Ye Yixuan, Hu Jiaqi, Pang Fuyuan, Cui Can, Zhao Hongyu
Program of Computational Biology and Bioinformatics, Yale University, New Haven, CT, United States.
Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, United States.
Front Bioinform. 2024 Jan 4;3:1320748. doi: 10.3389/fbinf.2023.1320748. eCollection 2023.
Polygenic risk score (PRS) has proved useful in predicting the risk of cardiovascular diseases (CVD) based on the genotypes of an individual, but most analyses have focused on disease onset in the general population. The usefulness of PRS to predict CVD risk among type 2 diabetes (T2D) patients remains unclear. We built a meta-PRS upon the candidate PRSs developed from state-of-the-art PRS methods for three CVD subtypes of significant importance: coronary artery disease (CAD), ischemic stroke (IS), and heart failure (HF). To evaluate the prediction performance of the meta-PRS, we restricted our analysis to 21,092 white British T2D patients in the UK Biobank, among which 4,015 had CVD events. Results showed that the meta-PRS was significantly associated with CVD risk with a hazard ratio per standard deviation increase of 1.28 (95% CI: 1.23-1.33). The meta-PRS alone predicted the CVD incidence with an area under the receiver operating characteristic curve (AUC) of 0.57 (95% CI: 0.54-0.59). When restricted to the early-onset patients (onset age ≤ 55), the AUC was further increased to 0.61 (95% CI 0.56-0.67). Our results highlight the potential role of genomic screening for secondary preventions of CVD among T2D patients, especially among early-onset patients.
多基因风险评分(PRS)已被证明可用于根据个体基因型预测心血管疾病(CVD)风险,但大多数分析都集中在一般人群的疾病发病情况。PRS在预测2型糖尿病(T2D)患者CVD风险方面的实用性仍不明确。我们基于从最先进的PRS方法开发的候选PRS构建了一个meta-PRS,用于三种具有重要意义的CVD亚型:冠状动脉疾病(CAD)、缺血性中风(IS)和心力衰竭(HF)。为了评估meta-PRS的预测性能,我们将分析限制在英国生物银行中的21,092名英国白人T2D患者,其中4,015人发生了CVD事件。结果显示,meta-PRS与CVD风险显著相关,每标准差增加的风险比为1.28(95%CI:1.23 - 1.33)。仅meta-PRS就能预测CVD发病率,受试者工作特征曲线下面积(AUC)为0.57(95%CI:0.54 - 0.59)。当仅限于早发患者(发病年龄≤55岁)时,AUC进一步提高到0.61(95%CI 0.56 - 0.67)。我们的结果突出了基因组筛查在T2D患者CVD二级预防中的潜在作用,特别是在早发患者中。