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The Mediterranean diet, plasma metabolome, and cardiovascular disease risk

医学 代谢组 地中海饮食法 疾病 动脉粥样硬化性心血管疾病 内科学 代谢组学 心脏病学 生物信息学 代谢物 生物
作者
Jun Li,Marta Guasch‐Ferré,Wonil Chung,Miguel Ruiz‐Canela,Estefanía Toledo,Dolores Corella,Shilpa N Bhupathiraju,Deirdre K. Tobias,Fred K. Tabung,Jie Hu,Tong Zhao,Constance Turman,Yen‐Chen Anne Feng,Clary B. Clish,Lorelei A. Mucci,A. Heather Eliassen,Karen H. Costenbader,Elizabeth W. Karlson,Brian M. Wolpin,Alberto Ascherio
出处
期刊:European Heart Journal [Oxford University Press]
卷期号:41 (28): 2645-2656 被引量:248
标识
DOI:10.1093/eurheartj/ehaa209
摘要

Abstract Aims To investigate whether metabolic signature composed of multiple plasma metabolites can be used to characterize adherence and metabolic response to the Mediterranean diet and whether such a metabolic signature is associated with cardiovascular disease (CVD) risk. Methods and results Our primary study cohort included 1859 participants from the Spanish PREDIMED trial, and validation cohorts included 6868 participants from the US Nurses’ Health Studies I and II, and Health Professionals Follow-up Study (NHS/HPFS). Adherence to the Mediterranean diet was assessed using a validated Mediterranean Diet Adherence Screener (MEDAS), and plasma metabolome was profiled by liquid chromatography-tandem mass spectrometry. We observed substantial metabolomic variation with respect to Mediterranean diet adherence, with nearly one-third of the assayed metabolites significantly associated with MEDAS (false discovery rate < 0.05). Using elastic net regularized regressions, we identified a metabolic signature, comprised of 67 metabolites, robustly correlated with Mediterranean diet adherence in both PREDIMED and NHS/HPFS (r = 0.28–0.37 between the signature and MEDAS; P = 3 × 10−35 to 4 × 10−118). In multivariable Cox regressions, the metabolic signature showed a significant inverse association with CVD incidence after adjusting for known risk factors (PREDIMED: hazard ratio [HR] per standard deviation increment in the signature = 0.71, P < 0.001; NHS/HPFS: HR = 0.85, P = 0.001), and the association persisted after further adjustment for MEDAS scores (PREDIMED: HR = 0.73, P = 0.004; NHS/HPFS: HR = 0.85, P = 0.004). Further genome-wide association analysis revealed that the metabolic signature was significantly associated with genetic loci involved in fatty acids and amino acids metabolism. Mendelian randomization analyses showed that the genetically inferred metabolic signature was significantly associated with risk of coronary heart disease (CHD) and stroke (odds ratios per SD increment in the genetically inferred metabolic signature = 0.92 for CHD and 0.91 for stroke; P < 0.001). Conclusions We identified a metabolic signature that robustly reflects adherence and metabolic response to a Mediterranean diet, and predicts future CVD risk independent of traditional risk factors, in Spanish and US cohorts.
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