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).

• Comparative multi-omic analysis reveals conserved and derived mechanisms of fin and limb regeneration.

  PMID 41571662 · PMC12923738 · Nature communications · 2026 · 8 claims · 8 setups

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  Fin and limb regeneration share conserved proximal and distal blastema territory markers, DNA damage repair activation, hif1a-mediated hypoxia response, and sequential pro-/anti-inflammatory gene programs.

  polypterus axolotl zebrafish regenerating single-nucleus spatial single-cell

• transFusion: a novel comprehensive platform for integration analysis of single-cell and spatial transcriptomics.

  PMID 41645434 · PMC12930851 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

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  transFusion is a comprehensive, web-based platform for integrated analysis of scRNA-seq and 10x Visium spatial transcriptomics data requiring no parameter configuration

  breast scrna-seq 10x cellphonedb

• DANST enables cell-type deconvolution in spatial transcriptomics using deep domain adversarial neural networks.

  PMID 41663685 · PMC12996496 · Communications biology · 2026 · 7 claims · 6 setups

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  DANST, a deconvolution framework using deep domain adversarial neural networks, achieves superior cell-type deconvolution accuracy compared with existing methods on human and mouse benchmark datasets

  heart cortex visual brain spatial cell-type

• Calibrating tissue level PDE models of ligand dynamics using single cell and spatial transcriptomics data.

  PMID 41714655 · PMC13039149 · NPJ systems biology and applications · 2026 · 8 claims · 8 setups

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  scRNA-seq and spatial transcriptomics data provide a rich, underused source of information for calibrating tissue-scale PDE models of ligand dynamics.

  skin combined annotated scrna-seq single-cell spatial cell2location

• Reconstructing single-cell resolution from spatial transcriptomics with CellRefiner.

  PMID 41760664 · PMC13066420 · Nature communications · 2026 · 8 claims · 8 setups

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  CellRefiner is a physical/particle-based model (subcellular element method) that integrates scRNA-seq and spatial transcriptomics data to reconstruct single-cell resolution spatial data

  hypothalamic embryo hippocampus visual merfish seqfish slide-seqv2

• Spatial transcriptomics demonstrates the role of CD4 T cells in effector CD8 T cell differentiation during chronic viral infection.

  PMID 36450262 · PMC9792173 · Cell reports · 2022 · 8 claims · 6 setups

  Has reproduction · 50

  IL-21-producing Tfh CD4 T cells repopulate after CD4 depletion but remain at reduced frequency compared with control mice

  cd44+ splenocytes spleen tcr scrna-seq flow spatial

• scSurv: a deep generative model for single-cell survival analysis.

  PMID 41429574 · PMC12797213 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

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  scSurv combines a Cox proportional hazards model with a deep generative model (VAE) of single-cell transcriptomes to estimate individual cellular contributions to clinical outcomes

  simulated tcga melanoma renal scrna-seq bulk single-cell

• Spatial Transcriptomics of Human Decidua Identifies Molecular Signatures in Recurrent Pregnancy Loss.

  PMID 41031483 · PMC13242933 · Genomics, proteomics & bioinformatics · 2026 · 7 claims · 8 setups

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  The human decidua contains two coherent spatial domains, the implantation zone (IZ) and glandular-secretory zone (GZ), corresponding to the decidua compacta and spongiosa

  first-trimester decidual spots dnk 10x h&e type

• PreTSA: computationally efficient modeling of temporal and spatial gene expression patterns.

  PMID 41673899 · PMC12998178 · Genome biology · 2026 · 7 claims · 8 setups

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  PreTSA dramatically reduces computational time and memory versus GAM (Monocle, TSCAN) and PseudotimeDE for identifying temporally variable genes (TVGs) while producing highly similar results

  simulated null pbmc pancreas pseudotime tvg false-positive

• STAN, a computational framework for inferring spatially informed transcription factor activity.

  PMID 41521668 · PMC12784991 · Nucleic acids research · 2026 · 7 claims · 7 setups

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  STAN, a linear mixed-effects (spatially weighted regression) model, integrates TF-target gene priors, gene expression, spatial coordinates, and histological image features to predict spot-specific TF activity in spatial transcriptomics data

  lymph glioblastoma breast dorsolateral spatial scrna-seq

• 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

• sCellST predicts single-cell gene expression from H& E images.

  PMID 41513659 · PMC12858858 · Nature communications · 2026 · 7 claims · 6 setups

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  sCellST is a weakly supervised (Multiple Instance Learning) deep learning framework that predicts single-cell gene expression from H&E images alone, trained using paired spatial transcriptomics (Visium) and H&E slides

  ovarian kidney prostate breast simulation spot-level nucleus

• Spatial transcriptomics reveals altered communities and drivers of aberrant epithelia and pro-fibrotic fibroblasts in interstitial lung diseases.

  PMID 41576947 · PMC12985369 · Cell genomics · 2026 · 7 claims · 7 setups

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  snRNA-seq census of 227,680 nuclei across 48 cell types reveals altered cellular states and compositional rewiring of the distal lung in ILD

  frozen lung flash-frozen spatial single-nucleus scrna-seq 10x

• Single-cell and spatial transcriptomic profiling of cardiac fibroblasts following myocardial infarction.

  PMID 41526391 · PMC12890913 · Scientific data · 2026 · 7 claims · 6 setups

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  Cthrc1+ Reparative Cardiac Fibroblasts (RCFs) are the primary driver of the cardiac healing process after myocardial infarction

  col1α1-gfp+ heart frozen bulk single-cell spatial

• Tumor cell villages define the co-dependency of tumor and microenvironment in liver cancer.

  PMID 41723121 · PMC12932787 · Nature communications · 2026 · 8 claims · 8 setups

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  Different tumor cell transcriptomic states organize into distinct spatial clusters, or 'villages', each supported by a unique surrounding microenvironment

  liver malignant non-malignant tumor single-cell immunofluorescence non-negative

• LIMCH1-enriched extracellular vesicles promote vascular permeability in early-onset preeclampsia.

  PMID 41604492 · PMC12851021 · Science advances · 2026 · 8 claims · 8 setups

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  LIMCH1 is identified as an Eo-PE-associated EV protein via serum sEV proteomics combined with GEO placental transcriptome datasets

  serum placenta jar huvecs lc-ms exoview nanoflow

• Novel fatty acid metabolism-related molecular subtyping and prognostic signature for breast cancer.

  PMID 41674979 · PMC12885896 · Translational cancer research · 2026 · 8 claims · 8 setups

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  A FAM-related gene prognostic model (FAMGM) built using CoxBoost and random survival forest was identified as the optimal model among 101 machine learning combinations, based on highest average C-index across TCGA-BRCA and GSE96058 cohorts

  tcga-brca gse96058 brca breast bulk single-cell spatial

• Targeting the Lipid Metabolism Proteins FASN and GPAM in Alveolar Type II Cells Decreases Lung Metastasis.

  PMID 41778850 · PMC7619144 · Cancer discovery · 2026 · 7 claims · 8 setups

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  AT2 cells and surfactant lipids (e.g., PC, PE, PI, PG) are enriched in the vicinity of breast cancer lung metastases in both patients and mice

  postmortem lungs lung at2 immunohistochemistry maldi-msi longitudinal