Cardiovascular Disease Risk Assessment Using Traditional Risk Factors and Polygenic Risk Scores in the Million Veteran Program

被引:9
|
作者
Vassy, Jason L. [1 ,2 ,3 ,4 ]
Posner, Daniel C. [2 ]
Ho, Yuk-Lam [2 ]
Gagnon, David R. [2 ,9 ]
Galloway, Ashley [2 ]
Tanukonda, Vidisha [10 ]
Houghton, Serena C. [2 ]
Madduri, Ravi K. [7 ,15 ]
McMahon, Benjamin H. [14 ]
Tsao, Philip S. [5 ,8 ]
Damrauer, Scott M. [16 ,18 ]
O'Donnell, Christopher J. [2 ]
Assimes, Themistocles L. [5 ,6 ,8 ]
Casas, Juan P. [2 ,3 ,4 ]
Gaziano, J. Michael [2 ,13 ]
Pencina, Michael J. [17 ]
Sun, Yan V. [10 ,12 ]
Cho, Kelly [2 ,3 ,4 ]
Wilson, Peter W. F. [10 ,11 ,12 ]
机构
[1] Vet Affairs Boston Healthcare Syst, 150 Huntington Ave, Boston, MA 02130 USA
[2] Vet Affairs Boston Healthcare Syst, Boston, MA USA
[3] Brigham & Womens Hosp, Dept Med, Boston, MA USA
[4] Harvard Med Sch, Boston, MA USA
[5] Palo Alto VA Healthcare Syst, Palo Alto, CA USA
[6] Stanford Univ, Dept Med, Div Cardiovasc Med, Sch Med, Stanford, CA USA
[7] Argonne Natl Lab, Data Sci & Learning Div, Lemont, IL USA
[8] Stanford Univ, Stanford Cardiovasc Inst, Stanford, CA USA
[9] Boston Univ, Dept Biostat, Sch Publ Hlth, Boston, MA USA
[10] Vet Affairs Atlanta Healthcare Syst, Decatur, GA USA
[11] Emory Univ, Div Cardiol, Sch Med, Atlanta, GA USA
[12] Emory Univ, Rollins Sch Publ Hlth, Dept Epidemiol, Atlanta, GA USA
[13] Harvard Med Sch, Brigham & Womens Hosp, Div Aging, Boston, MA USA
[14] Los Alamos Natl Lab, Theoret Biol & Biophys, Los Alamos, NM USA
[15] Univ Chicago, Univ Chicago Consortium Adv Sci & Engn, Chicago, IL USA
[16] Corporal Michael J Crescenz VA Med Ctr, Philadelphia, PA USA
[17] Duke Univ, Dept Biostat, Med Ctr, Durham, NC USA
[18] Univ Penn, Dept Surg, Perelman Sch Med, Philadelphia, PA USA
关键词
CORONARY-HEART-DISEASE; PREDICTIVE UTILITY; HEALTH; IMPROVEMENT; VALIDATION; ALGORITHM; BIOBANK; CURVE;
D O I
10.1001/jamacardio.2023.0857
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Importance Primary prevention of atherosclerotic cardiovascular disease (ASCVD) relies on risk stratification. Genome-wide polygenic risk scores (PRSs) are proposed to improve ASCVD risk estimation.Objective To determine whether genome-wide PRSs for coronary artery disease (CAD) and acute ischemic stroke improve ASCVD risk estimation with traditional clinical risk factors in an ancestrally diverse midlife population.Design, Setting, and Participants This was a prognostic analysis of incident events in a retrospectively defined longitudinal cohort conducted from January 1, 2011, to December 31, 2018. Included in the study were adults free of ASCVD and statin naive at baseline from the Million Veteran Program (MVP), a mega biobank with genetic, survey, and electronic health record data from a large US health care system. Data were analyzed from March 15, 2021, to January 5, 2023.Exposures PRSs for CAD and ischemic stroke derived from cohorts of largely European descent and risk factors, including age, sex, systolic blood pressure, total cholesterol, high-density lipoprotein (HDL) cholesterol, smoking, and diabetes status.Main Outcomes and Measures Incident nonfatal myocardial infarction (MI), ischemic stroke, ASCVD death, and composite ASCVD events.Results A total of 79 151 participants (mean [SD] age, 57.8 [13.7] years; 68 503 male [86.5%]) were included in the study. The cohort included participants from the following harmonized genetic ancestry and race and ethnicity categories: 18 505 non-Hispanic Black (23.4%), 6785 Hispanic (8.6%), and 53 861 non-Hispanic White (68.0%) with a median (5th-95th percentile) follow-up of 4.3 (0.7-6.9) years. From 2011 to 2018, 3186 MIs (4.0%), 1933 ischemic strokes (2.4%), 867 ASCVD deaths (1.1%), and 5485 composite ASCVD events (6.9%) were observed. CAD PRS was associated with incident MI in non-Hispanic Black (hazard ratio [HR], 1.10; 95% CI, 1.02-1.19), Hispanic (HR, 1.26; 95% CI, 1.09-1.46), and non-Hispanic White (HR, 1.23; 95% CI, 1.18-1.29) participants. Stroke PRS was associated with incident stroke in non-Hispanic White participants (HR, 1.15; 95% CI, 1.08-1.21). A combined CAD plus stroke PRS was associated with ASCVD deaths among non-Hispanic Black (HR, 1.19; 95% CI, 1.03-1.17) and non-Hispanic (HR, 1.11; 95% CI, 1.03-1.21) participants. The combined PRS was also associated with composite ASCVD across all ancestry groups but greater among non-Hispanic White (HR, 1.20; 95% CI, 1.16-1.24) than non-Hispanic Black (HR, 1.11; 95% CI, 1.05-1.17) and Hispanic (HR, 1.12; 95% CI, 1.00-1.25) participants. Net reclassification improvement from adding PRS to a traditional risk model was modest for the intermediate risk group for composite CVD among men (5-year risk >3.75%, 0.38%; 95% CI, 0.07%-0.68%), among women, (6.79%; 95% CI, 3.01%-10.58%), for age older than 55 years (0.25%; 95% CI, 0.03%-0.47%), and for ages 40 to 55 years (1.61%; 95% CI, -0.07% to 3.30%).Conclusions and Relevance Study results suggest that PRSs derived predominantly in European samples were statistically significantly associated with ASCVD in the multiancestry midlife and older-age MVP cohort. Overall, modest improvement in discrimination metrics were observed with addition of PRSs to traditional risk factors with greater magnitude in women and younger age groups.
引用
收藏
页码:564 / 574
页数:11
相关论文
共 50 条
  • [1] Performance of Polygenic Risk Scores for Coronary Artery Disease in the Million Veteran Program
    Tcheandjieu, Catherine
    Zhu, Xiang
    Ma, Shining
    Hilliard, Austin
    Clarke, Shoa L.
    Lynch, Julie A.
    Damrauer, Scott M.
    Khera, Amit V.
    Kathiresan, Sekar
    Tsao, Philip S.
    Gaziano, J. Michael
    Wilson, Peter W.
    O'Donnell, Christopher
    Assimes, Themistocles L.
    [J]. CIRCULATION, 2019, 139
  • [2] Prediction of Incident Atherosclerotic Cardiovascular Disease Using Traditional and Polygenic Risk Score Modeling: The Million Veteran Program Experience
    Posner, Daniel C.
    Vassy, Jason L.
    Pencina, Michael J.
    Assimes, Themistocles L.
    Galloway, Ashley
    Ho, Yuk-lam
    Gagnon, David R.
    Casas, Juan P.
    Damrauer, Scott M.
    Gaziano, Michael
    Cho, Kelly
    Wilson, Peter W.
    Sun, Yan V.
    [J]. CIRCULATION, 2021, 144
  • [3] Glaucoma Genetic Risk Scores in the Million Veteran Program
    Waksmunski, Andrea R.
    Kinzy, Tyler G.
    Cruz, Lauren A.
    Nealon, Cari L.
    Halladay, Christopher W.
    Simpson, Piana
    Canania, Rachael L.
    Anthony, Scott A.
    Roncone, David P.
    Rogers, Lea Sawicki
    Leber, Jenna N.
    Dougherty, Jacquelyn M.
    Greenberg, Paul B.
    Sullivan, Jack M.
    Wu, Wen-Chih
    Iyengar, Sudha K.
    Crawford, Dana C.
    Peachey, Neal S.
    Bailey, Jessica N. Cooke
    [J]. OPHTHALMOLOGY, 2022, 129 (11) : 1263 - 1274
  • [4] Using Polygenic Risk Scores for Prioritizing Individuals at Greatest Need of a Cardiovascular Disease Risk Assessment
    Chung, Ryan
    Xu, Zhe
    Arnold, Matthew
    Ip, Samantha
    Harrison, Hannah
    Barrett, Jessica
    Pennells, Lisa
    Kim, Lois G.
    Di Angelantonio, Emanuele
    Paige, Ellie
    Ritchie, Scott C.
    Inouye, Michael
    Usher-Smith, Juliet A.
    Wood, Angela M.
    [J]. JOURNAL OF THE AMERICAN HEART ASSOCIATION, 2023, 12 (15):
  • [5] Polygenic Breast Cancer Risk for Women Veterans in the Million Veteran Program
    Minnier, Jessica
    Rajeevan, Nallakkandi
    Gao, Lina
    Park, Byung
    Pyarajan, Saiju
    Spellman, Paul
    Haskell, Sally G.
    Brandt, Cynthia A.
    Luoh, Shiuh-Wen
    [J]. JCO PRECISION ONCOLOGY, 2021, 5 : 1178 - 1191
  • [6] Prediction of Coronary Artery Disease using Traditional and Genetic Risk Scores for Cardiovascular Risk Factors
    Ramirez, Julia
    van Duijvenboden, Stefan
    Young, William J.
    Tinker, Andrew
    Lambiase, Pier D.
    Orini, Michele
    Munroe, Patricia B.
    [J]. GENETIC EPIDEMIOLOGY, 2021, 45 (07) : 783 - 783
  • [7] Association of Nut Consumption with Risk of Stroke and Cardiovascular Disease: The Million Veteran Program
    Ivey, Kerry L.
    Nguyen, Xuan-Mai T.
    Quaden, Rachel M.
    Ho, Yuk-Lam
    Cho, Kelly
    Gaziano, J. Michael
    Djousse, Luc
    [J]. NUTRIENTS, 2021, 13 (09)
  • [8] How Do We Incorporate Polygenic Risk Scores in Cardiovascular Disease Risk Assessment and Management?
    Hadley, Trevor D.
    Agha, Ali M.
    Ballantyne, Christie M.
    [J]. CURRENT ATHEROSCLEROSIS REPORTS, 2021, 23 (06)
  • [9] How Do We Incorporate Polygenic Risk Scores in Cardiovascular Disease Risk Assessment and Management?
    Trevor D. Hadley
    Ali M. Agha
    Christie M. Ballantyne
    [J]. Current Atherosclerosis Reports, 2021, 23
  • [10] Risk assessment in cardiovascular disease: from traditional risk factors to genomics
    Dzau, V
    [J]. EUROPEAN HEART JOURNAL SUPPLEMENTS, 2003, 5 (0F) : F48 - F55