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Fine mapping spatiotemporal mechanisms of genetic variants underlying cardiac traits and disease

Author

Listed:
  • Matteo D’Antonio

    (University of California San Diego
    University of California, San Diego
    University of California San Diego)

  • Jennifer P. Nguyen

    (University of California, San Diego
    University of California, San Diego)

  • Timothy D. Arthur

    (University of California, San Diego
    University of California, San Diego)

  • Hiroko Matsui

    (University of California San Diego)

  • Agnieszka D’Antonio-Chronowska

    (University of California San Diego)

  • Kelly A. Frazer

    (University of California San Diego
    University of California San Diego)

Abstract

The causal variants and genes underlying thousands of cardiac GWAS signals have yet to be identified. Here, we leverage spatiotemporal information on 966 RNA-seq cardiac samples and perform an expression quantitative trait locus (eQTL) analysis detecting eQTLs considering both eGenes and eIsoforms. We identify 2,578 eQTLs associated with a specific developmental stage-, tissue- and/or cell type. Colocalization between eQTL and GWAS signals of five cardiac traits identified variants with high posterior probabilities for being causal in 210 GWAS loci. Pulse pressure GWAS loci are enriched for colocalization with fetal- and smooth muscle- eQTLs; pulse rate with adult- and cardiac muscle- eQTLs; and atrial fibrillation with cardiac muscle- eQTLs. Fine mapping identifies 79 credible sets with five or fewer SNPs, of which 15 were associated with spatiotemporal eQTLs. Our study shows that many cardiac GWAS variants impact traits and disease in a developmental stage-, tissue- and/or cell type-specific fashion.

Suggested Citation

  • Matteo D’Antonio & Jennifer P. Nguyen & Timothy D. Arthur & Hiroko Matsui & Agnieszka D’Antonio-Chronowska & Kelly A. Frazer, 2023. "Fine mapping spatiotemporal mechanisms of genetic variants underlying cardiac traits and disease," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-36638-2
    DOI: 10.1038/s41467-023-36638-2
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    References listed on IDEAS

    as
    1. Margaret K. R. Donovan & Agnieszka D’Antonio-Chronowska & Matteo D’Antonio & Kelly A. Frazer, 2020. "Author Correction: Cellular deconvolution of GTEx tissues powers discovery of disease and cell-type associated regulatory variants," Nature Communications, Nature, vol. 11(1), pages 1-1, December.
    2. Margaret K. R. Donovan & Agnieszka D’Antonio-Chronowska & Matteo D’Antonio & Kelly A. Frazer, 2020. "Cellular deconvolution of GTEx tissues powers discovery of disease and cell-type associated regulatory variants," Nature Communications, Nature, vol. 11(1), pages 1-14, December.
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