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Leveraging pleiotropy to develop polygenic risk scores for cardiometabolic diseases

Leveraging pleiotropy to develop polygenic risk scores for cardiometabolic diseases
利用多效性开发心脏代谢疾病的多基因风险评分
批准号:
10797389
负责人:
Sally Nneoma Adebamowo
金额:
$15.45万
依托单位国家:
美国
项目类别:
财政年份:
2023
资助国家:
美国
项目状态:
未结题
起止时间:
2023-09-10 至 2025-08-31

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英文摘要
Abstract/Summary Cardiometabolic diseases (CMD) are the leading causes of death worldwide. In this application we explore the genomic risk for common CMD, including type 2 diabetes, coronary artery disease, hypertension, and dyslipidemia, across non-European ancestry populations. Recent studies have shown that these complex human traits are genetically correlated by pleiotropy, which occurs when a genetic locus affects more than one trait and is a possible underlying cause for observed cross-phenotype associations. Relative to pleiotropy, polygenic risk scores (PRS) which are estimated by combining GWAS-associated variants into a composite score, may better explain the correlation between complex traits, by determining a subset of risk variants for each outcome. However, PRS translate poorly when the discovery and target populations have differential ancestry. Combining pleiotropy and PRS has great potential to uncover novel risk variants associated with CMD. We leverage the large dataset in the All of Us research program and the NIH-funded CARdiometabolic Disorders IN African- ancestry PopuLations (CARDINAL) study site, to identify pleiotropic variants and develop PRS for type 2 diabetes, coronary artery disease, hypertension, and dyslipidemia, in populations of diverse ancestry. The All of Us dataset is ideal for generating novel biologic insights into complex disease etiology, with applications in global populations.
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Polygenic Risk Score (PRS) Methods and Analysis for Populations of Diverse Ancestry - Study Sites
  • 批准号:
    10212798
  • 项目类别:
  • 资助金额:
    $95.85万
  • 财政年份:
    2021
  • 负责人:
    Sally Nneoma Adebamowo
  • 依托单位:
Polygenic Risk Score (PRS) Methods and Analysis for Populations of Diverse Ancestry - Study Sites
  • 批准号:
    10424453
  • 项目类别:
  • 资助金额:
    $95.03万
  • 财政年份:
    2021
  • 负责人:
    Sally Nneoma Adebamowo
  • 依托单位:
Polygenic Risk Score (PRS) Methods and Analysis for Populations of Diverse Ancestry - Study Sites
  • 批准号:
    10610936
  • 项目类别:
  • 资助金额:
    $93.52万
  • 财政年份:
    2021
  • 负责人:
    Sally Nneoma Adebamowo
  • 依托单位:
海外基金