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).

• S3RL: Enhancing Spatial Single-Cell Transcriptomics With Separable Representation Learning.

  PMID 41556263 · PMC13042551 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  S3RL is a separable representation learning framework that denoises sparse spatial transcriptomic data and enhances biologically relevant signals by integrating gene expression, spatial coordinates, and histological image features.

  dorsolateral dlpfc nanostring spatial cell-type multi-platform

• Topography-aware optimal transport for alignment of spatial omics data.

  PMID 41916307 · PMC13107060 · Cell reports methods · 2026 · 7 claims · 4 setups

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  TOAST extends the classical FGW objective by adding a spatial coherence term and a neighborhood consistency term to model local spatial organization and molecular heterogeneity.

  simulated dorsolateral simulated multislice ablation

• SMART: spatial multi-omic aggregation using graph neural networks and metric learning.

  PMID 41896208 · PMC13031631 · Nature communications · 2026 · 8 claims · 5 setups

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  SMART accurately identifies spatial regions of anatomical structures and is compatible with spatial datasets of any type and number of omics layers

  simulated lymph brain spleen simulated spatial multi-section

• SpaGene: A Deep Adversarial Framework for Spatial Gene Imputation.

  PMID 42146899 · PMC13176606 · Computational and structural biotechnology journal · 2026 · 8 claims · 6 setups

  Has reproduction · 74

  SpaGene improves average PCC and SSIM and reduces RMSE compared to 6 baseline methods (SpaGE, gimVI, Tangram, VISTA, spRefine, stDiff) across 8 diverse ST-SC dataset pairs under gene-holdout evaluation.

  pairs nanostring st-sc osmfish_zeisel st-sc 5-fold spatially

• VISTA uncovers missing gene expression and spatial-induced information for spatial transcriptomic data analysis.

  PMID 41507434 · PMC12891734 · Communications biology · 2026 · 8 claims · 6 setups

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  VISTA predicts unmeasured gene expression in subcellular spatial transcriptomic data by integrating scRNA-seq and SST through variational inference and geometric deep learning with built-in uncertainty quantification

  brain breast embryo muscle imaging-based sequencing spot-based

• Dual mechanisms of supporting cell regeneration in the neonatal mouse cochlea.

  PMID 41867623 · PMC13000480 · iScience · 2026 · 8 claims · 8 setups

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  GER cells regenerate IPhCs through both mitotic and non-mitotic mechanisms

  neonatal lgr5dtr ki67creert2 epcam+ whole-mount edu genetic

• A macrophage-induced subpopulation of mesenchymal cells expressing Fcer1g contributes to wound-induced fibrosis.

  PMID 41680182 · PMC13009336 · Nature communications · 2026 · 8 claims · 7 setups

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  Early-phase macrophage depletion (MaFIA + AP20187) reduces fibrosis/scar area and mesenchymal cell numbers without delaying reepithelialization or angiogenesis.

  mafia nih pdgfra-rtta flow excisional immunofluorescence