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 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

• Characterizing gene perturbations in single cells via network divergence analysis.

  PMID 41965857 · PMC13249949 · Nature communications · 2026 · 8 claims · 8 setups

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  scDNS quantifies gene-specific functional perturbations by measuring Jensen-Shannon divergence between condition-specific gene interaction network configurations

  ipsc-derived embryonic panc-1 triple scrna-seq single-nucleus

• 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

• PSGRN: Gene regulatory network inference from single-cell perturbational data through self-training with synthetic gold standards.

  PMID 42054465 · PMC13127566 · Science advances · 2026 · 8 claims · 4 setups

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  PSGRN infers GRNs by generating pseudoannotations from gene-gene correlations and iteratively refining them via a self-training classifier using pre/post-intervention expression features.

  k562 rpe1 processed single-cell computational biological

• 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

• GRNFormer: accurate gene regulatory network inference using graph transformer.

  PMID 41883144 · PMC13069479 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  GRNFormer is a generalizable graph transformer framework for GRN inference from single-cell or bulk transcriptomics data across species, cell types, and platforms without cell-type annotations or prior regulatory information

  hematopoietic embryonic dendritic hepatocytes scrna-seq chip-seq string

• CaHoT-GRN: context-aware high-order topology learning for robust single-cell gene regulatory network inference.

  PMID 42059479 · PMC13130071 · Briefings in bioinformatics · 2026 · 7 claims · 5 setups

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  CaHoT-GRN integrates pretrained biological language model embeddings (DNABERT for DNA, ESM for protein) with scRNA-seq expression data to improve GRN inference

  embryonic gene dataset-specific same scrna-seq-based sequence protein-protein

• 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

• Differential neuronal survival defines a novel axis of sexual dimorphism in the Drosophila brain.

  PMID 41529688 · PMC7618834 · Cell genomics · 2026 · 8 claims · 7 setups

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  Sex differences in the Drosophila central brain do not result from large-scale transcriptional reprogramming, but from selective modifications within shared developmental lineages mediated by dsx and fru.

  drosophila central dsx+ dsx-gal4>mcd8 single-cell differential scenic

• Lipopolysaccharide distinctively alters human microglia transcriptomes to resemble microglia from Alzheimer's disease mouse models.

  PMID 36254682 · PMC9612871 · Disease models & mechanisms · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  iPSC-microglia show a shared core transcriptional response to ATPγS and to LPS+IFN-γ, suggesting a convergent mechanism of action

  ipsc-derived products microglia post-mortem single-cell ca2+ protein-protein

• Single-cell mapping of cholesterol metabolism reveals FDPS as a therapeutic vulnerability in hepatocellular carcinoma.

  PMID 41706364 · PMC12916967 · Cellular oncology (Dordrecht, Netherlands) · 2026 · 7 claims · 8 setups

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  Cholesterol metabolic activity is markedly elevated in HCC tumors and in immune checkpoint blockade (ICB) non-responders, with pronounced intratumoral heterogeneity across malignant cell subpopulations

  hcc tcga-lihc malignant hepa1-6 scrna-seq bulk hdwgcna

• Integration of aged brain multi-omics reveals cross-system mechanisms underlying Alzheimer's disease heterogeneity.

  PMID 41950003 · PMC13244359 · Cell reports · 2026 · 8 claims · 7 setups

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  Multi-omics factor analysis (MOFA) integrating seven omics views from 1,358 ROS/MAP participants identifies cross-omics biological factors relating to AD phenotypes.

  dorsolateral brain postmortem cortex h3k9ac bulk proteomics

• Deep single-cell decoding of human pancreatic islets reveals T2D β-cell gene expression defects.

  PMID 41986506 · PMC13226668 · The EMBO journal · 2026 · 8 claims · 6 setups

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  Single-cell transcriptome profiling of 245,878 islet cells from 48 donors (ND/PD/T2D) identifies 14 distinct, robust islet cell types detected in every donor

  pancreatic aggregated endoc-βh3 subset droplet-based pseudobulk unsupervised

• Cis-regulatory evolution shapes facial diversity in birds and mammals.

  PMID 42090501 · PMC13148318 · Science advances · 2026 · 8 claims · 6 setups

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  Mesenchymal populations show markedly greater transcriptomic/regulatory divergence between mouse and chicken than ectodermal populations, pointing to a central role of mesenchyme in shaping facial morphology

  embryo chicken embryos single-cell situ cross-species

• Immune profiling in a living human recipient of a gene-edited pig kidney.

  PMID 41507576 · PMC12823403 · Nature medicine · 2026 · 8 claims · 8 setups

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  Xenograft experienced early T cell-mediated rejection (Banff grade 2A) within 1 week post-transplant despite profound circulating T cell depletion, likely driven by subtherapeutic immunosuppression and residual CD8+ T cells in lymph nodes.

  xenotransplant recipient kidney integrative single-cell flow

• Single-Cell RNA-Seq Profiling of Transposable Element Expression in Human Peripheral Blood Cells During Viral Infections.

  PMID 41683713 · PMC12898442 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

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  TE expression is significantly higher in PBMCs from viral infection cohorts (and recovered individuals) compared to healthy controls

  pbmcs pbmc cd8+ single-cell cell-type expression

• A differential single-cell transcriptome atlas of left-sided and right-sided colorectal cancer.

  PMID 41844817 · PMC13111741 · Discover oncology · 2026 · 8 claims · 8 setups

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  MTRNR2L8 is markedly upregulated in RCRC tumor cells and is associated with poorer patient survival

  crc epithelial rcrc tcga-read scrna-seq copy gene

• 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

• The proteomic landscape and temporal dynamics of human and mouse gastruloid development.

  PMID 42032312 · PMC13179132 · Nature cell biology · 2026 · 8 claims · 8 setups

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  Generated a quantitative proteomic, phosphoproteomic, and matched transcriptomic resource across four stages of human and mouse gastruloid development

  escs gastruloids sox2-mcitrine quantitative phosphoproteomics bulk

• A Cross-Species Single-Cell Atlas Reveals Conserved Regulatory Networks and Candidate Hearing Loss Genes in the Cochlea.

  PMID 42074555 · PMC13115875 · Genes · 2026 · 8 claims · 8 setups

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  A cross-species single-cell/single-nucleus RNA-seq atlas of human fetal and mouse postnatal cochlea identifies 19 conserved major cell types

  cochlea fetal top scrna-seq snrna-seq cell-cell