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).

• Spatially resolved integrative analysis of transcriptomic and metabolomic changes in tissue injury studies.

  PMID 41501078 · PMC12780049 · Nature communications · 2026 · 8 claims · 7 setups

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  MAGPIE is a computational framework (Snakemake workflow) that co-registers Visium spatial transcriptomics with MSI metabolomics and tissue morphology images from same or consecutive sections

  lung brain publicly rodent spatial desi h&e

• 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

• 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

• 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

• 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

• SGCRNA: spectral clustering-guided co-expression network analysis without scale-free constraints for multi-omic data.

  PMID 41615289 · PMC12856952 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  WGCNA's reliance on a scale-free topology assumption is problematic because real co-expression networks do not consistently exhibit scale-free properties

  gse114007 gse261545 dryad.37pvmcvsg prjna762466 bulk spatial merfish

• Deciphering immune and cellular reprogramming during the progression from inflammatory bowel disease to colorectal cancer using multi-omics single-cell and spatial transcriptomics.

  PMID 42001187 · PMC13122952 · Journal of translational medicine · 2026 · 8 claims · 5 setups

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  CEACAM5 is consistently upregulated across Crohn's disease and ulcerative colitis samples and links epithelial activation in IBD to tumorigenic processes in CRC

  intestinal colorectal single-cell serum bulk single-cell spatial

• 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

• 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

• 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 maps host-gut microbiome biogeography at high resolution.

  PMID 41792309 · PMC13171632 · Nature microbiology · 2026 · 7 claims · 6 setups

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  Enzymatic in situ polyadenylation increases bacterial RNA recovery in oligo(dT)-based spatial transcriptomics arrays by up to ~100-fold while preserving host gene capture

  apc-deficient heart ileum fresh-frozen spatial high-resolution bulk

• 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

• Holliday junction recognition protein (HJURP) could reflect the clinical outcomes of lung adenocarcinoma patients, and impact the choice of precision therapy.

  PMID 39649097 · PMC11621083 · Frontiers in genetics · 2024 · 7 claims · 8 setups

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  HJURP is a significant prognostic biomarker in LUAD, with high expression associated with increased risk of overall survival death across four independent cohorts

  tcga-luad best brain advanced bulk kaplan-meier pearson

• 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

• Serial Spatial Transcriptomes Reveal Regulatory Transitions in Maize Leaf Development.

  PMID 41493197 · PMC13110159 · Plant biotechnology journal · 2026 · 8 claims · 5 setups

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  An optimised Visium spatial transcriptomics protocol (two-step OCT embedding combined with OCT-Immersion First cryopreservation) preserves high-integrity RNA from fragile plant tissues such as SAM

  maize integrated spatial integrity dimensional

• Spatial transcriptomics reveals the molecular signatures of prodromal and advanced α-synucleinopathy.

  PMID 41736854 · PMC12927100 · iScience · 2026 · 7 claims · 6 setups

  Has reproduction · 70

  Early-stage (prodromal) aSyn pathology in M83+/+ mouse brainstem is associated with upregulation of ATP/energy metabolism pathways (glycolysis, oxidative phosphorylation, fatty acid metabolism)

  sagittal st-derived spatial immunofluorescence cell-cell

• MultiSP deciphers tissue structure and multicellular communication from spatial multi-omics data.

  PMID 41650976 · PMC13174227 · Cell genomics · 2026 · 7 claims · 5 setups

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  MultiSP outperforms existing spatial and single-cell multi-omics integration methods in detecting biologically accurate spatial domains across multiple spatial multi-omics technologies and tissue types

  lymph embryo brain postnatal spatial misar-seq chromvar

• 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

• Robust characterization and interpretation of rare pathogenic cell populations from spatial omics using GARDEN.

  PMID 41547856 · PMC12917120 · Nature communications · 2026 · 8 claims · 8 setups

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  GARDEN identifies and characterizes rare pathogenic cell populations/regions in spatial omics by embedding graph-based dynamic attention into a spatially-aware graph fusion contrastive model

  breast anterior brain olfactory 10x starmap slide-seqv2