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CoPheScan: phenome-wide association studies accounting for linkage disequilibrium

Author

Listed:
  • Ichcha Manipur

    (University of Cambridge
    University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus)

  • Guillermo Reales

    (University of Cambridge
    University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus)

  • Jae Hoon Sul

    (Inc.)

  • Myung Kyun Shin

    (Inc.)

  • Simonne Longerich

    (Inc.)

  • Adrian Cortes

    (GSK)

  • Chris Wallace

    (University of Cambridge
    University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus
    University of Cambridge)

Abstract

Phenome-wide association studies (PheWAS) facilitate the discovery of associations between a single genetic variant with multiple phenotypes. For variants which impact a specific protein, this can help identify additional therapeutic indications or on-target side effects of intervening on that protein. However, PheWAS is restricted by an inability to distinguish confounding due to linkage disequilibrium (LD) from true pleiotropy. Here we describe CoPheScan (Coloc adapted Phenome-wide Scan), a Bayesian approach that enables an intuitive and systematic exploration of causal associations while simultaneously addressing LD confounding. We demonstrate its performance through simulation, showing considerably better control of false positive rates than a conventional approach not accounting for LD. We used CoPheScan to perform PheWAS of protein-truncating variants and fine-mapped variants from disease and pQTL studies, in 2275 disease phenotypes from the UK Biobank. Our results identify the complexity of known pleiotropic genes such as APOE, and suggest a new causal role for TGM3 in skin cancer.

Suggested Citation

  • Ichcha Manipur & Guillermo Reales & Jae Hoon Sul & Myung Kyun Shin & Simonne Longerich & Adrian Cortes & Chris Wallace, 2024. "CoPheScan: phenome-wide association studies accounting for linkage disequilibrium," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-49990-8
    DOI: 10.1038/s41467-024-49990-8
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