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).

• 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

• ProtoCloud: A prototypical self-explaining model for single-cell analysis.

  PMID 41997134 · PMC13261663 · Cell genomics · 2026 · 8 claims · 8 setups

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  ProtoCloud matches or outperforms existing annotation methods across 11 large-scale datasets, particularly for rare cell types

  diverse pbmc10k pbmc30k tsca scrna-seq latent gene

• scDecorr: feature decorrelation based representation learning enables self-supervised alignment of multiple single-cell experiments.

  PMID 42056283 · PMC13128840 · Scientific reports · 2026 · 7 claims · 1 setups

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  scDecorr learns robust cell representations of unlabelled single-cell experiments in a negative-sample-free self-supervised fashion using feature decorrelation

  datasets scrna-seq

• 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

• SpaJoint: a transfer learning method for spatial transcriptomics deconvolution.

  PMID 41955028 · PMC13069903 · Briefings in bioinformatics · 2026 · 8 claims · 1 setups

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  SpaJoint is a transfer-learning-based deconvolution method that integrates scRNA-seq and ST gene expression while accounting for spatial correlation across spots.

  simulated spatial

• 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

• CellPredX, a computational framework for cross-data type, cross-sample, and cross-protocol cell type annotation through domain adaptation and deep metric learning.

  PMID 41481570 · PMC12758788 · PLoS computational biology · 2026 · 8 claims · 7 setups

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  CellPredX is a unified semi-supervised framework integrating domain adaptation and deep metric learning to align heterogeneous embeddings for cross-modality cell type annotation.

  pbmc fetal pancreas gse149683 matched unmatched cross-protocol

• 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

• Parameter-efficient fine-tuning enables scalable transfer of regulatory sequence models to novel contexts.

  PMID 41618434 · PMC12930932 · Genome biology · 2026 · 8 claims · 7 setups

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  PEFT enables accurate transfer of Borzoi to new datasets while significantly reducing GPU memory and runtime compared to joint training or full fine-tuning

  gtex encode wi-38 thp-1 bulk eqtl variant-flowfish

• Metabolic syndrome: from epidemiology to systems biology.

  PMID 18852695 · PMC2829312 · Nature reviews. Genetics · 2008 · 8 claims · 8 setups

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  MetSyn component traits (obesity, insulin resistance, dyslipidaemia, hypertension) exhibit causal interactions and common etiologies rather than being independent conditions

  populations rats adipose four genome-wide linkage gene

• 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

• Single-nucleus multiple-organ chromatin accessibility landscape in the adult rat.

  PMID 41632074 · PMC12954174 · GigaScience · 2026 · 8 claims · 5 setups

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  Generated a multi-organ snATAC-seq atlas of 9 adult rat organs comprising 25 libraries and over 110,000 cells

  organs publicly snatac-seq group-level snatac-seq scrna-seq gene

• Genetic analysis of Mycobacterium abscessus reveals genomic diversity linked to global plasmid distribution.

  PMID 41858613 · PMC12995706 · iScience · 2026 · 8 claims · 8 setups

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  Three novel plasmids (pMAB625-1, pMAB625-2, pMAB625-3) were identified in M. abscessus isolates Abs1-5, absent from type strain ATCC 19977.

  abscessus candidate whole-genome long-read antimicrobial

• Benchmarking component choices for unpaired single cell RNA and epigenomic integration.

  PMID 41987329 · PMC13192178 · Genome biology · 2026 · 7 claims · 8 setups

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  Gene activity scores (GAS) show limited correlation with actual gene expression but effectively preserve cellular neighborhood structure and support clustering.

  e18 pbmc brain kidney scrna-seq share-seq gas

• Genetic diversity among Enterococcus faecalis.

  PMID 17611618 · PMC1899230 · PloS one · 2007 · 7 claims · 7 setups

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  Virulence and antibiotic resistance traits are distributed across many diverse E. faecalis lineages rather than confined to one clade

  faecalis multi-locus dot pcr

• Spatial transcriptomics demonstrates the role of CD4 T cells in effector CD8 T cell differentiation during chronic viral infection.

  PMID 36450262 · PMC9792173 · Cell reports · 2022 · 8 claims · 6 setups

  Has reproduction · 50

  IL-21-producing Tfh CD4 T cells repopulate after CD4 depletion but remain at reduced frequency compared with control mice

  cd44+ splenocytes spleen tcr scrna-seq flow spatial

• Cancer cells copy migratory behavior and exchange signaling networks via extracellular vesicles.

  PMID 29907695 · PMC6068466 · The EMBO journal · 2018 · 8 claims · 8 setups

  Has reproduction · 46

  B16F1 and B16F10 melanoma subclones functionally exchange EVs in vivo, transferring Cre mRNA cargo detectable via a Cre-LoxP color-switch reporter system

  co-injected b16f1 locally 16.5k intravital cre-loxp rt-pcr

• Improvements to GALA and dbERGE II: databases featuring genomic sequence alignment, annotation and experimental results.

  PMID 15608239 · PMC539999 · Nucleic acids research · 2005 · 8 claims · 8 setups

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  GALA is now a set of interlinked relational databases covering five vertebrate species: human, chimpanzee, mouse, rat and chicken.

  chromosome genomic comparative phylohmmcons conserved

• Annexin A13 Protects Against Acute Kidney Injury by Inactivating TGF-β/Smad3 Signaling.

  PMID 41486854 · PMC12915081 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  ANXA13 is selectively downregulated in the kidneys of AKI patients and IRI- or cisplatin-induced AKI mice, primarily in proximal tubular cells

  kidney aki renal hek293t rna-seq immunohistochemistry serum