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).

• Deep-learning prediction of gene expression from personal genomes.

  PMID 41495833 · PMC12869966 · Genome biology · 2026 · 8 claims · 8 setups

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  Fine-tuning Enformer on paired personal WGS and RNA-seq data (Variformer) corrects Enformer's failure to predict inter-individual gene expression differences across held-out people.

  gtex rosmap same monocyte paired mutagenesis chromhmm

• AI-guided multi-omics analysis identifies NPC1-modulated susceptibility to SARS-CoV-2 infection under PM(2.5) exposure.

  PMID 41912520 · PMC13194984 · Nature communications · 2026 · 8 claims · 6 setups

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  A fine-tuned Geneformer (single-cell transcriptomics transformer) model classifies PM2.5 exposure status and generalizes better than BERT models trained from scratch, especially with limited data.

  lung fine-tuned biobank single-cell bulk gene

• scLong: a billion-parameter foundation model for capturing long-range gene context in single-cell transcriptomics.

  PMID 41639087 · PMC12982784 · Nature communications · 2026 · 7 claims · 4 setups

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  scLong performs self-attention across all ~27,874 human genes, including lowly expressed ones, to capture long-range gene dependencies missed by models restricted to highly expressed gene subsets

  million norman self-supervised transcriptional genetic

• The gene expression landscape of disease genes.

  PMID 41664080 · PMC12983648 · Genome biology · 2026 · 8 claims · 8 setups

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  In tissues and cell types with established disease relevance, disease genes show higher and more specific gene expression than control genes

  gtex pubmed tabula archs4 differential magma anderson-darling

• Multi-INTACT: integrative analysis of the genome, transcriptome, and proteome identifies causal mechanisms of complex traits.

  PMID 39901160 · PMC11789355 · Genome biology · 2025 · 8 claims · 2 setups

  Has reproduction · 86

  Multi-INTACT achieves higher power than existing single-gene-product methods while maintaining calibrated false discovery rates in simulations.

  simulated plasma multi-snp twas

• 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

• 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

• T1DBase, a community web-based resource for type 1 diabetes research.

  PMID 15608258 · PMC540049 · Nucleic acids research · 2005 · 8 claims · 6 setups

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  T1DBase is an integrated, open-access web resource that unifies genetic, genomic, and biological data to support type 1 diabetes (T1D) research

  pancreatic t1d tissues nod microarray genetic est-based

• Community assessment of methods to deconvolve cellular composition from bulk gene expression.

  PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups

  Has reproduction · 63

  Most deconvolution methods accurately predict coarse-grained immune/stromal cell populations from bulk expression.

  admixtures cancer tumor bulk bulk admixture crowdsourced

• NK2R control of energy expenditure and feeding to treat metabolic diseases.

  PMID 39537932 · PMC11602716 · Nature · 2024 · 8 claims · 8 setups

  Has reproduction · 87

  NK2R activation is sufficient to suppress appetite centrally and increase energy expenditure peripherally

  european-ancestry brain nk2r greenlandic gwas transcriptome-wide receptor

• PIK3CA-activating mutations and chemotherapy sensitivity in stage II-III breast cancer.

  PMID 18371219 · PMC2397526 · Breast cancer research : BCR · 2008 · 7 claims · 4 setups

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  PIK3CA mutations are not associated with altered sensitivity to preoperative anthracycline-based or taxane-based chemotherapy in ER-positive and ER-negative breast tumors

  tumor breast stage direct immunohistochemistry fluorescence

• Toxicoproteomics: a parallel approach to identifying biomarkers.

  PMID 12940285 · PMC1241639 · Environmental health perspectives · 2003 · 8 claims · 8 setups

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  Combining parallel DNA microarray and proteomic analyses on the same tissues merges microarray's gene discovery power with proteomics' ability to exploit post-translational modifications for biomarker identification.

  liver serum peptide digested two-dimensional seldi maldi

• TE-SCALE: a comprehensive database for exploring transposable element expression across human cancers at single-cell resolution.

  PMID 41296555 · PMC12807651 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  TE-SCALE is a comprehensive single-cell database integrating TE expression across 20 human cancer types and 12 tissue origins

  tumor quality-controlled scrna-seq metacells scrna-seq subfamily automated

• Conserved gene clusters in entomopathogenic filamentous fungi.

  PMID 42047519 · PMC13123250 · Genetics and molecular biology · 2026 · 8 claims · 6 setups

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  Most gene cluster families (GCFs) identified across Hypocreales are genus-specific or orphaned (singletons) rather than broadly conserved

  hypocreales predicted selected gcf genome gene fine

• Mutations in mRNA export mediator GLE1 result in a fetal motoneuron disease.

  PMID 18204449 · PMC2684619 · Nature genetics · 2008 · 8 claims · 8 setups

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  Mutations in GLE1, an mRNA export mediator, cause LCCS1

  lccs1 laahd finnish healthy genomic microsatellite carrier

• Genome sequence, comparative analysis, and population genetics of the domestic horse.

  PMID 19892987 · PMC3785132 · Science (New York, N.Y.) · 2009 · 8 claims · 7 setups

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  Produced a high-quality draft genome assembly of the domestic horse (EquCab2.0)

  single horse eight twelve genome fish chip-on-chip

• Genetic subtraction reveals divergent pathways and targets in anxiety-related and anxiety-independent TMD.

  PMID 41796324 · PMC13081294 · The journal of headache and pain · 2026 · 8 claims · 8 setups

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  Anxiety shows significant genetic correlation with TMD (rg=0.4417, p=1.98x10^-19)

  european tmd gwas gtex gwas gwas-by-subtraction bayesian

• Modeling nascent transcription from chromatin landscape and structure with CLASTER.

  PMID 41691282 · PMC13011747 · Genome biology · 2026 · 7 claims · 8 setups

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  CLASTER, a deep neural network combining chromatin landscape tracks and 3D contact maps, accurately predicts kilobasepair-resolution nascent RNA (EU-seq) profiles in a DNA-sequence-agnostic manner

  embryonic mescs chromatin k562 eu-seq chip-seq micro-c

• Multi-ancestry GWAS of age-related hearing loss identifies 140 loci and key cellular mechanisms.

  PMID 41723152 · PMC13172361 · Nature communications · 2026 · 8 claims · 8 setups

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  A multi-ancestry GWAS meta-analysis of 456,613 cases and 1,053,834 controls identifies 140 independent loci associated with ARHL, including 44 novel signals.

  multi-ancestry gwas finngen biobank gwas score sbayess

• Shared genetic and neuroimmune architecture links type 1 diabetes with neurocognitive traits.

  PMID 41826324 · PMC13139607 · Nature communications · 2026 · 8 claims · 8 setups

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  T1D GWAS heritability is enriched in accessible chromatin of brain-resident cells, most notably microglia, across neurodevelopment into adulthood

  cortex single-nucleus gwas gtex stratified scavenge s-ldsc