评估冠心病多基因风险评分的性能和一致性。

IF 63.1 1区 医学 Q1 MEDICINE, GENERAL & INTERNAL Jama-Journal of the American Medical Association Pub Date : 2024-11-16 DOI:10.1001/jama.2024.23784
Sarah A Abramowitz, Kristin Boulier, Karl Keat, Katie M Cardone, Manu Shivakumar, John DePaolo, Renae Judy, Francisca Bermudez, Nour Mimouni, Christopher Neylan, Dokyoon Kim, Daniel J Rader, Marylyn D Ritchie, Benjamin F Voight, Bogdan Pasaniuc, Michael G Levin, Scott M Damrauer
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引用次数: 0

摘要

重要性:冠心病(CHD)的多基因风险评分(PRS)在临床和商业上的应用日益广泛。现有的评分是否能对疾病易感性进行类似的个体水平评估,其特征还不完全清楚:目的:描述在人群水平上表现相似的冠心病易感性评分的个体水平一致性:横断面研究:对加入 "我们所有人研究计划"(AOU)、宾夕法尼亚医学生物库(PMBB)和加州大学洛杉矶分校(UCLA)ATLAS精准健康生物库的不同背景的参与者进行电子健康记录和基因分型数据分析:主要结果和测量指标:通过比较流行性冠心病模型的校准和区分度,确定了进行人群水平预测相似的 PRS。用类内相关系数(ICC)和Light κ检验个体水平的一致性:共为 171 095 名 AOU 参与者计算了 48 个 PRS。平均(标清)年龄为 56.4(16.8)岁。共有 104 947 名参与者(61.3%)为女性。共有 35 590 名参与者(20.8%)与非洲参考人群的基因最为相似,29 801 名参与者(17.4%)与混血美国参考人群的基因最为相似,100 493 名参与者(58.7%)与欧洲参考人群的基因最为相似,其余参与者与中亚/南亚、东亚和中东参考人群的基因最为相似。有 17 589 人(10.3%)患有冠心病,153 506 人(89.7%)未患有冠心病。当纳入流行性冠心病模型时,46 个评分的 Brier 评分和接收者运算曲线下面积(实际相等区域 ±0.02)基本相等。20%的参与者至少有一个评分同时位于风险的前5%和后5%。单项预测的连续一致性较差(ICC,0.373 [95% CI,0.372-0.375])。用于评估风险分配一致性的 Light κ 不超过 0.56。对 41 193 名 PMBB 和 53 092 名 ATLAS 参与者进行的分析得出了不同的等效评分集,也缺乏个体层面的一致性:在人群水平上表现相似的冠心病 PRS 在个体水平上的风险估计值差异很大。由于 CHD PRS 可能会产生不一致的个体水平风险估计值,因此有效的临床实施将需要完善的统计方法来量化不确定性,并采取新的策略将这种不确定性传达给患者和临床医生。
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Evaluating Performance and Agreement of Coronary Heart Disease Polygenic Risk Scores.

Importance: Polygenic risk scores (PRSs) for coronary heart disease (CHD) are a growing clinical and commercial reality. Whether existing scores provide similar individual-level assessments of disease susceptibility remains incompletely characterized.

Objective: To characterize the individual-level agreement of CHD PRSs that perform similarly at the population level.

Design, setting, and participants: Cross-sectional study of participants from diverse backgrounds enrolled in the All of Us Research Program (AOU), Penn Medicine BioBank (PMBB), and University of California, Los Angeles (UCLA) ATLAS Precision Health Biobank with electronic health record and genotyping data.

Exposures: Polygenic risk for CHD from published PRSs and new PRSs developed separately from testing samples.

Main outcomes and measures: PRSs that performed population-level prediction similarly were identified by comparing calibration and discrimination of models of prevalent CHD. Individual-level agreement was tested with intraclass correlation coefficient (ICC) and Light κ.

Results: A total of 48 PRSs were calculated for 171 095 AOU participants. The mean (SD) age was 56.4 (16.8) years. A total of 104 947 participants (61.3%) were female. A total of 35 590 participants (20.8%) were most genetically similar to an African reference population, 29 801 (17.4%) to an admixed American reference population, 100 493 (58.7%) to a European reference population, and the remaining to Central/South Asian, East Asian, and Middle Eastern reference populations. There were 17 589 participants (10.3%) with and 153 506 participants without (89.7%) CHD. When included in a model of prevalent CHD, 46 scores had practically equivalent Brier scores and area under the receiver operator curves (region of practical equivalence ±0.02). Twenty percent of participants had at least 1 score in both the top and bottom 5% of risk. Continuous agreement of individual predictions was poor (ICC, 0.373 [95% CI, 0.372-0.375]). Light κ, used to evaluate consistency of risk assignment, did not exceed 0.56. Analysis among 41 193 PMBB and 53 092 ATLAS participants yielded different sets of equivalent scores, which also lacked individual-level agreement.

Conclusions and relevance: CHD PRSs that performed similarly at the population level demonstrated highly variable individual-level estimates of risk. Recognizing that CHD PRSs may generate incongruent individual-level risk estimates, effective clinical implementation will require refined statistical methods to quantify uncertainty and new strategies to communicate this uncertainty to patients and clinicians.

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CiteScore
48.20
自引率
0.90%
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2 months
期刊介绍: JAMA (Journal of the American Medical Association) is an international peer-reviewed general medical journal. It has been published continuously since 1883. JAMA is a member of the JAMA Network, which is a consortium of peer-reviewed general medical and specialty publications.
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