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).

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

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

  Full-text index only

  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

  Full-text index only

  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

• Unveiling gene perturbation effects through gene regulatory networks inference from single-cell transcriptomic data.

  PMID 41984780 · PMC13082667 · PLoS computational biology · 2026 · 7 claims · 4 setups

  Full-text index only

  IGNITE is an unsupervised framework that infers directed, weighted, and signed GRNs directly from unperturbed scRNA-seq data using the inverse problem for a kinetic Ising model.

  pluripotent scrna-seq gene perturbation

• ISG15-driven immune modulation and tumor progression in breast cancer metastasis: insights from single-cell and spatial transcriptomics.

  PMID 41639695 · PMC12958617 · BMC medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  CSC proportion is elevated in lymph node metastatic tumor tissue (BRCA_LNMT) compared to primary tumor (BRCA_PT)

  4t1 brca tcga-brca top single-cell spatial bulk

• Learning collective multicellular dynamics with an interacting mean field neural SDE model.

  PMID 41564117 · PMC12854464 · PLoS computational biology · 2026 · 7 claims · 5 setups

  Full-text index only

  scIMF models multicellular dynamics as interacting diffusion processes using a McKean-Vlasov SDE solved via Neural SDE, with a Transformer-based cell-wise attention mechanism approximating the distribution-dependent drift term

  zebrafish embryonic pancreatic temporal umap cell-wise

• Cell-State-Specific Drug Responses are Associated With Differences in Signaling Network Wiring.

  PMID 41707849 · PMC13014938 · Molecular & cellular proteomics : MCP · 2026 · 8 claims · 4 setups

  Full-text index only

  Drug treatment effects propagate from the EGF-signaling pathway to other connected parts of the cellular signaling network, indicating altered signaling flow.

  epidermal single-cell scrna-seq immuno-staining

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

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

  Full-text index only

  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

• Bayesian inference of RNA velocity incorporating timepoints, lineage bifurcations, and count data.

  PMID 41860983 · PMC13021174 · PLoS computational biology · 2026 · 8 claims · 8 setups

  Full-text index only

  VeloVAE significantly outperforms previous RNA velocity methods in data fit, accuracy of inferred differentiation directions, and transcription rate estimation.

  pancreas developing induced embryo scrna-seq

• Immunoregulatory Roles of Tumor-Originated Pericytes Identified by Single-Cell Analysis in Glioblastoma.

  PMID 41001759 · PMC12713092 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025 · 8 claims · 8 setups

  Has reproduction

  CD146 (MCAM) is a superior surface marker for sorting GBM pericytes, labeling nearly all PDGFRβ+ pericytes with strong specificity, unlike NG2 which labels fewer vessel-associated pericytes.

  facs-sorted frozen dissociated scrna-seq scrna-seq immunofluorescence fluorescence-activated

• 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

• Deep learning linking mechanistic models to single-cell transcriptomics data reveals transcriptional bursting in response to DNA damage.

  PMID 41779826 · PMC12959883 · eLife · 2026 · 8 claims · 5 setups

  Full-text index only

  DeepTX is an interpretable, scalable deep learning inference framework that links mechanistic transcription models to scRNA-seq data to infer genome-wide transcriptional burst kinetics

  synthetic embryonic colorectal computational stochastic scrna-seq deep

• Single-cell RNA-sequencing of circulating tumour cells: A practical guide to workflow and translational applications.

  PMID 41053409 · PMC12500777 · Cancer metastasis reviews · 2025 · 8 claims · 8 setups

  Has reproduction

  A 12-step CTC-specific scRNA-seq workflow is proposed, spanning enrichment, single-cell sorting, sequencing, data pre-processing and downstream analysis, to overcome methodological inconsistencies in the field.

  ctcs pooled single neuroblastoma scrna-seq multi-omics

• Molecular interactome of HNRNPU reveals regulatory networks in neuronal differentiation and DNA methylation.

  PMID 41674383 · PMC12895067 · Nucleic acids research · 2026 · 7 claims · 8 setups

  Full-text index only

  HNRNPU forms extensive protein networks including an association with the mammalian SWI/SNF chromatin-remodeling complex

  ipsc-derived computational neocortical ip-ms formaldehyde alphapulldown expression-weighted

• Synthetic super-enhancers enable precision viral immunotherapy.

  PMID 41951744 · PMC13149004 · Nature · 2026 · 8 claims · 8 setups

  Full-text index only

  Synthetic super-enhancers (SSEs) assembled from validated 160 bp SOX2/SOX9-bound enhancer fragments achieve strong and highly selective transcriptional activity in glioblastoma stem cells (GSCs)

  gsc7 patient-derived seven id2904 luciferase flow chip-seq

• Single cell transcriptional evolution of myeloid leukemia of Down syndrome.

  PMID 42026063 · PMC13106683 · Nature communications · 2026 · 8 claims · 5 setups

  Full-text index only

  Transcriptional changes induced by TAM-defining GATA1 mutations are retained in and account for most of the ML-DS transcriptome, persisting even in progressive disease that has undergone further genetic evolution.

  foetal blasts leukaemias normal single-cell bulk whole-genome

• Charting spatial ligand-target activity using Renoir.

  PMID 42086556 · PMC13144314 · Nature communications · 2026 · 8 claims · 8 setups

  Full-text index only

  Renoir computes a neighborhood activity score for curated ligand-target pairs at each spatial spot/cell by integrating cell type abundance, cell type-specific mRNA abundance, receptor expression, gene entropy, and mutual information between ligand and target genes.

  intestine triple-negative dorsolateral dlpfc semi-synthetic spatial single-cell

• Distinct radial glia subtypes regulate midbrain dopaminergic neuron development.

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

  Full-text index only

  Rgl1 is the progenitor of the mesDA neuronal lineage

  embryonic developing wa09 bulk scrna-seq ligand-receptor

• A Plastic EMP1+ to LGR5+ Cell State Conversion as a Bypass to KRASG12D Pharmacologic Inhibition in Metastatic Colorectal Cancer.

  PMID 41128661 · PMC12877754 · Cancer discovery · 2026 · 8 claims · 8 setups

  Full-text index only

  RMC-9945 exerts durable antitumor activity in early-stage liver metastasis but has diminished therapeutic effect in advanced metastatic disease

  aktp colorectal drug single-cell rnascope

• Chemically guided single-cell transcriptomics reveals sulfotransferase-mediated scaffold remodeling in securinine biosynthesis.

  PMID 41577683 · PMC12929733 · Nature communications · 2026 · 8 claims · 8 setups

  Full-text index only

  FsMS is a ketoreductase that reduces premenisdaurilide to menisdaurilide

  suffruticosa synthetic nicotiana pacbio single-cell d2o

• bayesReact: expression-coupled regulatory motif analysis detects microRNA activity across cancers, tissues, and at the single-cell level.

  PMID 41657247 · PMC12884093 · Nucleic acids research · 2026 · 8 claims · 6 setups

  Full-text index only

  bayesReact is a novel fully Bayesian generative model for inferring regulatory motif (e.g., miRNA) activity from bulk or single-cell expression data

  tcga gtex stem embryonic paired semi-synthetic single-cell