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).

• scXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning.

  PMID 41507436 · PMC12859067 · Communications biology · 2026 · 7 claims · 7 setups

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  scXDR outperforms seven methods that transfer drug response information from bulk RNA-seq to single-cell data, across all four evaluated scenarios

  single-cell scrna-seq scxdr gse117872 heterogeneous benchmarking type

• 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

• PAH-former: Transfer learning for efficient discovery of pulmonary arterial hypertension-associated genes.

  PMID 41790620 · PMC12965534 · PloS one · 2026 · 7 claims · 7 setups

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  PAH-former, a Geneformer model fine-tuned on public PAH scRNA-seq data, can perform in silico perturbation to identify and rank candidate PAH disease-associated genes

  pah scrna-seq pah-former candidate scrna-seq transfer perturbation

• Artificial Intelligence Approach in Machine Learning-Based Modeling and Networking of the Coronavirus Pathogenesis Pathway.

  PMID 40699865 · PMC12191508 · Current issues in molecular biology · 2025 · 8 claims · 8 setups

  Has reproduction

  The coronavirus pathogenesis pathway is activated in SARS-CoV-2-infected iPSC-derived cardiac cells and in SARS-CoV/SARS-CoV-2-infected LUAD cells

  ace2-transfected calu-3 luad ipsc-derived ipa sequencing convolutional

• Chemical genomics: what will it take and who gets to play?

  PMID 11423004 · PMC138939 · Genome biology · 2001 · 8 claims · 8 setups

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  Scaling chemical genetics to a genome-wide 'chemical genomics' requires large, well-funded, multidisciplinary centers that integrate compound libraries, protein resources, automation, and profiling technology, and freely distribute data and reagents.

  iccb fluorescently yeast engineered cell-based small-molecule expression

• STARR-CRAAVT: A platform to identify cell type-specific regulatory elements for next-generation gene therapy.

  PMID 42006344 · PMC13091475 · iScience · 2026 · 7 claims · 7 setups

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  STARR-CRAAVT enables high-throughput identification of enhancers in the AAV genome context using capture-based, in silico-tailored candidate libraries

  hepatocellular sheared aav hepg2 atac-seq targeted ngs

• TOPK Suppresses the CD8(+) T Cell Antitumor Immunity via Modulation of IRF5 Expression.

  PMID 41868885 · PMC13003159 · Cancer communications (London, England) · 2026 · 8 claims · 8 setups

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  A TOPK+ subset of tumor-infiltrating CD8+ T cells exists in melanoma at higher frequency than in normal lymph nodes and shows suppressed cytotoxic/cytokine programs.

  tumor-infiltrating melanoma b16-f10 unspecified scrna-seq flow multiplex

• CLAMP: predicting specific protein-mediated chromatin loops in diverse species with a chromatin accessibility language model.

  PMID 41555433 · PMC12903630 · Genome biology · 2026 · 8 claims · 8 setups

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  CLAMP, a chromatin-accessibility language model, predicts protein-mediated chromatin loops across 10 species, 18 proteins, and 24 cell types with superior performance versus existing methods.

  species gm12878 types chromatin cross-protein cross-cell-type

• Distal enhancers regulate mammalian early embryonic lineage differentiation through long-range interactions.

  PMID 41562256 · PMC12820533 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  Lineage-specific H3K27ac is predominantly enriched at distal enhancers rather than promoters, indicating first-lineage differentiation relies on distal enhancer activity

  pre-implantation low-cell-number 8-cell zygotes cut&tag atac-seq sequencing