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).

• Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.

  PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 83

  Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD

  tcga gse13213 gse31210 multiomics closest ssgsea

• 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

• 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

• 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

• Systematic annotation of orphan RNAs reveals blood-accessible molecular barcodes of cancer identity and cancer-emergent oncogenic drivers.

  PMID 41579861 · PMC12923976 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  oncRNA binary presence-absence patterns constitute digital molecular barcodes that capture cancer type and subtype identity

  tcga exrna cptac mda-mb-231 small machine atac-seq

• Distinct molecular and tumor microenvironment characteristics of mucinous adenocarcinoma in colorectal cancer.

  PMID 42100746 · PMC13145884 · iScience · 2026 · 8 claims · 8 setups

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  MAC is associated with significantly worse overall survival than CAC, but only within the MSS subtype

  tcga-crc surgically crc epithelial whole-exome copy consensus

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• 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

• A cross-scale multimodal framework identifies clinically actionable immunotherapy biomarkers in melanoma through bulk to single-cell and spatial transcriptomics integration.

  PMID 41840725 · PMC13104449 · Human genomics · 2026 · 7 claims · 8 setups

  Full-text index only

  Multi-omics consensus clustering (MOVICS) identifies two distinct SKCM molecular subtypes, CS1 and CS2

  tcga-skcm meta-geo gtex melanoma multi-omics bulk transcriptome-wide

• A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.

  PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups

  Has reproduction · 91

  DeClust is a reference-profile-free deconvolution method that incorporates molecular subtyping directly into the deconvolution process, outputting cohort-level cancer subtype and stromal reference profiles rather than per-individual profiles

  tcga simulated muscle-invasive ccrcc computational simulation-based deconvolution

• Lactate metabolism-related interaction perturbation network enables robust stratification of hepatocellular carcinoma.

  PMID 41689750 · PMC13009326 · Discover oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  An LM-related gene interaction perturbation network can stratify HCC into four robust molecular subtypes (Cluster1-4)

  tcga-hcc gse76427 gene consensus immune

• Automatic discovery of 100-miRNA signature for cancer classification using ensemble feature selection.

  PMID 31533612 · PMC6751684 · BMC bioinformatics · 2019 · 8 claims · 6 setups

  Has reproduction · 69

  An ensemble feature selection strategy using consensus of feature relevance across 8 classifier types identifies a 100-miRNA signature from a 1046-feature TCGA dataset

  tcga geo mirnas mirna feature bibliographic

• A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.

  PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups

  Has reproduction · 73

  COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity

  coad consensus cibersort mcp-counter

• Holliday junction recognition protein (HJURP) could reflect the clinical outcomes of lung adenocarcinoma patients, and impact the choice of precision therapy.

  PMID 39649097 · PMC11621083 · Frontiers in genetics · 2024 · 7 claims · 8 setups

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  HJURP is a significant prognostic biomarker in LUAD, with high expression associated with increased risk of overall survival death across four independent cohorts

  tcga-luad best brain advanced bulk kaplan-meier pearson

• 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

• Unveiling the NEFH+ malignant cell subtype: Insights from single-cell RNA sequencing in prostate cancer progression and tumor microenvironment interactions.

  PMID 39759507 · PMC11695424 · Frontiers in immunology · 2024 · 8 claims · 8 setups

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  A malignant cell subtype in PCa with high expression of NEFH was identified, located at the differentiation terminal, showing higher malignancy and association with advanced tumor lesions.

  pca malignant tcga mda single-cell infercnv pseudotime

• Ectopic NMDAR expression in cancer unmasks germline-encoded autoimmunity.

  PMID 41882353 · PMC13216075 · Nature · 2026 · 8 claims · 8 setups

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  GluN1 and GluN2B NMDAR subunits are ectopically expressed in cancer cells of human TNBC tumours

  breast tnbc 4t1-nmdar orthotopic bulk spatial immunofluorescence

• Hierarchical classification-based pan-cancer methylation analysis to classify primary cancer.

  PMID 38066424 · PMC10709847 · BMC bioinformatics · 2023 · 8 claims · 8 setups

  Has reproduction · 83

  CHCT, a two-tier hierarchical classification tool built from methylation data, accurately classifies primary cancer type across 30 cancer types.

  tumor clinical methylation clustered methylation unsupervised anova

• Comprehensive analysis of mitophagy in HPV-related head and neck squamous cell carcinoma.

  PMID 37161060 · PMC10170109 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 73

  Mitophagy affects tumour development, immune cell infiltration, and prognosis in HPV-associated HNSCC

  hnscc hpv-positive combined rna-seq microarray qrt-pcr

• Multi-omics evaluation of cell lines as models for metastatic prostate cancer.

  PMID 41876625 · PMC13171877 · Communications biology · 2026 · 8 claims · 8 setups

  Full-text index only

  Substantial genomic differences exist between metastatic prostate cancer patient samples and prostate cancer cell lines, including hotspot mutations largely absent from cell lines.

  prostate metastatic su2c tcga somatic copy bulk