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).

• UBD: incorporating uncertainty in cell type proportion estimates from bulk samples to infer cell-type-specific profiles.

  PMID 41520227 · PMC12895075 · Briefings in bioinformatics · 2026 · 7 claims · 4 setups

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  Existing CTS deconvolution methods (e.g., CIBERSORTx, TCA, bMIND, CellDMC, HBI) require cell type proportions that are in practice only estimated, not known, introducing unaccounted uncertainty into CTS inference.

  simulated rosmap onek1k bulk simulation-based cell-type-specific type

• A cellular epigenetic classification system for glioblastoma.

  PMID 41499453 · PMC13128495 · Neuro-oncology · 2026 · 8 claims · 8 setups

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  ITHresolveGBM, a hierarchical two-step NMF method, deconvolutes bulk GBM DNA methylation profiles into three non-malignant (immune, glial, neuronal) and three malignant components

  gbm healthy pseudo-bulk tcga illumina single-cell deconvolution

• Pleiotropic effects of MORC2 derive from its epigenetic signature.

  PMID 40302207 · PMC12782172 · Brain : a journal of neurology · 2026 · 8 claims · 8 setups

  Has reproduction

  A MORC2-specific DNA methylation episignature exists that is universal across all MORC2-associated phenotypes and conserved across blood and fibroblast tissue

  blood fibroblasts fibroblast patient-derived methylation svm phenotype-specific

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

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

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

  luad methylation sequencing targeted

• TiSMeD: A tissue-specific methylation and expression database for biomarker and translational applications.

  PMID 41883585 · PMC13011251 · Molecular therapy. Nucleic acids · 2026 · 8 claims · 8 setups

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  TiSMeD integrates 6,782 methylomes, 16,894 transcriptomes, and 241 proteomes across 48 normal human tissues into a searchable database

  normal plasma case-control tcga methylation transcriptome proteomics

• High DNA methylation age deceleration defines an aggressive phenotype with immunoexclusion environments in endometrial carcinoma.

  PMID 37388735 · PMC10303802 · Frontiers in immunology · 2023 · 8 claims · 8 setups

  Has reproduction · 76

  Almost 90% of TCGA EC tumors exhibit DNA methylation age deceleration (DNAmad) relative to patient chronological age as assessed by the Horvath clock

  tumors metastatic methylation bulk kegg

• 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

• DNA methylation profiles at hospital admission are associated with subsequent severe COVID-19 outcomes.

  PMID 42021404 · PMC13251264 · Clinical epigenetics · 2026 · 7 claims · 5 setups

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  DNA methylation profiles at hospital admission differ among disease trajectory groups (TGs) and are associated with subsequent disease progression.

  pbmcs blood immune end-stage targeted rna-seq mass

• Commonalities in gene expression and methylation changes across two rat models of acquired epilepsy.

  PMID 41530481 · PMC12877007 · Scientific reports · 2026 · 7 claims · 8 setups

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  71 genes show concordant (same-direction) expression changes and 94 genes show concordant methylation changes across both the kindling and kainic acid epilepsy models

  hippocampus sequencing reduced-representation rt-pcr

• Multi-omic identification of key transcriptional regulatory programs during endurance exercise training in rats.

  PMID 41862462 · PMC13168590 · Nature communications · 2026 · 8 claims · 7 setups

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  Gene regulatory responses to endurance exercise training (EET) are predominantly tissue-specific rather than shared across tissues

  tissues same skm-gn rna-seq atac-seq rrbs

• DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 84

  DeepProg is a novel ensemble framework of deep-learning and machine-learning approaches that robustly predicts patient survival subtypes using multi-omics data

  cancer breast hepatocarcinoma tcga multi-omics gene rna-seq

• 5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.

  PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis

  tcga aml gse12417 bulk mutation methylation

• Single-Nucleus Multi-Omics Reveals Hypoxia-Driven Angiogenic Programs and Their Epigenetic Control in Sinonasal Squamous Cell Carcinoma.

  PMID 41498635 · PMC12948189 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  Five distinct malignant cell populations exist in SNSCC, with hypoxic (TC1) and proliferative (TC2) subtypes associated with adverse clinical outcomes.

  snscc bulk single-nucleus bulk single-nucleus methylation

• IFN signaling is associated with radiotherapy response in malignant peripheral nerve sheath tumors.

  PMID 41766654 · PMC12948414 · The Journal of clinical investigation · 2026 · 8 claims · 8 setups

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  MPNST cells are more radioresistant than benign plexiform neurofibroma (pNF) cells in vitro

  mpnst st88-14 nf9511.b jh-2-002 flow fractionated bulk