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Metabolomic and microbiome profiling reveals personalized risk factors for coronary artery disease

冠状动脉疾病 代谢组学 代谢组 体质指数 糖尿病 医学 队列 微生物群 代谢综合征 病例对照研究 疾病 组学 生物信息学 内科学 生物 内分泌学
作者
Yeela Talmor‐Barkan,Noam Bar,Aviv A. Shaul,Nir Shahaf,Anastasia Godneva,Yuval Bussi,Maya Lotan‐Pompan,Adina Weinberger,Alon Shechter,Chava Chezar‐Azerrad,Ziad Arow,Yoav Hammer,Kanta Chechi,Sofia K. Forslund,Sébastien Fromentin,Marc‐Emmanuel Dumas,S. Dusko Ehrlich,Oluf Pedersen,Ran Kornowski,Eran Segal
出处
期刊:Nature Medicine [Nature Portfolio]
卷期号:28 (2): 295-302 被引量:120
标识
DOI:10.1038/s41591-022-01686-6
摘要

Complex diseases, such as coronary artery disease (CAD), are often multifactorial, caused by multiple underlying pathological mechanisms. Here, to study the multifactorial nature of CAD, we performed comprehensive clinical and multi-omic profiling, including serum metabolomics and gut microbiome data, for 199 patients with acute coronary syndrome (ACS) recruited from two major Israeli hospitals, and validated these results in a geographically distinct cohort. ACS patients had distinct serum metabolome and gut microbial signatures as compared with control individuals, and were depleted in a previously unknown bacterial species of the Clostridiaceae family. This bacterial species was associated with levels of multiple circulating metabolites in control individuals, several of which have previously been linked to an increased risk of CAD. Metabolic deviations in ACS patients were found to be person specific with respect to their potential genetic or environmental origin, and to correlate with clinical parameters and cardiovascular outcomes. Moreover, metabolic aberrations in ACS patients linked to microbiome and diet were also observed to a lesser extent in control individuals with metabolic impairment, suggesting the involvement of these aberrations in earlier dysmetabolic phases preceding clinically overt CAD. Finally, a metabolomics-based model of body mass index (BMI) trained on the non-ACS cohort predicted higher-than-actual BMI when applied to ACS patients, and the excess BMI predictions independently correlated with both diabetes mellitus (DM) and CAD severity, as defined by the number of vessels involved. These results highlight the utility of the serum metabolome in understanding the basis of risk-factor heterogeneity in CAD.
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