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

• 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

  Full-text index only

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

  nsclc epithelial macrophage caf scrna-seq copy gene-set

• Multiomics assessment of lung adenocarcinoma subtypes defined through tumor purity-adjusted DNA methylation.

  PMID 41691315 · PMC12927254 · Genome medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  Tumor purity-adjusted DNA methylation profiling of 95 primary LUAD samples identifies four distinct epigenetic subtypes (epitypes M1-M4)

  luad methylation sequencing targeted

• 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

  Full-text index only

  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

• Tumour-brain crosstalk restrains cancer immunity via a sensory-sympathetic axis.

  PMID 41639447 · PMC12935554 · Nature · 2026 · 8 claims · 8 setups

  Full-text index only

  Lung adenocarcinoma (LUAD) induces increased innervation and functional/transcriptional engagement of vagal sensory neurons (VSNs)

  kras-g12d tumour-bearing vagal npy2r-ires-cre whole-mount aav neurite

• 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

  Full-text index only

  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

• The Presence of CD11c+ B Cells with Potent Effector Memory Phenotype in Lung Adenocarcinoma Correlates with Overall Patient Survival.

  PMID 41686183 · PMC12988592 · Cancer immunology research · 2026 · 7 claims · 7 setups

  Full-text index only

  CD79A is a reliable transcriptomic/protein quantifier of B lymphocytes across differentiation stages, unlike CD19/CD20 whose expression changes upon activation

  healthy tcga luad til-b flow bulk single-cell

• Spatial multi-omics unveils the monoclonal origin, neuroendocrine plasticity, and microenvironment niches in combined small-cell lung cancer.

  PMID 41966692 · PMC13130634 · Cell reports. Medicine · 2026 · 8 claims · 6 setups

  Full-text index only

  Different histologic components within cSCLC tumors share a monoclonal origin

  ffpe sections tumor luad multi-region spatial single-nucleus

• Evaluating deconvolution methods using real bulk RNA-expression data for robust prognostic insights across cancer types.

  PMID 41566530 · PMC12906006 · Genome biology · 2026 · 7 claims · 6 setups

  Full-text index only

  Pseudobulk and real bulk RNA-seq deconvolution performance differ significantly, and method ranking consistency is lower between pseudobulk and real bulk than within either data type alone

  breast real colon tcga paired pseudobulk bulk

• Robust and efficient annotation of cell states through gene signature scoring.

  PMID 41708334 · PMC12951948 · Genome research · 2026 · 8 claims · 8 setups

  Full-text index only

  Established scoring methods (Seurat, SCANPY, UCell, JASMINE) fail to provide robust and comparable score distributions across diverse signatures and experimental conditions, precluding accurate unsupervised cell-state annotation.

  pbmc colorectal esophageal crc scrna-seq cross-implementation signature

• 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

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility