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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• Heterogeneity and Differentiation Trajectories of Infiltrating CD8+ T Cells in Lung Adenocarcinoma.

  PMID 36358600 · PMC9658355 · Cancers · 2022 · 7 claims · 8 setups

  Has reproduction · 67

  Infiltrating CD8+ T cells in LUAD can be divided into ten transcriptionally distinct subsets: eight cytotoxic (CTL) subsets, one naive-like (NTL) subset, and one exhausted (ETL) subset.

  luad tcga cd8+ degs single-cell cibersort survival

• Antigen specificity of clonally enriched CD8(+) T cells in multiple sclerosis.

  PMID 41644766 · PMC12956596 · Nature immunology · 2026 · 8 claims · 7 setups

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  A subset of 23 highly expanded, CSF-enriched CD8+ T cell clonotypes exists predominantly in the CSF of the MS/CIS cohort.

  paired cd8+ cd4+ csf single-cell differential pseudotime

• Distinct radial glia subtypes regulate midbrain dopaminergic neuron development.

  PMID 41699318 · PMC13061605 · Nature neuroscience · 2026 · 8 claims · 8 setups

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  Rgl1 is the progenitor of the mesDA neuronal lineage

  embryonic developing wa09 bulk scrna-seq ligand-receptor

• Single-nucleus multiomic profiling of the aging mouse substantia nigra reveals conserved gene alterations linked to Parkinson's disease.

  PMID 41781332 · PMC13138337 · Genome research · 2026 · 8 claims · 7 setups

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  Single-nucleus multiome (RNA+ATAC) sequencing of mouse substantia nigra across four age stages (2, 6, 12, 18 months) yields a 40,125-cell atlas spanning 27 cell subclasses

  substantia allen five oligodendrocyte single-nucleus scrna-seq single-cell

• 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

• Comparative multi-omic analysis reveals conserved and derived mechanisms of fin and limb regeneration.

  PMID 41571662 · PMC12923738 · Nature communications · 2026 · 8 claims · 8 setups

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  Fin and limb regeneration share conserved proximal and distal blastema territory markers, DNA damage repair activation, hif1a-mediated hypoxia response, and sequential pro-/anti-inflammatory gene programs.

  polypterus axolotl zebrafish regenerating single-nucleus spatial single-cell

• M(5)C-driven stabilization of SERPINB5 promotes cervical cancer progression and chemotherapy resistance.

  PMID 41673397 · PMC12921336 · Cell death & disease · 2026 · 8 claims · 8 setups

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  RNA m5C levels are globally and consistently elevated in cervical tumors compared to normal cervical tissue

  cervical hela nsun2 bisulfite bulk spatial

• FRMD8 inhibits tumor metastasis in BRCA1-associated TNBC by negatively regulating tmTNF-α.

  PMID 40619383 · PMC12229025 · Cellular & molecular biology letters · 2025 · 8 claims · 8 setups

  Has reproduction · 73

  Low FRMD8 expression in BRCA1-mutant breast cancer cells significantly enhances metastatic potential to various organs

  tnbc geo breast frmd8 bulk meta-analysis single-cell