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).

• 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

• GDSim: accurate simulation for single-cell transcriptomes based on the guided diffusion model.

  PMID 41978379 · PMC13076945 · Briefings in bioinformatics · 2026 · 8 claims · 4 setups

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  GDSim, a label-guided diffusion-based deep generative network, can simulate scRNA-seq data that closely reflects the true distribution of original data

  real simulated annotated scrna-seq subtype differential

• 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

• 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

• scComm: a contrastive learning framework for deciphering cell-cell communications at single-cell resolution.

  PMID 41877186 · PMC13134144 · Genome biology · 2026 · 8 claims · 7 setups

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  scComm infers cell-cell communications at single-cell resolution using a data-adaptive L-R weighting module and supervised contrastive learning (SupCon loss) to distinguish significant CCC events from background noise

  simulated spatial liver single-cell simulated spatial scrna-seq

• Single-Cell RNA-Seq Profiling of Transposable Element Expression in Human Peripheral Blood Cells During Viral Infections.

  PMID 41683713 · PMC12898442 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

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  TE expression is significantly higher in PBMCs from viral infection cohorts (and recovered individuals) compared to healthy controls

  pbmcs pbmc cd8+ single-cell cell-type expression

• Single-cell and spatial transcriptomics define 20E-driven developmental reprogramming in silkworm wing disc.

  PMID 41730863 · PMC13039787 · Nature communications · 2026 · 8 claims · 7 setups

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  Wing morphogenesis (Wm) cells act as central progenitors/differentiation hub, giving rise to epithelial and cuticle lineages under lineage-specific transcription factors

  mori spodoptera scrna-seq stereo-seq snrna-seq

• Analysis of microsatellite instability intensity in single-cell resolution with scMnT reveals tumor heterogeneity in colorectal cancer.

  PMID 41978385 · PMC13076935 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  scMnT identifies MSI cells and quantifies MSI intensity at single-cell resolution from scRNA-seq data using mononucleotide microsatellite allele length statistics

  crc cancer sc035 p20 scrna-seq snv msi

• Spatiotemporal Transcriptomics Characterizes Immune Microenvironment During Mouse Liver Aging.

  PMID 42010880 · PMC13096584 · Aging cell · 2026 · 8 claims · 8 setups

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  T cells are the immune cell population with the most pronounced transcriptomic alterations during liver aging

  liver nash cirrhotic hcc scrna-seq snrna-seq stereo-seq

• A sequence knowledge-guided deep learning method for single-cell multi-omics translation.

  PMID 41975483 · PMC13185235 · Genome biology · 2026 · 7 claims · 7 setups

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  scProTrans, a deep learning framework combining sequence knowledge (dna2vec gene embeddings, ProtT5 protein embeddings) with a cross-omics attention mechanism, translates single-cell transcriptome data into proteome profiles

  multi-omics pbmcs datasets fully cite-seq cross-technology tri-omics

• 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

• Metabolic reprogramming of tumor-associated macrophage clusters in ovarian cancer: a single-cell transcriptomic analysis and prognostic model.

  PMID 41933362 · PMC13173987 · BioData mining · 2026 · 8 claims · 7 setups

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  Single-cell analysis of integrated ovarian cancer datasets identifies 9 distinct mononuclear phagocyte clusters (MPC1-MPC9), of which MPC3, MPC5, and MPC7 are hypermetabolic

  ovarian mpc annotated tcga-oc single-cell gene pseudotime

• A global database for modeling tumor-immune cell communication.

  PMID 37438390 · PMC10338499 · Scientific data · 2023 · 7 claims · 6 setups

  Has reproduction · 66

  TICCom integrates 739 experimentally-validated or manually-curated TIC interactions collected from more than 3,000 literatures

  pubmed scrna-seq tcga basal manual scrna-seq bulk

• Inferring a spatial code of cell-cell interactions across a whole animal body.

  PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups

  Has reproduction · 90

  cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells

  elegans computational single-cell random genetic

• Single-cell epigenetic profiling reveals a tumor-intrinsic interferon response program in ccRCC tied to poor prognosis and BAP1 loss.

  PMID 41719400 · PMC12922754 · Science advances · 2026 · 8 claims · 8 setups

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  Subclustering of ccRCC tumor cells reveals four shared epigenetic programs (C0-C3) recurrent across patients, cohorts, and disease stages

  rcc internal tumor state-specific single-cell multiome copy

• AICellType: a large language model-based platform for accurate cell type annotation.

  PMID 42001469 · PMC13092268 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  Claude 3.5 Sonnet achieved the best overall performance among 79 benchmarked LLMs for cell type annotation, balancing accuracy, robustness, speed, and cost-efficiency

  single-cell immune pbmc in-house llm-based scrna-seq spatial

• Venezuelan equine encephalitis virus infection causes chronic neurobehavioral outcomes, cellular remodeling, and hippocampal single-cell transcriptomic changes.

  PMID 41950299 · PMC13089902 · PLoS pathogens · 2026 · 7 claims · 8 setups

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  VEEV infection causes persistent motor dysfunction, memory impairment, and reduced anxiety-like behavior up to 106 DPI

  c57bl pooled hippocampal scrna-seq elevated novel modified

• Expression Atlas in 2026: enabling FAIR and open expression data through community collaboration and integration.

  PMID 41370097 · PMC12807774 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  Expression Atlas has expanded to >4500 studies from 67 species, with increased proteomics coverage and updated GTEx tissue profiles

  species pig tissues gtex microarray bulk ms-based