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).

• Benchmarking RNA velocity methods across 17 independent studies.

  PMID 41916302 · PMC13106975 · Cell reports methods · 2026 · 8 claims · 6 setups

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  No single RNA velocity method exhibited superior performance across all accuracy, stability, and usability assessments

  scrna-seq same representative dyngen-simulated velocity cross-method downsampling

• Neural network-assisted RNA velocity imputation for empowering transcript dynamics-based analyses.

  PMID 41736867 · PMC12927306 · iScience · 2026 · 8 claims · 8 setups

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  NARVI, a deep neural network trained on expression-velocity relationships of passed genes, can impute RNA velocity for dropped genes that conventional tools (e.g., scVelo, UniTVelo) fail to calculate

  hematopoietic lung erythroid bone scrna-seq cross-validation

• 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

• 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

• Stage- and cluster-specific regulation of chondrogenic gene programs by Sox9 in mouse embryonic limb buds.

  PMID 41809054 · PMC12969044 · iScience · 2026 · 8 claims · 7 setups

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  scRNA-seq across five limb bud stages identifies four Sox9-high populations (chondroprogenitors 1, 2, 3, and mature chondrocytes) with distinct temporal dynamics

  forelimb scrna-seq cut&run embryo single-cell cut&run velocity

• Single-cell profiling reveals distinct populations of tumor-associated macrophages and metastatic tumor cells in breast cancer brain metastasis.

  PMID 42034645 · PMC13247122 · Cell death & disease · 2026 · 8 claims · 8 setups

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  Single-cell profiling of BCBM identifies 12 tumor-associated macrophage (TAM) subtypes and 5 metastatic tumor cell (MTC) subtypes with distinct transcriptional profiles

  brain breast scrna-seq tams scrna-seq bulk copy

• Interpretable trajectory inference with single-cell linear adaptive negative-binomial expression (scLANE) testing.

  PMID 41533563 · PMC12802912 · Nucleic acids research · 2026 · 8 claims · 3 setups

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  scLANE models gene expression as a piecewise negative-binomial GLM using truncated power basis (hinge) functions with adaptively chosen knots, yielding directly interpretable multiplicative effect sizes for trajectory differential expression

  zebrafish simulated diverse trajectory simulation

• 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

• FOXP1 is differentially active during development of murine vasopressin and oxytocin magnocellular neurons.

  PMID 42088346 · PMC13138059 · iScience · 2026 · 8 claims · 7 setups

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  FOXP1 participates in MCN development and is differentially active in OXT MCNs relative to AVP MCNs

  hypothalamus hypothalamic avp neuro-2a single-cell gene fate

• Chemotherapy-induced reactive myelopoiesis promotes expansion of immunosuppressive neutrophil-like monocytes in mice and humans.

  PMID 41945895 · PMC13232731 · JCI insight · 2026 · 8 claims · 8 setups

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  Monocytes from lymphoma patients receiving CTX-containing chemotherapy show variable, often chemotherapy-induced or -enhanced, immunosuppressive activity against T cells

  pbmcs bone sorted facs-sorted scrna-seq flow atac-seq