Germany) · 2026 · 8 claims · 8 setups

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  A PDAC-enriched myoCAF-c1 fibroblast cluster is closely associated with epithelial-mesenchymal transition (EMT) and angiogenesis

  pdac myocaf-c1-derived tcga-paad scrna-seq spatial bulk

• Dissecting tumor heterogeneity in colorectal cancer: uncovering the role of BCL2L1(+) cells through single-cell analysis.

  PMID 41958675 · PMC13056825 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  scRNA-seq identifies five CRC tumor cell subtypes, with the C4 BCL2L1+ subtype predominantly enriched in liver metastases and showing enhanced proliferation, metabolic reprogramming, and anti-apoptotic activity

  crc epcs malignant tcga scrna-seq infercnv cytotrace

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

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

  Has reproduction · 64

  COL6A3+ TAFs are a distinct matrix-fibroblast subset significantly enriched in non-responders to neoadjuvant antiangiogenic+ICB combination therapy

  gbm ffpe col6a3+ thp-1 scrna-seq spatial multiplex

• MAZ-mediated tumor progression and immune evasion in hormone receptor-positive breast cancer: Targeting tumor microenvironment and PCLAF+ subtype-specific therapy.

  PMID 39805182 · PMC11780959 · Translational oncology · 2025 · 6 claims · 8 setups

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  A C3 PCLAF+ tumor cell subtype identified by scRNA-seq shows high proliferation/differentiation potential and is linked to aggressive tumor behavior and poor prognosis in HR+BC

  hr+bc mda-mb-361 tcga scrna-seq cellchat pyscenic

• Integrated Single Cell Spatial Analysis Reveals Dysregulated Basal Progenitor Cells in Ulcerative Colitis Pathogenesis: A Multi Omics Study.

  PMID 41542331 · PMC12802566 · Health science reports · 2026 · 7 claims · 8 setups

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  BPC differentiation is significantly altered in UC, driven by a FABP1-led functional gene matrix

  colorectal colon patients bulk single-cell spatial bulk

• Identification and validation of prognostic genes related to glycolysis and M2 macrophage in hepatocellular carcinoma: an integrated analysis of bulk RNA sequencing and single-cell RNA sequencing.

  PMID 41766871 · PMC12935947 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  52 candidate genes were identified at the intersection of glycolysis-related genes (GRGs), M2 macrophage-related genes (MRGs), and HCC-vs-control DEGs (DEGs2).

  tcga-lihc gse149614 key hcc bulk immune cox

• Single-cell transcriptomic analysis reveals intra-tumoral heterogeneity and immunotherapy strategies in high-grade serous ovarian cancer.

  PMID 41907410 · PMC13018870 · iScience · 2026 · 8 claims · 8 setups

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  scRNA-seq of 17 HGSOC tissue samples reveals seven major cell types and extensive intra-tumoral heterogeneity

  hgsoc epithelial tcga gse165897 single-cell copy kegg

• TiRank prioritizes phenotypic niches in tumor microenvironment for clinical biomarker discovery.

  PMID 41689080 · PMC12910759 · Genome medicine · 2026 · 7 claims · 4 setups

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  TiRank is a framework that integrates scRNA-seq, ST, and bulk transcriptomes using an REO-transformation module and multitask transfer learning to align data into a unified embedding space for prioritizing clinically relevant spatial niches

  benchmark pan-cancer gastric independent scrna-seq bulk spatial

• Integrative single-cell analysis uncovers distinct tumour microenvironment ecotypes and immune evasion across skin cancers.

  PMID 41636115 · PMC12869349 · Clinical and translational medicine · 2026 · 7 claims · 8 setups

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  A malignant NARS2+NDUFC2+ melanoma cell subpopulation with reduced MHC-I expression is enriched in advanced-stage tumours and associated with worse survival and immunotherapy response.

  skin prognosis melanoma macrophage single-cell bulk immunofluorescence

• Identification and validation of prognostic genes associated with M2 macrophage and heme metabolism in lung adenocarcinoma through bulk and single-cell RNA sequencing analysis.

  PMID 41787185 · PMC13076703 · Discover oncology · 2026 · 8 claims · 8 setups

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  EPB41, ACP5, PPOX, RBM38, and TRIM58 were identified as prognostic genes for LUAD

  tcga-luad gse131907 clinical cibersort gsea spearman

• Integrating single-cell and bulk transcriptomes to reveal prognostic and immunological features of ecDNA-related genes in osteosarcoma.

  PMID 42047819 · PMC13125642 · Cancer immunology, immunotherapy : CII · 2026 · 7 claims · 8 setups

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  A novel ecDNA-related Gene Prognostic Score Model (EGPSM) was constructed using an integrated framework of 101 machine learning algorithm combinations and validated in training, testing, and external cohorts.

  osteosarcoma treatment-naive bulk 143b bulk single-cell cibersort

• Heterogeneity and Differentiation Trajectories of Infiltrating CD8+ T Cells in Lung Adenocarcinoma.

  PMID 36358600 · PMC9658355 · Cancers · 2022 · 7 claims · 8 setups

  Has reproduction · 67

  Infiltrating CD8+ T cells in LUAD can be divided into ten transcriptionally distinct subsets: eight cytotoxic (CTL) subsets, one naive-like (NTL) subset, and one exhausted (ETL) subset.

  luad tcga cd8+ degs single-cell cibersort survival

• Metabolic reprogramming of tumor-associated macrophage clusters in ovarian cancer: a single-cell transcriptomic analysis and prognostic model.

  PMID 41933362 · PMC13173987 · BioData mining · 2026 · 8 claims · 7 setups

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  Single-cell analysis of integrated ovarian cancer datasets identifies 9 distinct mononuclear phagocyte clusters (MPC1-MPC9), of which MPC3, MPC5, and MPC7 are hypermetabolic

  ovarian mpc annotated tcga-oc single-cell gene pseudotime