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).

• Single-cell multiomics profiling reveals heterogeneous transcriptional programs and microenvironment in DSRCTs.

  PMID 38781959 · PMC11228554 · Cell reports. Medicine · 2024 · 8 claims · 8 setups

  Has reproduction · 76

  DSRCT tumor cells cluster into consistent subpopulations with partially overlapping lineage- and metabolism-related transcriptional programs across patients and samples

  fresh matched archived dsrct scrna-seq single-nucleus bulk

• Cell fixation and preservation for droplet-based single-cell transcriptomics.

  PMID 28526029 · PMC5438562 · BMC biology · 2017 · 7 claims · 8 setups

  Has reproduction · 91

  Methanol fixation stabilizes and preserves dissociated cells for weeks without compromising single-cell RNA-seq data quality

  hek293 dissociated facs-sorted hek drop-seq bulk trizol

• Interpretable and integrative analysis of single-cell multiomics with scMKL.

  PMID 40770488 · PMC12328712 · Communications biology · 2025 · 7 claims · 7 setups

  Has reproduction · 65

  scMKL outperforms SVM, EasyMKL, MLP, and XGBoost in classification accuracy (AUROC) across multiple single-cell cancer datasets

  mcf-7 t-47d small prostate 10x scrna-seq sciatac-seq

• DAGFormer: A graph-based domain adaptation approach for single-cell cancer drug response prediction.

  PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 5 setups

  Has reproduction

  DAGFormer constructs cellular neighbor graphs using diverse topological strategies to represent intercellular interactions for drug response prediction

  pan-cancer jhu006 scc47 pc9 bulk scrna-seq

• Microglial Fkbp5 Impairs Post-Stroke Vascular Integrity and Regeneration by Promoting Yap1-Mediated Glycolysis and Oxidative Phosphorylation.

  PMID 41355597 · PMC13042415 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

  Has reproduction · 50

  A post-stroke perivascular microglial niche (stroke-VAM) exists, characterized by low M2 marker expression and elevated glycolysis, OXPHOS, and phagocytic activity.

  ipsilateral cx3cr1cre peri-infarct ischemic single-cell single-nucleus immunofluorescence

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• spliceJAC: transition genes and state-specific gene regulation from single-cell transcriptome data.

  PMID 36321549 · PMC9627675 · Molecular systems biology · 2022 · 8 claims · 6 setups

  Has reproduction · 53

  spliceJAC quantifies multivariate mRNA splicing from unspliced/spliced count matrices to construct cell state-specific gene-gene (Jacobian) interaction matrices.

  two-gene three-gene emt circuit simulation grn scrna-seq

• Identification of succinylation-related genes in bladder cancer: integration of single-cell and transcriptomic data.

  PMID 42220482 · PMC13218921 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  KCTD16, CD3D and GSDMB are succinylation-related prognostic genes in BLCA

  paired tcga-blca geo gse135337 bulk single-cell rt-qpcr

• Multi-scale integrative analyses identify THBS2(+) cancer-associated fibroblasts as a key orchestrator promoting aggressiveness in early-stage lung adenocarcinoma.

  PMID 35547750 · PMC9065207 · Theranostics · 2022 · 8 claims · 8 setups

  Has reproduction · 68

  THBS2 is a tumor size-independent biomarker that robustly predicts post-surgical OS and RFS in multiple independent early-stage LUAD cohorts

  tcga paired thbs2+ scrna-seq wgcna scrna-seq gsea

• CD14(lo)CD301b(+) macrophages gathering as a proangiogenic marker in adipose tissues.

  PMID 39645040 · PMC11745947 · Journal of lipid research · 2025 · 8 claims · 8 setups

  Has reproduction · 59

  Cd14−/− mice exhibit a leaner body shape and are protected from HFD-induced obesity compared to WT mice

  epididymal adipose cd14low macrophage bulk scrna-seq pseudotime

• Clustering and machine learning-based integration identify cancer associated fibroblasts genes' signature in head and neck squamous cell carcinoma.

  PMID 37065499 · PMC10098459 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 63

  Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes

  hnscc combined gse164690 tcga-hnsc ssgsea unsupervised immune

• 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

• LRP1 as a potential diagnostic and immunomodulatory target in endometriosis: evidence from multi-omics and single-cell analyses.

  PMID 42064072 · PMC13124487 · Frontiers in immunology · 2026 · 7 claims · 8 setups

  Has reproduction · 49

  LRP1 is the top hub gene with the highest diagnostic performance for distinguishing ectopic from eutopic endometrium in EMS

  ectopic geo training gwas microarray wgcna machine