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).

• Cell-Type-Specific Gene Modules Related to the Regional Homogeneity of Spontaneous Brain Activity and Their Associations With Common Brain Disorders.

  PMID 33958982 · PMC8093778 · Frontiers in neuroscience · 2021 · 8 claims · 6 setups

  Has reproduction · 59

  Fourteen gene modules were consistently (Bonferroni-corrected) associated with ReHo across a discovery sample and two independent replication samples (including one non-Chinese HCP cohort).

  healthy postmortem ahba neocortex resting-state microarray weighted

• Identification of Cell Subpopulation-Specific Driver Genes Reveals Ideal Candidates for Renal Cell Carcinoma Immunotherapy.

  PMID 42074110 · PMC13115843 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

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  25 immune-related candidate driver genes were identified from tumor, myeloid, and lymphoid cell gene regulatory networks (GRNs) using SCENIC and topological Q statistics.

  kidney lymphoid rcc tcga-kirc single-cell scenic genome-wide

• Comprehensive analysis for the role of macrophage-driven genes in abdominal aortic aneurysm.

  PMID 41815567 · PMC12973086 · Cardiovascular diagnosis and therapy · 2026 · 8 claims · 8 setups

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  SMU1 is identified as a novel macrophage-related gene associated with AAA development, serving as a potential diagnostic biomarker and therapeutic target

  aaa macrophage-related merged gwas single-cell bulk rt-qpcr

• Utilizing the codon adaptation index to evaluate the susceptibility to HIV-1 and SARS-CoV-2 related coronaviruses in possible target cells in humans.

  PMID 36760235 · PMC9905242 · Frontiers in cellular and infection microbiology · 2022 · 8 claims · 8 setups

  Has reproduction · 71

  CAI is positively correlated with translational efficiency, validating its use as a proxy for translational efficiency at the elongation level.

  unstimulated cd4+ kidney liver bulk single-cell

• Single-cell transcriptomics reveals keratinocyte dynamic processes associated with S100a4 expression in psoriasiform dermatitis.

  PMID 41660613 · PMC12876221 · Frontiers in immunology · 2025 · 7 claims · 8 setups

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  S100a4 knockout mice show significant pathological improvement in psoriasis-like lesions, including reduced inflammatory cell infiltration and decreased epidermal hyperplasia

  c57bl skin dorsal dcmo crispr western imiquimod-induced

• Dissecting origin factors of lymph node metastasis in non-small cell lung cancer via multimodal omics.

  PMID 41975179 · PMC13250061 · Nature communications · 2026 · 8 claims · 8 setups

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  Epithelial cells in mLNs and matched mLN+ primary tumors (mLN+PTs) show enhanced cancer stemness (higher CytoTRACE scores) compared to mLN-negative and normal samples.

  patient-matched mln epithelial tcga-luad scrna-seq spatial cytotrace

• Metabolite-Centric Reporter Pathway and Tripartite Network Analysis of Arabidopsis Under Cold Stress.

  PMID 30258841 · PMC6143811 · Frontiers in bioengineering and biotechnology · 2018 · 8 claims · 8 setups

  Has reproduction · 83

  Metabolite-centric reporter pathway analysis (RPAm) computes reporter metabolites and reporter pathways from transcriptome P-values by aggregating Z-scores of neighboring genes in a genome-scale metabolic network

  arabidopsis gene-metabolite-pathway tripartite microarray metabolite-centric reporter

• FEM: mining biological meaning from cell level in single-cell RNA sequencing data.

  PMID 34909283 · PMC8641482 · PeerJ · 2021 · 8 claims · 5 setups

  Has reproduction · 75

  The FEM algorithm converts a single-cell gene expression matrix into a functional expression matrix using multi-module gene set enrichment analysis, utilizing information from all expressed genes rather than discarding filtered genes.

  pbmc pancreas liver scrna-seq single-cell fisher's dimensionality

• CeLLTra: aligning cell names with gene expression via a pathway-informed transformer.

  PMID 41652996 · PMC12881829 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  Grouping genes into pathway-defined gene sets as Transformer input tokens (instead of using individual genes or discretized bins) mitigates the long-sequence problem and improves representation learning of scRNA-Seq gene expression profiles.

  tabula tumor-infiltrating scrna-seq

• Transcriptomic and phenotypic convergence of neurodevelopmental disorder risk genes in vitro and in vivo.

  PMID 42032432 · PMC13156037 · Nature neuroscience · 2026 · 6 claims · 6 setups

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  Transcriptomic convergence following NDD gene knockout is highly cell-type-specific and strongest in mature glutamatergic neurons (iGLUTs)

  hipsc-derived gwas computational zebrafish single-cell immunofluorescence magma

• The gene expression landscape of disease genes.

  PMID 41664080 · PMC12983648 · Genome biology · 2026 · 8 claims · 8 setups

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  In tissues and cell types with established disease relevance, disease genes show higher and more specific gene expression than control genes

  gtex pubmed tabula archs4 differential magma anderson-darling

• 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

• D2H2: diabetes data and hypothesis hub.

  PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 6 setups

  Has reproduction

  D2H2 is a web-based portal integrating hundreds of curated diabetes-relevant transcriptomics datasets with bioinformatics tools for gene/gene set queries

  brain top curated d2h2 differential gene bulk

• Pathway-targeting gene matrix for Drosophila gene set enrichment analysis.

  PMID 34710184 · PMC8553153 · PloS one · 2021 · 8 claims · 4 setups

  Has reproduction · 95

  Gene matrix files for GSEA are largely unavailable for Drosophila, limiting pathway-level enrichment analysis in this model organism

  drosophila reactome kegg gene fluorescence manual

• Validation of bronchial airway gene expression associated with bronchiectasis in nasal epithelium.

  PMID 42094231 · PMC13139922 · ERJ open research · 2026 · 7 claims · 6 setups

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  No genes were significantly differentially expressed in nasal epithelium between participants with and without widespread radiologic BE (FDR<0.1)

  nasal bronchial bulk gene cell-type

• 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

• GeneTrail--advanced gene set enrichment analysis.

  PMID 17526521 · PMC1933132 · Nucleic acids research · 2007 · 8 claims · 2 setups

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  GeneTrail is a comprehensive, easy-to-use web-based tool for gene set enrichment analysis supporting both Over-Representation Analysis (ORA) and Gene Set Enrichment Analysis (GSEA)

  example sorted over-representation gene

• RummaGEO: Automatic mining of human and mouse gene sets from GEO.

  PMID 39569206 · PMC11573963 · Patterns (New York, N.Y.) · 2024 · 8 claims · 7 setups

  Has reproduction · 63

  RummaGEO is a gene expression signature search engine built from automatically mined human and mouse RNA-seq perturbation studies in GEO

  genes rummageo rummageo-derived leiden bulk gene leiden

• Identification of a novel 10 immune-related genes signature as a prognostic biomarker panel for gastric cancer.

  PMID 34382341 · PMC8446556 · Cancer medicine · 2021 · 8 claims · 8 setups

  Has reproduction

  A 10-IRG prognostic signature (BMPR1B, GHR, IL11RA, INHBB, NPR3, OBP2A, PTN, R3HDML, TAC1, TPM2) predicts overall survival in gastric cancer.

  gastric tcga-stad overlapping candidate microarray gene rna-seq

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized