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).

• Trajectory-guided dimensionality reduction for multi-sample single-cell RNA-seq data reveals biologically relevant sample-level heterogeneity.

  PMID 42024616 · PMC13188987 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

  Full-text index only

  MUSTARD is a trajectory-guided dimensionality reduction method for multi-sample, multi-condition scRNA-seq data that simultaneously captures gene expression variation along pseudotime and across samples

  simulated covid-su covid-stephenson tuberculosis data-driven scrna-seq pseudobulk-pca

• Leveraging RNA-seq deconvolution to improve complex in vitro model characterization.

  PMID 40701251 · PMC12391696 · The Journal of biological chemistry · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  RNA-seq deconvolution can predict cell type proportions from bulk RNA-seq using scRNA-seq references, offering a useful characterization tool for CIVMs where single-cell methods are impractical

  intestine rodent duodenal neonatal bulk scrna-seq marker

• Evaluating deconvolution methods using real bulk RNA-expression data for robust prognostic insights across cancer types.

  PMID 41566530 · PMC12906006 · Genome biology · 2026 · 7 claims · 6 setups

  Full-text index only

  Pseudobulk and real bulk RNA-seq deconvolution performance differ significantly, and method ranking consistency is lower between pseudobulk and real bulk than within either data type alone

  breast real colon tcga paired pseudobulk bulk

• Integrating single-cell and single-nucleus datasets improves bulk RNA-seq deconvolution.

  PMID 41895263 · PMC13106970 · Cell reports methods · 2026 · 8 claims · 5 setups

  Full-text index only

  scRNA-seq references yield significantly higher Pearson correlation and lower RMSE than snRNA-seq references for deconvolution across all four tissue datasets

  adipose same fat-cell real pseudobulk single-cell synthetic

• Deconvolving cell-type-specific gene expression profiles from bulk RNA-seq samples.

  PMID 41886524 · PMC13038110 · PLoS computational biology · 2026 · 8 claims · 6 setups

  Full-text index only

  BLUE, a U-Net-based deep learning model with dual branches (U-Net for GEPs, MLP for proportions), accurately predicts cell-type proportions and cell-type-specific gene expression profiles from bulk RNA-seq.

  pbmc pancreatic aml scrna-seq-derived real scrna-seq

• Cell type- and species-specific regulation of hepatic lncRNAs by TCDD-activated aryl hydrocarbon receptor.

  PMID 41136526 · PMC12552753 · Scientific reports · 2025 · 8 claims · 6 setups

  Has reproduction · 71

  AHR-mediated lncRNA dysregulation may be a contributing mechanism in TCDD-elicited progression of steatosis to steatohepatitis with fibrosis

  liver mm39 bulk single-nuclei ahr

• Multi-Transcriptomic Analysis Reveals That EREG-Driven TME Crosstalk Defines Anti-EGFR Response in Colorectal Cancer.

  PMID 42043480 · PMC13115984 · Cancer medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  EGFRI eligibility (defined by left-sidedness, RAS/BRAF wild-type, MSS) stratifies cancer cell transcriptomic characteristics more strongly than sidedness alone.

  crc epcam+ aggregated cancer scrna-seq copy pseudobulk

• Ion-Channel-Mediated Drug Repurposing Opportunities Validated by Single-Cell Perturbation in Colorectal Cancer.

  PMID 42074061 · PMC13116841 · International journal of molecular sciences · 2026 · 8 claims · 6 setups

  Full-text index only

  WGCNA on CRC transcriptomes identified 100 hub genes spanning three functional programs: ribosomal biogenesis, RNA processing, and immune

  crc independent hct116 bulk protein-protein vgae-based

• Reciprocal regulation of fibroblast-macrophage equilibrium governs skin integrity.

  PMID 41760904 · PMC13043295 · Nature immunology · 2026 · 8 claims · 8 setups

  Full-text index only

  Dpt+ fibroblasts are required to maintain skin macrophage populations in vivo; their depletion reduces CD64+ and CD11c+ macrophages

  facs-sorted skin dpt+ scrna-seq flow cellchat

• Development of a pediatric immune cell atlas and characterization of CD4+ T cells in food allergy.

  PMID 42025535 · PMC13105851 · Pediatric allergy and immunology : official publication of the European Society of Pediatric Allergy and Immunology · 2026 · 8 claims · 8 setups

  Full-text index only

  A pediatric single-cell PBMC reference atlas was developed from 57 healthy children across 8 public scRNA-seq studies.

  pbmcs cd3+ cd4+ memory scrna-seq pseudobulk bulk

• A single-cell survey of Drosophila blood.

  PMID 32396065 · PMC7237219 · eLife · 2020 · 8 claims · 6 setups

  Has reproduction · 94

  scRNA-seq of Drosophila larval hemocytes across unwounded, wounded, and wasp-infested conditions resolves 17 clusters spanning plasmatocytes, crystal cells, lamellocytes, and a non-hemocyte population.

  drosophila single-cell quantitative bulk

• Transcription and potential functions of a novel XIST isoform in male peripheral glia.

  PMID 41386982 · PMC12863056 · Genome research · 2026 · 8 claims · 8 setups

  Full-text index only

  XIST is robustly expressed in male peripheral glia, particularly nonmyelinating Schwann cells, across human heart and skeletal muscle tissue.

  heart skeletal atlas peripheral scrna-seq aggregated scatac-seq

• Monocytes Defined by Platelet Interactions and Oxidative Stress Signaling Underlie HIV-Associated Atherosclerosis.

  PMID 41823228 · PMC13055746 · Journal of the American Heart Association · 2026 · 8 claims · 8 setups

  Full-text index only

  Two monocyte clusters (platelet-monocyte complex [PMC] and CD14+ monocytes) contribute independently to vascular immune dysregulation in PLWH

  circulating plasma platelet-monocyte cd14+ single-cell plasma bulk

• An integrative single-nucleus multiomic atlas of the human left ventricle identifies gene regulatory network dynamics across cardiac development, aging, and disease.

  PMID 41937210 · PMC13067603 · Genome biology · 2026 · 8 claims · 8 setups

  Full-text index only

  Constructed an integrated multiomic atlas of the human left ventricle combining ~2.3M snRNA-seq nuclei from 299 donors and ~690K snATAC-seq nuclei from 106 donors

  left heart cardiac snrna-seq snatac-seq bulk

• Single-cell atlas of the developing Down syndrome brain cortex.

  PMID 41545595 · PMC13004680 · Nature medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  RORB/FOXP1-expressing L4-like excitatory neurons are subtype-specifically and dramatically reduced in Down syndrome fetal cortex, especially at later stages (PCW16-20)

  fetal excitatory neural humanized single-nucleus immunostaining compositional

• Enhancing KLF15 activity in cardiomyocytes: a novel approach to prevent pathological reprogramming and fibrosis via nuclease-deficient dCas9VPR.

  PMID 41771837 · PMC12953643 · Signal transduction and targeted therapy · 2026 · 8 claims · 8 setups

  Full-text index only

  KLF15 transcriptional activity shows the most significant change among TFs in pathological cardiomyocytes during progressive hypertrophic remodeling, reflecting less effective repression of disease-associated genes.

  ventricular heart cardiomyocytes cardiomyocyte single-cell rt-qpcr bulk

• Single-cell transcriptomics identifies regulatory T cell heterogeneity in gestational diabetes mellitus.

  PMID 41933176 · PMC13223204 · Communications medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  Treg cluster proportions do not significantly differ between GDM and healthy control patients

  sorted pbmcs treg gdm-patient single-cell mass gene