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).

• Mitochondrial DNA methylation predicts immunotherapy response and prognosis in lung adenocarcinoma: evidence from scRNA-Seq and machine learning.

  PMID 41663976 · PMC12997902 · BMC cancer · 2026 · 8 claims · 8 setups

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  Differentially expressed MTDM-related genes (DEMTDMRGs) are significantly enriched in cell cycle regulation, ferroptosis, and ABC transporter pathways

  luad demtdmrgs gse131907 wgcna kegg univariate

• CAF-enriched COL4A6 promotes gastric cancer progression and stromal remodeling despite an inverse association in bulk transcriptomes.

  PMID 41735371 · PMC13031391 · Scientific reports · 2026 · 7 claims · 7 setups

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  COL4A6 carries an inverse association (OR<1) in bulk transcriptome-based risk models despite being markedly upregulated and predominantly localized to the CAF compartment in clinical specimens

  tcga-stad gse66229 gse183904 paired bulk microarray scrna-seq

• Integrated proteomic analysis of human cancer cells and plasma from tumor bearing mice for ovarian cancer biomarker discovery.

  PMID 19936259 · PMC2775948 · PloS one · 2009 · 8 claims · 8 setups

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  Integrated proteomic analysis of a cancer mouse model and human cancer cell populations provides an effective approach to identify potential circulating protein biomarkers.

  k-ras ovarian lists tumor quantitative pathway immunoblot

• MALDI profiling of human lung cancer subtypes.

  PMID 19890392 · PMC2767501 · PloS one · 2009 · 8 claims · 8 setups

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  PIMAC/MALDI-TOF peptide profiles combined with classification models can distinguish normal lung from tumor and differentiate NSCLC histological subtypes

  lung tryptic peak ffpe maldi-tof parallel stepwise

• PAH-former: Transfer learning for efficient discovery of pulmonary arterial hypertension-associated genes.

  PMID 41790620 · PMC12965534 · PloS one · 2026 · 7 claims · 7 setups

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  PAH-former, a Geneformer model fine-tuned on public PAH scRNA-seq data, can perform in silico perturbation to identify and rank candidate PAH disease-associated genes

  pah scrna-seq pah-former candidate scrna-seq transfer perturbation

• Aurka-Bhlhe41 axis prevents premature aging-like microglial dysfunction and promotes remyelination.

  PMID 41896238 · PMC13260908 · Nature communications · 2026 · 8 claims · 8 setups

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  Bhlhe41 is microglia-enriched in the CNS and is negatively autoregulated (self-repressed) at its own promoter.

  yolk microglia cerebral enriched sequencing flow western

• A transcriptomic-based model associated with PARP inhibitor sensitivity and immunogenic signatures in ovarian cancer.

  PMID 42014663 · PMC13230468 · Discover oncology · 2026 · 8 claims · 8 setups

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  A 23-gene PARPi-sensor transcriptomic model stratifies ovarian cancer patients into high- and low-risk groups with significantly different overall survival, validated in TCGA and ICGC cohorts

  pdx tcga prognostic tcia bulk non-negative univariate

• TARPON-A Telomere Analysis and Research Pipeline Optimized for Nanopore.

  PMID 41637390 · PMC12871981 · PLoS computational biology · 2026 · 7 claims · 6 setups

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  TARPON is the first complete, experimentally validated end-to-end pipeline for Nanopore-based telomere analysis requiring no data pre-processing or prior bioinformatics expertise.

  hg002 blood hek pod5 ont read capture

• EpiXFormer: a cross-attention neural network for predicting cell type-specific transcription factor binding sites.

  PMID 41527854 · PMC12796812 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  EpiXFormer achieves high accuracy (mean AUROC ~0.99) predicting binding sites of both TFs and non-sequence-specific DBPs across 199 DBP-cell type pairs

  dbps tfs common ctcf deep comparative feature-ablation

• Inference of RNA polymerase II transcription dynamics from chromatin immunoprecipitation time course data.

  PMID 24830797 · PMC4022483 · PLoS computational biology · 2014 · 8 claims · 8 setups

  Has reproduction · 75

  A convolved Gaussian process model of pol-II occupancy across gene segments captures the transcription wave and yields estimates of transcription speed and promoter-proximal pol-II activity.

  mcf7 promoter gene signals pol-ii clustering transcription

• Identification and validation of lymphangiogenesis-related genes for predicting acute myeloid leukemia prognosis: insights from bulk RNA sequencing and single-cell RNA sequencing analyses.

  PMID 41772327 · PMC12979290 · Clinical and experimental medicine · 2026 · 7 claims · 8 setups

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  A 6-LYMRG risk model (ANGPT1, HGF, MAPK8, PCNA, TBL1XR1, TLR4) is the optimal prognostic signature for AML

  gse142698 tcga-laml tcga-laml1 gse116256 differential univariate kaplan-meier

• TRAP5 Inhibition Targeting Scar-Associated Macrophages Ameliorates Acute Kidney Injury to Chronic Kidney Disease Transition.

  PMID 41773735 · PMC13159109 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  A distinct scar-associated macrophage (SM) subset marked by high Acp5/TRAP5, Ctsk, Mmp9, and Spp1 emerges and predominates during the renal remodeling/CKD phase after AAI-induced AKI

  kidney ckd aai unilateral single-cell velocity pseudotime

• 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

• Molecular Biomarker of Drug Resistance Developed From Patient-Derived Organoids Predicts Survival of Colorectal Cancer Patients.

  PMID 35425715 · PMC9004628 · Frontiers in oncology · 2022 · 8 claims · 7 setups

  Has reproduction · 53

  Patient-derived colorectal cancer organoids (CRCOs) can be established from surgical CRC tissue with an 82% success rate (41/50)

  crc colorectal crcos crco organoid drug bulk

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• Discovery and validation of molecular patterns and immune characteristics in the peripheral blood of ischemic stroke patients.

  PMID 38650649 · PMC11034498 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 83

  188 differentially expressed genes (DEGs) between IS and control blood samples were identified and enriched in immune-related biological pathways

  blood degs peripheral hub microarray kegg cibersort

• Comparative Transcriptomic Profiling Identifies IL-1β as a Non-Canonical Driver of Human Dendritic Cell Maturation.

  PMID 41472934 · PMC12745711 · Iranian journal of biotechnology · 2026 · 8 claims · 7 setups

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  IL-1β can substitute for PAMPs in inducing DC maturation via a non-canonical pathway distinct from classical TLR-mediated activation

  monocyte-derived dendritic bulk principal pathway

• FLASH-MM: fast and scalable single-cell differential expression analysis using linear mixed-effects models.

  PMID 41644528 · PMC12982622 · Nature communications · 2026 · 8 claims · 6 setups

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  FLASH-MM produces LMM parameter estimates identical to lmer (lme4) up to the sixth decimal place while being 50- to 140-fold faster as sample size increases from 20,000 to 120,000 cells

  simulated same healthy female-biased simulated comparative single-cell

• Transcriptomics Reveal Molecular Signatures of a Resolved Sexual Conflict and Potential Association With Colour Polymorphism in Tawny Owls.

  PMID 41964128 · PMC13069001 · Molecular ecology · 2026 · 8 claims · 8 setups

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  Substantial sex-specific variation exists in differentially expressed genes, SNPs and alternative exon usage in genes involved in life history traits (ZGRF1, VLDLR), behaviour (GSK3B, SLC12A) and growth (GHR, EGF, EPS8L2)

  feather tawny sex individual bulk genome read

• Newborn sex-specific transcriptome signatures and gestational exposure to fine particles: findings from the ENVIRONAGE birth cohort.

  PMID 28583124 · PMC5458481 · Environmental health : a global access science source · 2017 · 8 claims · 6 setups

  Has reproduction · 71

  Gestational PM2.5 exposure is associated with sex-specific transcriptome signatures in cord blood, with a significant sex-by-exposure interaction for many genes.

  cord maternal pm2.5-associated blood whole-genome spatial-temporal overrepresentation