Integrative Metabolomics Differentiate Coronary Artery Disease, Peripheral Artery Disease, and Venous Thromboembolism Risks.

IF 7.4 1区 医学 Q1 HEMATOLOGY
Jiwoo Lee, Thomas C Gilliland, Jacqueline Dron, Satoshi Koyama, Tetsushi Nakao, Kim Lannery, Megan Wong, Gina M Peloso, Whitney E Hornsby, Pradeep Natarajan
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引用次数: 0

Abstract

Background: Arterial and venous cardiovascular conditions, such as coronary artery disease (CAD), peripheral artery disease (PAD), and venous thromboembolism (VTE), are genetically correlated. Interrogating underlying mechanisms may shed light on disease mechanisms. In this study, we aimed to identify (1) epidemiological and (2) causal, genetic relationships between metabolites and CAD, PAD, and VTE.

Methods: We used metabolomic data from 95 402 individuals in the UK Biobank, excluding individuals with prevalent cardiovascular disease. Cox proportional-hazards models estimated the associations of 249 metabolites with incident disease. Bidirectional 2-sample Mendelian randomization (MR) estimated the causal effects between metabolites and outcomes using genome-wide association summary statistics for metabolites (n=118 466 from the UK Biobank), CAD (n=184 305 from CARDIoGRAMplusC4D 2015), PAD (n=243 060 from the Million Veterans Project), and VTE (n=650 119 from the Million Veterans Project). Multivariable MR was performed in subsequent analyses.

Results: We found that 196, 115, and 74 metabolites were associated (P<0.001) with CAD, PAD, and VTE, respectively. Further interrogation of these metabolites with MR revealed 94, 34, and 9 metabolites with potentially causal effects on CAD, PAD, and VTE, respectively. There were 21 metabolites common to CAD and PAD and 4 common to PAD and VTE. Many putatively causal metabolites included lipoprotein traits with heterogeneity across different sizes and lipid subfractions. Small VLDL (very-low-density lipoprotein) particles increased the risk for CAD while large VLDL particles decreased the risk for VTE. We identified opposing directions of CAD and PAD effects for cholesterol and triglyceride concentrations within HDLs (high-density lipoproteins). Subsequent sensitivity analyses including multivariable MR revealed several metabolites with robust, potentially causal effects of VLDL particles on CAD.

Conclusions: While common vascular conditions are associated with overlapping metabolomic profiles, MR prioritized the role of specific lipoprotein species for potential pharmacological targets to maximize benefits in both arterial and venous beds.

综合代谢组学区分冠状动脉疾病、外周动脉疾病和静脉血栓栓塞风险。
背景:动脉和静脉心血管疾病,如冠状动脉疾病(CAD)、外周动脉疾病(PAD)和静脉血栓栓塞症(VTE),都与遗传有关。探究其潜在机制可揭示疾病机制。在这项研究中,我们旨在确定(1)代谢物与 CAD、PAD 和 VTE 之间的流行病学关系和(2)因果遗传关系:我们使用了英国生物库中 95 402 人的代谢组学数据,其中不包括心血管疾病患者。Cox比例危险模型估算了249种代谢物与疾病发生的关系。双向 2 样本孟德尔随机化(MR)利用代谢物(样本数 118 466,来自英国生物库)、CAD(样本数 184 305,来自 CARDIoGRAMplusC4D 2015)、PAD(样本数 243 060,来自 "百万退伍军人项目")和 VTE(样本数 650 119,来自 "百万退伍军人项目")的全基因组关联汇总统计,估算代谢物与结果之间的因果效应。在随后的分析中进行了多变量 MR 分析:结果:我们发现分别有 196、115 和 74 种代谢物与 PC 相关:虽然常见的血管疾病与重叠的代谢组学特征有关,但 MR 优先考虑了特定脂蛋白种类在潜在药理学靶点中的作用,以最大限度地提高动脉和静脉床的益处。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
15.60
自引率
2.30%
发文量
337
审稿时长
2-4 weeks
期刊介绍: The journal "Arteriosclerosis, Thrombosis, and Vascular Biology" (ATVB) is a scientific publication that focuses on the fields of vascular biology, atherosclerosis, and thrombosis. It is a peer-reviewed journal that publishes original research articles, reviews, and other scholarly content related to these areas. The journal is published by the American Heart Association (AHA) and the American Stroke Association (ASA). The journal was published bi-monthly until January 1992, after which it transitioned to a monthly publication schedule. The journal is aimed at a professional audience, including academic cardiologists, vascular biologists, physiologists, pharmacologists and hematologists.
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