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).

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

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

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  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

• Interpretable learning of temporal cellular dynamics from single-cell data.

  PMID 41875867 · PMC13030976 · Cell reports methods · 2026 · 7 claims · 7 setups

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  NeuroVelo couples a linear latent phase-space projection with a non-linear neural ODE, using RNA velocity as a physics-informed loss penalty, to jointly model cellular dynamics and enable gene-level interpretability

  gastrulation bone pancreatic cancer scrna-seq chip-seq computational

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

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

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  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

• Persistence of alveolar fibroblast-derived ADAMTS4+ cells in a preclinical model of delayed pulmonary fibrosis resolution.

  PMID 42103706 · PMC13156320 · Nature communications · 2026 · 8 claims · 8 setups

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  Lipofibroblasts (LIFs/AF1) differentiate into myofibroblasts during fibrogenesis, with the reverse (MyoFB-to-LIF) trajectory occurring during fibrosis resolution

  aged live facs-sorted scrna-seq h&e masson's rnascope

• Single-Cell Mitochondrial Lineage Tracing Decodes Fate Decision and Spatial Clonal Architecture in Human Hematopoietic Organoids.

  PMID 41560697 · PMC13042525 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  Mitochondrial somatic mutations from scRNA-seq can be repurposed as endogenous genetic barcodes for lineage tracing in hPSC-derived organoids.

  hpsc hemo larry-barcoded pdgfrα+ scrna-seq mitochondrial cospar

• Multi-modal skin atlas identifies a multicellular immune-stromal community associated with disrupted cornification and specific T cell expansion in atopic dermatitis.

  PMID 41741455 · PMC13057205 · Nature communications · 2026 · 8 claims · 8 setups

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  Generated a multi-modal single-cell atlas of 280,518 cells from 27 samples/17 adults (healthy, AD non-lesional/lesional, scleroderma), integrated with 430,186 cells from four prior studies into a 710,704-cell human skin atlas with 86 annotated granular cell subsets.

  skin healthy keratinocytes re-annotated droplet-based scrna-seq bulk

• Dynamic single-cell transcriptomics reveals lsamp-guided neural network formation in male S. japonicum driving female reproduction.

  PMID 41571647 · PMC12905319 · Nature communications · 2026 · 8 claims · 8 setups

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  Generated a high-resolution single-cell transcriptomic atlas of 104,671 cells from male and female S. japonicum across four developmental stages, identifying 76 distinct cell populations

  dissociated japonicum reproductive gscs single-cell fluorescence-activated whole-mount

• Single cell snapshot analyses under proper representation reveal that epithelial-mesenchymal transition couples at G1 and G2/M.

  PMID 41611829 · PMC12894973 · Communications biology · 2026 · 7 claims · 8 setups

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  TGF-β induced EMT in MCF10A cells follows two broad paths that arise from coupling between cell cycle and EMT at either the G1 or G2/M phase

  mcf10a scrna-seq vector pseudotime

• High-quality acinar cell isolation enables single-cell analysis of healthy and injured pancreas.

  PMID 42013858 · PMC13198085 · Cell reports methods · 2026 · 8 claims · 7 setups

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  The DCTC protocol isolates up to 90% acinar cells from healthy wild-type pancreatic tissue without cell fixation or dead-cell removal kits

  healthy pancreas epithelial kpc scrna-seq pseudobulk velocity

• Multimodal profiling of pancreatic cancer reveals a TIMP-1-dominated secretory profile determining pro-tumor immunoinstruction in human cancers.

  PMID 41564862 · PMC12866174 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  A 19-factor cancer-immunoinstructive secretory signature (CISS) is present across multiple human cancers and correlates with pro-tumorigenic tumor microenvironments and poor patient survival.

  pancreatic kpc pdac tcga-paad rna-seq bulk proteomics