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).

• 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

• Cross-modality representation and multi-sample integration of spatially resolved omics data.

  PMID 42114120 · PMC13160428 · Briefings in bioinformatics · 2026 · 7 claims · 4 setups

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  PRESENT is a contrastive learning-based integrative framework for cross-modality representation of spatial multi-omics data using omics-specific encoders (GAT + BNN) and distribution-aware decoders (ZINB for RNA, ZIP for ATAC)

  across spatial spatially multi-sample

• GAMMI: graph-guided contrastive and adversarial integration of single-cell and spatial multi-omics data.

  PMID 42108634 · PMC13158126 · Briefings in bioinformatics · 2026 · 6 claims · 5 setups

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  GAMMI consistently outperforms state-of-the-art integration methods (GLUE, Harmony, MIDAS, scMoMaT) in biological conservation and batch correction across five mosaic single-cell multi-omics benchmarks

  pbmc postmortem gse138852 gammi-derived multi-omics scrna-seq differential

• A cross-scale multimodal framework identifies clinically actionable immunotherapy biomarkers in melanoma through bulk to single-cell and spatial transcriptomics integration.

  PMID 41840725 · PMC13104449 · Human genomics · 2026 · 7 claims · 8 setups

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  Multi-omics consensus clustering (MOVICS) identifies two distinct SKCM molecular subtypes, CS1 and CS2

  tcga-skcm meta-geo gtex melanoma multi-omics bulk transcriptome-wide

• Spatial cartography of human thymus enables the geopositioning of lineage transcription factors in rare mimetic thymic epithelial cells.

  PMID 41807357 · PMC13102919 · Nature communications · 2026 · 7 claims · 7 setups

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  Generated a high-resolution spatial transcriptomic atlas of human fetal (13,14,17,18w) and paediatric (7w,2y,5y,6y) thymi using Stereo-seq, integrated with scRNA-seq and MACSima/Stereo-CITE proteomics

  fetal paediatric thymus stereo-seq scrna-seq macsima

• Cell neighborhood topology directs rare cell population identification.

  PMID 41912521 · PMC13199379 · Nature communications · 2026 · 8 claims · 8 setups

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  RareQ is a framework that quantifies neighborhood connectivity (Q), a cell-specific measure of kNN-graph cliquishness, to detect rare cell populations from single-cell and spatial omics data

  downsampled pbmc brain simulated scrna-seq cite-seq single-cell

• Benchmarking LLM-based agents for single-cell omics analysis.

  PMID 41742311 · PMC13064268 · Genome biology · 2026 · 8 claims · 8 setups

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  Introduces a comprehensive benchmarking evaluation system comprising an open-source agent platform, 18 evaluation metrics across four dimensions, and 50 real-world single-cell omics tasks

  agent single-cell spatial scatac-seq llm-agent scrna-seq spatial

• Lactate and histone H3K18 lactylation are associated with metabolic control of gene expression in the retina.

  PMID 41950290 · PMC13095125 · PLoS genetics · 2026 · 8 claims · 8 setups

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  Enhanced ATP production during mouse retinal development is achieved primarily through an increase in glycolysis rather than mitochondrial respiration.

  retina histones histone retinal seahorse lactate-glo ldh