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).

• Research and experimental verification on the mechanisms of cellular senescence in triple-negative breast cancer.

  PMID 38435998 · PMC10909353 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 67

  TNBC can be classified into three molecular subtypes (clusters 1, 2, 3) based on cellular senescence-related pathway scores

  tnbc tcga tcga-tnbc mda-mb-468 scrna-seq ssgsea unsupervised

• Construction of a SEMA3 family-based model to predict prognosis and molecular subtypes in pancreatic ductal adenocarcinoma.

  PMID 41792569 · PMC13079247 · Discover oncology · 2026 · 8 claims · 8 setups

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  SEMA3 family expression defines two molecular subtypes (A and B) of PDAC with significantly different overall survival

  pdac bulk ssgsea differential

• PMEPA1 modulates YAP1 nuclear translocation to disrupt EMT subtypes and promote metastasis in Biliary tract cancer.

  PMID 41932868 · PMC13172513 · Cell death & disease · 2026 · 8 claims · 8 setups

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  PMEPA1 is a pivotal EMT regulator in BTC; its high expression correlates with adverse prognosis and distant metastasis

  btc tcga hucct1 scrna-seq cnmf bulk

• Dissecting the immunosuppressive microenvironment of LAMA3 + malignant cells and SPP1 + macrophages in esophageal squamous cell carcinoma using single-cell and spatial transcriptomics.

  PMID 41845425 · PMC13104401 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  A LAMA3+ epithelial subpopulation (C3) enriched at the invasive tumor front shows strong EMT signatures and is associated with poor prognosis

  escc epithelial scrna-seq tcga-escc scrna-seq spatial infercnv

• Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.

  PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups

  Has reproduction · 77

  457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis

  tcga-oc tcga-oc-gse26193 ov_gse154600 iose-80 bulk univariate copy

• Divide and conquer: progress in the molecular stratification of cancer.

  PMID 19718393 · PMC2730607 · Yonsei medical journal · 2009 · 8 claims · 8 setups

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  Cancers exhibit significant clinical, histopathologic, and molecular heterogeneity between individual patients

  breast nsclc colon early-stage immunohistochemistry gene comparative

• Molecular tumor profiling: translating genomic insights into clinical advances.

  PMID 15287965 · PMC507868 · Genome biology · 2004 · 8 claims · 8 setups

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  Gene-expression profiling can distinguish BRCA1- and BRCA2-linked breast tumors from sporadic breast tumors with similar hormone-receptor status

  breast ovarian panel tumor gene-expression candidate-gene large-scale

• Prospective health care: the second transformation of medicine.

  PMID 16522218 · PMC1431721 · Genome biology · 2006 · 8 claims · 7 setups

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  Predictive biomarkers (genomic, proteomic, metabolomic) will enable quantification of disease risk and anticipation of onset before pathological damage occurs.

  cancer circulating breast population gene-expression proteomic 21-gene

• A P4HA2 hypoxia signature derived from single cell atlas stratifies conserved subtypes with prognostic significance in cervical squamous cell carcinoma.

  PMID 41559646 · PMC12910786 · BMC cancer · 2026 · 6 claims · 8 setups

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  A tumor cell metaprogram (MP7) identified from scRNA-seq of CSCC shows elevated hypoxia, invasion, metastasis, proliferation, and angiogenesis scores compared to other metaprograms.

  cscc tcga-cscc mp7 siha single-cell bulk gene

• UBE2M as a bridge spanning neddylation and cell cycle regulation in colorectal adenocarcinoma.

  PMID 41680469 · PMC12993059 · Experimental & molecular medicine · 2026 · 8 claims · 8 setups

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  Neddylation is associated with G2M phase progression in CRC

  crc paired hek293t cell-free single-cell bulk immunohistochemistry

• BCG-trained macrophages promote pan-anti-tumor activity through epigenetic rewiring of NOX2-ROS axis.

  PMID 42032669 · PMC13261971 · Journal of experimental & clinical cancer research : CR · 2026 · 7 claims · 8 setups

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  BCG training induces pan-anti-tumor activity across multiple mouse tumor models, mediated predominantly by tumor-associated macrophages (TAMs)

  llc tumor-infiltrating macrophage raw264.7 tumor flow antibody-mediated

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• Application of proteomics in the study of tumor metastasis.

  PMID 15862116 · PMC5172469 · Genomics, proteomics & bioinformatics · 2004 · 8 claims · 8 setups

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  Cell function is directly regulated through proteins, not genes or mRNA, so metastasis-related gene findings need protein-level validation via proteomics.

  young metastatic hepatocellular lines microarray 2de cdna

• Thirty years into the genomics era: tumor viruses led the way.

  PMID 17940630 · PMC1994808 · The Yale journal of biology and medicine · 2006 · 8 claims · 8 setups

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  Restriction endonuclease-based analysis and sequencing of small tumor virus genomes (SV40, phiX174) established the technical framework later used to sequence bacterial and human genomes

  sv40 bacteriophage epstein-barr aids-associated restriction recombinant sequencing

• Leveraging the germ layer development patterns to predict prognosis and identify MEST as a novel therapeutic target in glioma.

  PMID 41501725 · PMC12870398 · Cancer cell international · 2026 · 7 claims · 8 setups

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  MEST is a key oncogenic GLD-related gene and a novel therapeutic target in glioma, identified via a machine learning feature selection framework

  bulk single-cell tcga glioma gsva aucell machine

• Bioinformatics Analysis of the Characteristics and Correlation of m6A Methylation in Breast Cancer Progression.

  PMID 35655723 · PMC9148239 · Contrast media & molecular imaging · 2022 · 8 claims · 8 setups

  Has reproduction · 48

  Breast cancer samples can be classified into 4 m6A subtypes (quiescent, m6A methylation, protein-binding, mixed) based on Z-score median of Set1 (writer+reader) and Set2 (eraser) gene expression

  breast tcga-brca gse25066 bioinformatics survival alternative

• Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.

  PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 69

  66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs

  melanoma tcga-skcm prjeb23709 microarray wgcna differential consensus

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• PD-1 antibody-bound progenitor-exhausted CD8(+) T cells in lymph nodes boost PD-1-blockade anti-tumor immunity in gastrointestinal cancer.

  PMID 41951588 · PMC13237225 · Nature communications · 2026 · 8 claims · 6 setups

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  Progenitor-exhausted CD8+ T cells (CD8-Tpex, TCF7+PDCD1+) are enriched in proximal lymph nodes and proliferate at a high rate after ICI treatment

  esophagogastric cancer surgically tcga scrna-seq scrna reanalysis

• 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