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).

• 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

• The Presence of CD11c+ B Cells with Potent Effector Memory Phenotype in Lung Adenocarcinoma Correlates with Overall Patient Survival.

  PMID 41686183 · PMC12988592 · Cancer immunology research · 2026 · 7 claims · 7 setups

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  CD79A is a reliable transcriptomic/protein quantifier of B lymphocytes across differentiation stages, unlike CD19/CD20 whose expression changes upon activation

  healthy tcga luad til-b flow bulk single-cell

• Tumor-specific but immunosuppressive CD39(+)CD8(+) T cells exhibit double-faceted roles in clear cell renal cell carcinoma.

  PMID 40961944 · PMC12629791 · Cell reports. Medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 88

  CD39+CD8+ TILs constitute a terminally exhausted, tumor-antigen-specific subset of CD8+ T cells

  memory sorted caix-specific cd39+pd-1bright scrna-seq bulk mhc

• Reciprocal regulation of fibroblast-macrophage equilibrium governs skin integrity.

  PMID 41760904 · PMC13043295 · Nature immunology · 2026 · 8 claims · 8 setups

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  Dpt+ fibroblasts are required to maintain skin macrophage populations in vivo; their depletion reduces CD64+ and CD11c+ macrophages

  facs-sorted skin dpt+ scrna-seq flow cellchat

• Tumour-intrinsic features shape T cell differentiation through precursor to symptomatic multiple myeloma.

  PMID 41644568 · PMC12982522 · Nature communications · 2026 · 8 claims · 6 setups

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  MM is not characterized by T cell exhaustion but by antigen-driven terminal memory differentiation, unlike solid cancers

  bone cd69+ cd8+ smm single-cell cite-seq gene

• Predictive modeling of molecular activity underlying physical cell-cell interactions.

  PMID 41672069 · PMC12946745 · Cell reports methods · 2026 · 8 claims · 5 setups

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  Gloss, an overlapping group lasso regression combining single-gene and curated pathway features, predicts LIPSTIC interaction intensity from scRNA-seq data

  tumor intestine mediastinal organs lipsticv1 ulipstic cite-seq

• Metabolic quiescence of naive-like memory T cells precedes and maintains antigen-specific T cell memory.

  PMID 41735532 · PMC12956582 · Nature immunology · 2026 · 8 claims · 8 setups

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  CD8+ T cells upregulate glycolysis to fuel anabolic needs for proliferation but predominantly use oxidative phosphorylation (OXPHOS) for energy production during the acute phase (days 7-28) after YFV vaccination

  peripheral cd8+ ns4b+ antigen-specific flow scrna-seq cite-seq

• Partially shared multi-modal embedding learns holistic representation of cell state.

  PMID 41741805 · PMC13021527 · Nature computational science · 2026 · 8 claims · 5 setups

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  APOLLO automatically learns partial information sharing between multiple data modalities using an autoencoder with a partially overlapping latent space trained via latent optimization.

  simulated paired single simulation scrna-seq multiplexed