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).

• ICE: robust detection of cellular senescence from weak single-cell signatures using imputation-based marker refinement.

  PMID 41668152 · PMC12990438 · Genome biology · 2026 · 8 claims · 7 setups

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  Senescence-associated marker genes show weak, non-specific expression across human tissues and cell types compared to canonical tissue/cell-type markers

  tissues pancreas pancreatic brain bulk scrna-seq train

• Single-cell dissection of regulated cell death dynamics in ovarian aging.

  PMID 41689119 · PMC13005338 · Journal of ovarian research · 2026 · 8 claims · 8 setups

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  The RCD landscape of ovarian aging had not previously been characterized at single-cell resolution

  ovary serum scrna-seq bulk single-nucleus

• Increased IL4I1 expression predicts poor survival and modulates the immune microenvironment in acute myeloid leukemia.

  PMID 41680858 · PMC12910993 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  IL4I1 mRNA expression is significantly elevated in AML compared to normal controls

  tcga-laml bone thp-1-derived thp-1 bulk kaplan-meier deg

• Cell type-specific network analysis in Diversity Outbred mice identifies genes potentially responsible for human bone mineral density GWAS associations.

  PMID 41811178 · PMC12978698 · eLife · 2026 · 8 claims · 8 setups

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  Cell type-specific Bayesian and co-expression networks generated from BMSC-OB scRNA-seq data in Diversity Outbred mice can prioritize and contextualize genes underlying human BMD GWAS associations

  bmsc-ob genes mesenchymal gtex scrna-seq cellect iterativewgcna

• Pan-cancer evaluation of regulated cell death to predict overall survival and immune checkpoint inhibitor response.

  PMID 38538696 · PMC10973470 · NPJ precision oncology · 2024 · 8 claims · 8 setups

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  RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample

  tcga gtex scrna-seq cancer bulk scrna-seq transcriptomic

• Single-cell spatial transcriptomic analysis of human skin anatomy.

  PMID 41872488 · PMC13083264 · Nature genetics · 2026 · 8 claims · 6 setups

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  MERFISH-based spatial atlas of ~1.2 million cells resolves 45 cell types across 114 samples and 15 anatomic sites in normal human skin

  normal skin gtex matched merfish scrna-seq bulk

• AICellType: a large language model-based platform for accurate cell type annotation.

  PMID 42001469 · PMC13092268 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  Claude 3.5 Sonnet achieved the best overall performance among 79 benchmarked LLMs for cell type annotation, balancing accuracy, robustness, speed, and cost-efficiency

  single-cell immune pbmc in-house llm-based scrna-seq spatial

• bayesReact: expression-coupled regulatory motif analysis detects microRNA activity across cancers, tissues, and at the single-cell level.

  PMID 41657247 · PMC12884093 · Nucleic acids research · 2026 · 8 claims · 6 setups

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  bayesReact is a novel fully Bayesian generative model for inferring regulatory motif (e.g., miRNA) activity from bulk or single-cell expression data

  tcga gtex stem embryonic paired semi-synthetic single-cell

• Expression Atlas in 2026: enabling FAIR and open expression data through community collaboration and integration.

  PMID 41370097 · PMC12807774 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  Expression Atlas has expanded to >4500 studies from 67 species, with increased proteomics coverage and updated GTEx tissue profiles

  species pig tissues gtex microarray bulk ms-based

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• OptiSyn: an interpretable, multi-omics-driven graph convolutional network framework for synergy-oriented drug combination design in disease treatment.

  PMID 41877167 · PMC13011277 · Chinese medicine · 2026 · 8 claims · 8 setups

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  Eight AS-associated hub genes were identified through integration of multi-omics datasets (DEG analysis, WGCNA, scRNA-seq, Mendelian randomization, PPI module analysis)

  gtex as-associated tcm representative differential weighted single-cell

• Bisphenol a exposure and major depressive disorder: an integrative analysis combining network toxicology, molecular docking, genetic epidemiology, and transcriptomic validation.

  PMID 41912493 · PMC13039830 · Translational psychiatry · 2026 · 8 claims · 8 setups

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  571 shared targets identified between BPA-associated (2554) and MDD-associated (4661) genes

  gene shared gwas gabaergic network ppi mendelian

• IMIREG: a lineage-resolved regulon signature unveiling immune engagement archetypes and predicting immunotherapy response across diverse cancers.

  PMID 42092126 · PMC13234301 · NPJ precision oncology · 2026 · 8 claims · 8 setups

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  IMIREG, a 14-regulon transcriptional signature, robustly predicts clinical benefit from ICB across 50 immunotherapy cohorts (52 treatment arms) spanning 16 cancer types with mean AUROC = 0.71

  imvigor210 matched gtex healthy bulk scrna-seq pathway

• Integrating human plasma proteomes with genome-wide association data implicates novel proteins and drug targets for rheumatoid arthritis.

  PMID 41540382 · PMC12892679 · Clinical proteomics · 2026 · 8 claims · 8 setups

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  PWAS integrating RA GWAS with ARIC and INTERVAL plasma pQTL data identified 35 genetically regulated proteins (42 associations) significantly associated with RA risk.

  plasma shared gtex blood proteome-wide two-sample bayesian

• SiCmiR Atlas: Single-Cell miRNA Landscape Reveals Hub-miRNA and Network Signatures in Human Cancers.

  PMID 41691474 · PMC13042402 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  SiCmiR, a two-layer neural network, predicts mature miRNA expression profiles from only 977 LINCS L1000 landmark genes

  tcga k562 pancreatic acth-secreting paired bulk scrna-seq-based

• Genetic evidence supporting obesity as a risk factor for lung squamous cell carcinoma and the identification of MFAP1 as a shared genetic target.

  PMID 41820721 · PMC13096280 · Discover oncology · 2026 · 8 claims · 8 setups

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  BMI and LUSC show a significant positive genome-wide genetic correlation, robust to constrained-intercept sensitivity analysis and replicated by GNOVA.

  gwas gtex scrna-seq ldsc gnova ρ-hess

• A novel deep learning-driven framework for improving lncRNA comprehensive annotation with LncADeep 2.0.

  PMID 41923359 · PMC13090826 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  LncADeep 2.0 outperforms LncADeep and other existing tools for lncRNA identification on both GENCODE annotated transcripts and independent RNA-seq data

  lncrna hypertrophic gencode lncrna-protein-mirna mlp-based independent ablation