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).

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

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

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

  tcga-hcc gse76427 gene consensus immune

• 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

• Identifying the important HIV-1 recombination breakpoints.

  PMID 18787691 · PMC2522274 · PLoS computational biology · 2008 · 8 claims · 3 setups

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  Local sequence identity between co-packaged parental RNAs strongly influences the probability of strand-transfer/breakpoint location, with fewer breakpoints occurring near mismatches

  inter-subtype parental copy-choice probabilistic comparative

• Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.

  PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 7 claims · 4 setups

  Has reproduction · 86

  TNBC can be divided into four gene-expression-defined subtypes: BLIA, BLIS, MES, and LAR

  tnbc unique 719-gene gene term machine

• HIV-1 sequence evolution in vivo after superinfection with three viral strains.

  PMID 17716368 · PMC2020475 · Retrovirology · 2007 · 8 claims · 8 setups

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  gag and env-V3 nucleotide evolution follows a similar pattern in all three strains: low substitution rate in the first 2-3 years of infection, then an increase driven mainly by synonymous substitutions

  blood seminal pbmcs biological strain-specific bulk in-house

• Emerging translational bioinformatics: knowledge-guided biomarker identification for cancer diagnostics.

  PMID 19964620 · PMC5003034 · Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference · 2009 · 8 claims · 3 setups

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  omniBiomarker, a web-based application, uses prior biological knowledge to identify the most biologically relevant gene ranking metric for a given clinical problem

  renal microarray qrt-pcr computational

• Identification of Molecular Subtypes of Clear-Cell Renal Cell Carcinoma in Patient-Derived Xenografts Using Multi-Omics.

  PMID 40282537 · PMC12026142 · Cancers · 2025 · 8 claims · 7 setups

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  Each ccRCC PDX resembles one of the human molecular subtypes closely at both the transcript and protein levels.

  ccrcc differentially bulk lc-ms targeted

• An integrated single-cell lung cancer atlas reveals distinct fibroblast phenotypes between adenocarcinoma and squamous cell carcinomas.

  PMID 41577803 · PMC12920623 · NPJ precision oncology · 2026 · 8 claims · 8 setups

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  Inflammatory CAFs (iCAFs) predominate in LUAD, whereas myofibroblastic CAFs (mCAFs) predominate in LUSC

  nsclc epithelial macrophage caf scrna-seq copy gene-set

• 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

• Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.

  PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 50

  A 186-gene signature predictive of nCRT response was derived from integrating six GEO transcriptomic datasets using machine learning.

  pre-treatment combined larc 186-gene differential machine molecular

• Single-cell sequencing analysis and machine learning model reveal aberrant TIM-3 expression in microglia during Alzheimer's disease progression.

  PMID 41580850 · PMC12911240 · Journal of translational medicine · 2026 · 7 claims · 8 setups

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  A TIM-3+ microglial subset drives AD pathogenesis through a dual mechanism: sustained neuroinflammation via TNF-α/NF-κB and IL-6/JAK/STAT3 signaling, and impaired amyloid-β clearance linked to PI3K-AKT and FcγR pathways

  brain overlapping transcriptomic patients single-cell bulk kegg

• Lineage-Specific Disruption of Hematopoiesis by Oxaliplatin: Mechanisms of Erythropoietin Resistance and Immune Suppression.

  PMID 41868970 · PMC13005433 · Journal of hematology and oncology research · 2026 · 8 claims · 5 setups

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  Oxaliplatin induces coordinated, lineage-dependent suppression of hematopoiesis, strongest in erythroid and lymphoid lineages while neutrophils are relatively spared

  bone peripheral plasma bulk complete multiplex

• Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.

  PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups

  Has reproduction · 71

  AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)

  aml hovon cancer tcga bulk consensus machine

• Exploring the key genetic association between chronic pancreatitis and pancreatic ductal adenocarcinoma through integrated bioinformatics.

  PMID 37501719 · PMC10369079 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 91

  CP and PDAC share a co-expression gene network identifiable via WGCNA on independent GEO datasets

  pancreatic pdac shared overlapping wgcna geo2r cluego

• Divergent clonal evolution and tumor microenvironment remodeling shape gastric cancer peritoneal metastasis.

  PMID 41882239 · PMC13181027 · Communications biology · 2026 · 8 claims · 7 setups

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  Substantial intra-patient heterogeneity exists between GCPM and primary tumors at both genetic and functional (transcriptomic) levels

  gastric wgs paired genes whole-genome whole-transcriptome mutational

• Integrating single-cell and bulk transcriptomes identifies B cell features associated with neoadjuvant chemoradiotherapy sensitivity in rectal cancer.

  PMID 41484196 · PMC12800305 · Scientific reports · 2026 · 8 claims · 8 setups

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  A B cell subpopulation co-expressing HLA-DRB5, HLA-DQA2, HLA-DQB1, CD74, and ACTG1 is significantly associated with favorable nCRT response in rectal cancer

  larc scrna-seq scissor+ single-cell bulk pseudotime

• Single-cell RNA sequencing of adenoid cystic carcinoma of the breast reveals cellular heterogeneity and tumor microenvironment features.

  PMID 41761191 · PMC13041279 · BMC medical genomics · 2026 · 8 claims · 7 setups

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  H19+ myoepithelial cells (H19+myoEpC) represent the dominant malignant subpopulation in ACCB, characterized by the majority of large-scale CNVs and high expression of oncogenic pathway genes and ligands (e.g., LAMB1, WNT6)

  tumor hnacc epithelial accb single-cell scrna-seq copy

• 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

• Tachykinin signaling defines distinct populations of glia in the enteric nervous system.

  PMID 41512855 · PMC12832054 · Neuron · 2026 · 8 claims · 8 setups

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  Mucosal and muscularis glia are transcriptionally distinct populations, with mucosal glia resembling microglia and muscularis glia resembling satellite glia/astrocytes

  ileum gfp+ intestinal intestine bulk scrna-seq bayesprism