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).

• Gene regulatory network transitions reveal the central transcription factors in lung adenocarcinoma progression.

  PMID 41559111 · PMC12873405 · NPJ systems biology and applications · 2026 · 7 claims · 8 setups

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  NR2F1 is a central transcription factor in LUAD progression, identified independently through GRN architecture transitions and gene regulation dynamics analysis

  luad epithelial myeloid nr2f1 single-cell gene binding

• Gene regulatory network determinants of rapid recall in human memory CD4(+) T cells.

  PMID 41865369 · PMC13207208 · Cell reports · 2026 · 8 claims · 6 setups

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  Memory CD4+ T cells show enhanced chromatin accessibility proximal to rapid-recall genes compared to naive cells

  blood-derived computational pseudobulk cd4+ single-nuclei maxatac grn

• Profiling the transcriptional regulatory network reveals putative shared regulatory elements within homoeologs in polyploid Brassica napus.

  PMID 41943068 · PMC13188692 · Genome biology · 2026 · 8 claims · 6 setups

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  38,068 REs were identified in B. napus seed tissue by integrating ATAC-seq (OCRs) and BS-seq (UMRs) data from four accessions

  seed napus identified genome-wide atac-seq bisulfite hi-c

• Network inference and network response identification: moving genome-scale data to the next level of biological discovery.

  PMID 20174676 · PMC3087299 · Molecular bioSystems · 2010 · 8 claims · 8 setups

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  Cellular response to a signal is assumed to involve only specific TRN modules (conditionally active subnetworks) rather than the entire network, providing quantitative tractability

  yeast specified normal coli chip-on-chip chip-sequencing correlation-based

• AMR-GNN: a multi-representation graph neural network framework to enable genomic antimicrobial resistance prediction.

  PMID 41792137 · PMC13087051 · Nature communications · 2026 · 7 claims · 8 setups

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  AMR-GNN, a graph neural network integrating multiple genomic representations (unitigs, SNPs, FCGR) via low-rank multimodal fusion, improves AMR phenotype prediction in P. aeruginosa compared to single-representation baseline models.

  pseudomonas aeruginosa escherichia coli whole-genome elastic convolutional

• Single cell analysis reveals the roles and regulatory mechanisms of type-I interferons in Parkinson's disease.

  PMID 38566100 · PMC10985960 · Cell communication and signaling : CCS · 2024 · 8 claims · 8 setups

  Has reproduction · 55

  Microglia, endothelial cells, and pericytes exhibit the highest IFN-I activity among PD midbrain cell types, with microglia and endothelial cells showing significantly elevated high-IFN-I-scoring proportions in PD versus controls

  midbrain single microglia substantia single-cell scenic monocle

• Artificial Intelligence Approach in Machine Learning-Based Modeling and Networking of the Coronavirus Pathogenesis Pathway.

  PMID 40699865 · PMC12191508 · Current issues in molecular biology · 2025 · 8 claims · 8 setups

  Has reproduction

  The coronavirus pathogenesis pathway is activated in SARS-CoV-2-infected iPSC-derived cardiac cells and in SARS-CoV/SARS-CoV-2-infected LUAD cells

  ace2-transfected calu-3 luad ipsc-derived ipa sequencing convolutional

• Single-Cell Profiling Across Immune Tissues and Organs Reveals Immunosenescence Signatures in Male Rhesus Monkeys.

  PMID 41556329 · PMC13042567 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 7 claims · 8 setups

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  GZMB is markedly upregulated across multiple cell types in aged rhesus monkeys and serves as a candidate biomarker of immunosenescence

  bone cd8+ mesenteric sections single-cell gene pseudotime

• The 21st century hepatologist and a systems biology based approach to liver diseases.

  PMID 19026013 · PMC2712824 · Hepatology (Baltimore, Md.) · 2008 · 7 claims · 3 setups

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  Network models covering the majority of an organism's genes can accurately predict phenotypic effects of gene perturbations in multicellular organisms

  caenorhabditis cohorts computational genome-wide whole-genome

• multiDEGGs: Single or Multiomic Differential Network Analysis for Biomarker Discovery and Feature Engineering for Predictive Modeling.

  PMID 41993882 · PMC13082464 · Computational and structural biotechnology journal · 2026 · 8 claims · 3 setups

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  multiDEGGs is a CRAN R package enabling differential network analysis in single or multiomic scenarios by identifying differentially expressed gene-gene pairs rather than single differentially expressed genes

  synthetic synovial eight simulated bulk machine

• Plasmid transmission dynamics and evolution of partner quality in a natural population of Rhizobium leguminosarum.

  PMID 41212030 · PMC12691615 · mBio · 2025 · 8 claims · 6 setups

  Has reproduction · 86

  Plasmid types II and III have more stable size, larger core genomes, and phylogenies that track the chromosome, indicating predominantly vertical transmission

  rhizobium extrachromosomal plasmidome gse long-read k-mer genome

• Niche Modification by Sulfate-Reducing Bacteria Drives Microbial Community Assembly in Anoxic Marine Sediments.

  PMID 36988509 · PMC10128000 · mBio · 2023 · 7 claims · 7 setups

  Has reproduction · 100

  SRB modify niches (e.g., pH) to affect species coexistence during organic matter degradation

  coastal marine marinilabiliales srb-inhibited 16s molecular physicochemical

• 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

• 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

• Disrupted PGR-B and ESR1 signaling underlies defective decidualization linked to severe preeclampsia.

  PMID 34709177 · PMC8553341 · eLife · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  A 120-gene transcriptomic fingerprint encoding defective decidualization is present in decidua of women who developed sPE in a prior pregnancy

  endometrial proteins bulk rt-qpcr immunofluorescence

• Taxonomic and functional partitioning of Chloroflexota populations under ferruginous conditions at and below the sediment-water interface.

  PMID 39384533 · PMC11650866 · FEMS microbiology ecology · 2024 · 8 claims · 8 setups

  Has reproduction · 85

  Chloroflexota populations are partitioned according to alternative electron acceptors (Anaerolineae) and electron donors (Dehalococcoidia) among respiratory and fermentative metabolites at and below the sediment-water interface

  lake undisturbed chloroflexota 16s shotgun pore

• Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.

  PMID 35901050 · PMC9333241 · PloS one · 2022 · 7 claims · 7 setups

  Has reproduction · 55

  Several WGCNA gene co-expression modules are significantly associated with both LVEF and the DCM phenotype in heart failure patients.

  heart degs gene genes bulk gene kegg

• 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

• Single-cell protein activity analysis reveals aberrant myogenesis and IGF2-PI3K pathway dependencies in MYOD1-mutant rhabdomyosarcoma.

  PMID 41758938 · PMC12947870 · Science advances · 2026 · 8 claims · 8 setups

  Has reproduction · 84

  MYOD1 L122R-mutant SRMS tumors contain three coexisting, conserved cell states (progenitor, transition, differentiated) reflecting aberrant myogenic differentiation

  patient-derived tumor single paired single-nucleus infercnv aracne-ap

• SGCP: a spectral self-learning method for clustering genes in co-expression networks.

  PMID 38956463 · PMC11221046 · BMC bioinformatics · 2024 · 7 claims · 4 setups

  Has reproduction · 51

  SGCP, a spectral self-learning method, yields gene co-expression modules with higher GO enrichment than WGCNA, CoExpNets, and CEMiTool across 12 real gene expression datasets.

  real microarray rna-seq same gene dna-microarray rna-sequencing