AI Article Synopsis

  • - Disease-associated SNPs are mainly regulatory and often do not point directly to target genes, complicating the understanding of their effects on diseases.
  • - The researchers developed a heritability-based combined S2G strategy (cS2G) that merges results from seven different linking strategies, achieving better performance in predicting gene associations with common diseases compared to individual methods.
  • - The cS2G approach was applied to data from the UK Biobank to predict over 5,000 causal SNP-gene-disease connections and found that a small percentage of genes accounted for a significant portion of the SNP-related heritability across diseases.

Article Abstract

Disease-associated single-nucleotide polymorphisms (SNPs) generally do not implicate target genes, as most disease SNPs are regulatory. Many SNP-to-gene (S2G) linking strategies have been developed to link regulatory SNPs to the genes that they regulate in cis. Here, we developed a heritability-based framework for evaluating and combining different S2G strategies to optimize their informativeness for common disease risk. Our optimal combined S2G strategy (cS2G) included seven constituent S2G strategies and achieved a precision of 0.75 and a recall of 0.33, more than doubling the recall of any individual strategy. We applied cS2G to fine-mapping results for 49 UK Biobank diseases/traits to predict 5,095 causal SNP-gene-disease triplets (with S2G-derived functional interpretation) with high confidence. We further applied cS2G to provide an empirical assessment of disease omnigenicity; we determined that the top 1% of genes explained roughly half of the SNP heritability linked to all genes and that gene-level architectures vary with variant allele frequency.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9894581PMC
http://dx.doi.org/10.1038/s41588-022-01087-yDOI Listing

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