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Single-cell genomics improves the discovery of risk variants and genes of atrial fibrillation

Author

Listed:
  • Alan Selewa

    (The University of Chicago)

  • Kaixuan Luo

    (The University of Chicago)

  • Michael Wasney

    (The University of Chicago)

  • Linsin Smith

    (The University of Chicago)

  • Xiaotong Sun

    (The University of Chicago)

  • Chenwei Tang

    (The University of Chicago)

  • Heather Eckart

    (The University of Chicago)

  • Ivan P. Moskowitz

    (The University of Chicago
    The University of Chicago)

  • Anindita Basu

    (The University of Chicago)

  • Xin He

    (The University of Chicago)

  • Sebastian Pott

    (The University of Chicago)

Abstract

Genome-wide association studies (GWAS) have linked hundreds of loci to cardiac diseases. However, in most loci the causal variants and their target genes remain unknown. We developed a combined experimental and analytical approach that integrates single cell epigenomics with GWAS to prioritize risk variants and genes. We profiled accessible chromatin in single cells obtained from human hearts and leveraged the data to study genetics of Atrial Fibrillation (AF), the most common cardiac arrhythmia. Enrichment analysis of AF risk variants using cell-type-resolved open chromatin regions (OCRs) implicated cardiomyocytes as the main mediator of AF risk. We then performed statistical fine-mapping, leveraging the information in OCRs, and identified putative causal variants in 122 AF-associated loci. Taking advantage of the fine-mapping results, our novel statistical procedure for gene discovery prioritized 46 high-confidence risk genes, highlighting transcription factors and signal transduction pathways important for heart development. In summary, our analysis provides a comprehensive map of AF risk variants and genes, and a general framework to integrate single-cell genomics with genetic studies of complex traits.

Suggested Citation

  • Alan Selewa & Kaixuan Luo & Michael Wasney & Linsin Smith & Xiaotong Sun & Chenwei Tang & Heather Eckart & Ivan P. Moskowitz & Anindita Basu & Xin He & Sebastian Pott, 2023. "Single-cell genomics improves the discovery of risk variants and genes of atrial fibrillation," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-40505-5
    DOI: 10.1038/s41467-023-40505-5
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