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).

• CellPolaris: Transfer Learning for Gene Regulatory Network Construction to Guide Cell State Transitions.

  PMID 41498638 · PMC12948241 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  CellPolaris is a unified computational framework performing TF-centered GRN construction, master TF identification, and TF perturbation simulation

  bulk previously round paired transfer-learning cross-species

• Genetic evidence supporting obesity as a risk factor for lung squamous cell carcinoma and the identification of MFAP1 as a shared genetic target.

  PMID 41820721 · PMC13096280 · Discover oncology · 2026 · 8 claims · 8 setups

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  BMI and LUSC show a significant positive genome-wide genetic correlation, robust to constrained-intercept sensitivity analysis and replicated by GNOVA.

  gwas gtex scrna-seq ldsc gnova ρ-hess

• Clonal CD8(+) T cells populate the leptomeninges and coordinate with immune cells in human degenerative brain diseases.

  PMID 41593242 · PMC12864034 · Nature immunology · 2026 · 8 claims · 6 setups

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  The human leptomeninges harbor substantial numbers of clonally expanded, tissue-resident memory CD8 T cells (ZNF683-high, CXCR6+, PD-1+)

  postmortem leptomeninges scrna-seq-derived leptomeningeal single-cell flow imaging

• Unveiling the early defense response dynamics in grapevines against Plasmopara viticola by single-cell transcriptomics.

  PMID 41593733 · PMC12918531 · Genome biology · 2026 · 8 claims · 5 setups

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  Generated the first single-cell transcriptome atlas (scRNA-seq + spRNA-seq) of grapevine leaves during P. viticola infection across four early time points (0, 3, 6, 12 hpi)

  vitis guard cabernet tissue-specific single-cell spatial pseudo-time

• Multiomics and deep learning dissect regulatory syntax in human development.

  PMID 41951735 · PMC13216069 · Nature · 2026 · 8 claims · 8 setups

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  The Human Development Multiomic Atlas (HDMA) is a single-cell atlas of chromatin accessibility and gene expression from 817,740 fetal cells across 12 organs, spanning 203 cell types

  fetal annotated embryo chrombpnet share-seq chromvar activity-by-contact

• Variant-resolved prediction of context-specific isoform variation with a graph-based attention model.

  PMID 41547351 · PMC13069856 · Cell genomics · 2026 · 8 claims · 8 setups

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  Otari, an attention-based graph neural network trained on long-read transcriptomes across 30 tissues/brain regions, predicts tissue-specific differential isoform abundance

  tissues genomic gtex hgmd long-read variant splice

• Human methylome variation across Infinium 450K data on the Gene Expression Omnibus.

  PMID 33937763 · PMC8061458 · NAR genomics and bioinformatics · 2021 · 8 claims · 8 setups

  Has reproduction · 88

  Among annotated HM450K GEO samples, about two-thirds were from blood, one-quarter from brain, and about one-third were from cancer patients.

  hm450k geo seven dnam beadarray regular-expression-based

• Evaluating deconvolution methods using real bulk RNA-expression data for robust prognostic insights across cancer types.

  PMID 41566530 · PMC12906006 · Genome biology · 2026 · 7 claims · 6 setups

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  Pseudobulk and real bulk RNA-seq deconvolution performance differ significantly, and method ranking consistency is lower between pseudobulk and real bulk than within either data type alone

  breast real colon tcga paired pseudobulk bulk