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).

• 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

• 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

• PICDGI: A framework for predicting cancer driver genes through dynamic gene-gene interaction modeling of single-cell data.

  PMID 42044093 · PMC13119913 · PLoS computational biology · 2026 · 8 claims · 3 setups

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  PICDGI is a Bayesian framework that predicts driver-like regulatory genes by integrating dynamic gene-gene interaction modeling with scRNA-seq data, without using DNA mutation calls

  lung pediatric same scrna-seq moran's

• Identify GDPD3 as a key regulator of epithelial-mesenchymal transition and prostate adenocarcinoma progression via the LPA/LPAR1/AKT axis: transcriptomic and experimental study.

  PMID 41562071 · PMC12813044 · Frontiers in immunology · 2025 · 7 claims · 8 setups

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  GDPD3 is upregulated in PRAD tumor tissue and its knockdown inhibits tumor cell proliferation, invasion, and migration

  prad tcga-prad du145 scrna-seq bulk wgcna

• Identification and validation of prognostic genes related to glycolysis and M2 macrophage in hepatocellular carcinoma: an integrated analysis of bulk RNA sequencing and single-cell RNA sequencing.

  PMID 41766871 · PMC12935947 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  52 candidate genes were identified at the intersection of glycolysis-related genes (GRGs), M2 macrophage-related genes (MRGs), and HCC-vs-control DEGs (DEGs2).

  tcga-lihc gse149614 key hcc bulk immune cox

• MitoPerturb-Seq identifies gene-specific single-cell responses to mitochondrial DNA depletion and heteroplasmy.

  PMID 41922875 · PMC13095666 · Nature structural & molecular biology · 2026 · 8 claims · 6 setups

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  MitoPerturb-Seq combines pooled CRISPR–Cas9 screening (CROP-seq) with 10x Genomics multiome (scATAC-seq + scRNA-seq) to simultaneously profile mtDNA sequence/copy number/heteroplasmy and the nuclear transcriptome/chromatin accessibility in single heteroplasmic cells

  cas9-expressing heteroplasmic tfam-ko pooled tap-seq hybridization-capture-based

• scPASU: A computational protocol for quantifying polyadenylation site usage and alternative polyadenylation from 3' scRNA-seq data.

  PMID 42085187 · PMC13157062 · STAR protocols · 2026 · 8 claims · 6 setups

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  scPASU is a Snakemake-based workflow that quantifies APA from standard 3′ scRNA-seq data without requiring specialized library preparation

  ureter processed scrna-seq read poly

• Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.

  PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups

  Has reproduction · 49

  ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC

  ptc degs key bulk kegg weighted

• TEAD4 and RXRA Regulate the Function of Nucleus Pulposus Cells in Intervertebral Disc Degeneration Via the TNF-α/NF-κB Pathway: An Integrated Analysis of Single-Cell RNA-Seq, Bulk RNA-Seq, and In Vitro Validation.

  PMID 41511606 · PMC12995935 · Applied biochemistry and biotechnology · 2026 · 8 claims · 8 setups

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  TEAD4 and RXRA play critical roles in IDD progression, likely regulating NP cell behavior and ECM metabolism via the TNF-α/NF-κB pathway

  differential il-1β-induced scrna-seq bulk gsea

• 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

• HIF3A-mediated aberrant activation of TXNIP promotes Alzheimer's disease progression.

  PMID 41807716 · PMC13096512 · Scientific reports · 2026 · 8 claims · 8 setups

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  OS activity is significantly elevated in AD and shows pronounced heterogeneity across brain cell types

  entorhinal brain middle c57bl scrna-seq bulk animal

• Single-cell transcriptomics reveals heterogeneous neutrophil populations and diagnostic biomarkers in atherosclerosis.

  PMID 41847341 · PMC12989409 · Frontiers in physiology · 2026 · 8 claims · 8 setups

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  Integration of scRNA-seq data from six human carotid samples identified 16 distinct cell subtypes after batch effect correction with Harmony

  carotid neutrophil bulk c57bl scrna-seq hdwgcna lasso

• KRT15 identified by scRNA-Seq and machine learning as stemness regulator and prognostic biomarker in ESCC.

  PMID 41907411 · PMC13018899 · iScience · 2026 · 8 claims · 8 setups

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  A malignant epithelial subpopulation (Cluster 0) with the highest CytoTRACE stemness potential and highest EMT activity exists in ESCC scRNA-seq data

  escc degs eca109 kyse180 scrna-seq machine immunohistochemistry

• Aging-dependent microglial heterogeneity worsens outcomes in models of traumatic brain injury.

  PMID 41926211 · PMC13262727 · The Journal of clinical investigation · 2026 · 8 claims · 8 setups

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  Aged TBI brains predominantly harbor proinflammatory NLRP3+ microglia, whereas young TBI brains harbor neuroprotective Lysozyme+ microglia

  injured sorted facs-purified cas9-gfp scrna-seq atac-seq untargeted

• 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

• Unraveling the Causal Linkages of RBP7 and SCGB3A1 on Pelvic Organ Prolapse: Multifaceted Insights From Genome-Wide Mendelian Randomization, Single-Cell RNA Analysis, and Network Pharmacology.

  PMID 41497737 · PMC12765987 · BioMed research international · 2026 · 8 claims · 7 setups

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  High RBP7 expression causally increases POP risk

  vaginal gwas rbp7 key single-cell mendelian protein-protein

• scSNViz: visualization and analysis of cell-specific expressed SNVs.

  PMID 41533688 · PMC12866635 · Bioinformatics (Oxford, England) · 2026 · 7 claims · 7 setups

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  scSNViz is an R package for exploration, quantification, and visualization of expressed SNVs from cell-barcoded scRNA-seq data, supporting VAF estimation, SNV clustering, and 2D/3D visualization.

  prostate non-small cholangiocarcinoma neuroblastoma scrna-seq cell-level single-cell

• Decoding the heterogeneity of human undifferentiated spermatogonia reveals RAS-dependent regulation of stem cell fate.

  PMID 41579373 · PMC13003925 · Cell reports · 2026 · 8 claims · 7 setups

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  FSD1 is a cell-surface pan-uSPG marker that enables FACS purification of the entire uSPG population

  testis seminiferous testicular fsd1+ single-cell immunofluorescence whole-mount

• Autophagy Activators Normalize Aberrant Tau Proteostasis and Rescue Synapses in Human Familial Alzheimer's Disease iPSC-Derived Cortical Organoids.

  PMID 41591759 · PMC13042409 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 7 claims · 7 setups

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  An optimized CO differentiation protocol (Protocol 2, using 50% E6/50% hESC medium with constant rocking/orbital shaking) produces reproducible, larger, lower-necrosis organoids with consistent size across genotypes

  isogenic scrna-seq fixed cos single-cell pseudotime immunofluorescence

• PMEPA1 modulates YAP1 nuclear translocation to disrupt EMT subtypes and promote metastasis in Biliary tract cancer.

  PMID 41932868 · PMC13172513 · Cell death & disease · 2026 · 8 claims · 8 setups

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  PMEPA1 is a pivotal EMT regulator in BTC; its high expression correlates with adverse prognosis and distant metastasis

  btc tcga hucct1 scrna-seq cnmf bulk