Plasma Metabolomic Signature Predicting Deviation from Healthy Vascular Aging in Two European Cohorts.

IF 3.4 Q1 PERIPHERAL VASCULAR DISEASE
Pulse Pub Date : 2026-04-03 eCollection Date: 2026-01-01 DOI:10.1159/000551883
Dong-Yan Zhang, Dries S Martens, De-Wei An, Vannina González-Marrachelli, Yu-Ling Yu, Katarzyna Stolarz-Skrzypek, Marek Rajzer, Yan Li, Peter Verhamme, Tim S Nawrot, Daniel Monleon, Josep Redón, Jan A Staessen
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Abstract

Introduction: Biological rather than chronological age (C-age) drives deviation from healthy aging. This study aimed to identify a plasma metabolomic signature indicative of age-related cardiovascular risk (pMTB-age) predicting vascular morbidity and mortality.

Methods: Nuclear magnetic resonance identified 38 plasma metabolites in two population cohorts: the Flemish cohort examined as discovery (N = 719 [2005-2010]) and internal replication cohort (N = 580/719 [2009-2013]) and the external replication Spanish Hortega cohort (N = 811 [2001]).

Results: The trained model (pMTB-age), relating C-age to the plasma metabolome derived by elastic net regression, included 18 metabolites (six amino acids) and explained from 28.6% to 22.9% of C-age in the discovery and replication data. Feature importance of the retained metabolites derived by SHapley Additive exPlanation showed large interindividual variability in the relation between C-age and pMTB-age. In Flemish and Spanish, cardiovascular risk factors were significantly associated with C-age, pMTB-age, and pMTB-age uncorrelated from C-age (pMTB-age-R). In Flemish (median follow-up 12.3 years) and Spanish (18.8 years), mortality and cardiovascular complications correlated with C-age and pMTB-age. In Flemish, cardiac endpoints (hazard ratio [95% CI] 1.28 [1.00-1.63]) and its components kept significance in relation to pMTB-age-R. The pathway analysis revealed overrepresentation of glycine, serine, and threonine.

Conclusions: pMTB-age is a multidimensional biomarker, which identifies individuals with accelerated vascular aging with high precision and combined with the pathway analysis highlights the role of amino acids in vascular disease. Therefore, pMTB-age can guide risk stratification and the personalized and timely prevention and treatment tailored to an individual's unique pMTB-age profile.

血浆代谢组学特征预测两个欧洲队列中健康血管衰老的偏差。
生物年龄而非实足年龄(C-age)是导致健康衰老偏离的原因。本研究旨在确定年龄相关心血管风险(pMTB-age)预测血管发病率和死亡率的血浆代谢组学特征。方法:核磁共振鉴定了两个人群队列中的38种血浆代谢物:佛兰德队列(N = 719[2005-2010])、内部复制队列(N = 580/719[2009-2013])和外部复制西班牙Hortega队列(N = 811[2001])。结果:经过训练的pMTB-age模型(pMTB-age)将C-age与血浆代谢组相关联,该模型包括18种代谢物(6种氨基酸),在发现和复制数据中解释了28.6%至22.9%的C-age。由SHapley累加解释得出的保留代谢物的特征重要性表明,c -年龄和pmtb年龄之间的关系存在很大的个体间差异。在佛兰德语和西班牙语中,心血管危险因素与C-age、pMTB-age显著相关,而pMTB-age与C-age (pMTB-age- r)不相关。在弗拉芒(中位随访12.3年)和西班牙(18.8年),死亡率和心血管并发症与C-age和pMTB-age相关。在佛兰德地区,心脏终点(危险比[95% CI] 1.28[1.00-1.63])及其组成部分与pMTB-age-R保持显著相关。通路分析显示甘氨酸、丝氨酸和苏氨酸的过度表达。结论:pMTB-age是一种多维度的生物标志物,可以高精度地识别血管加速衰老的个体,并结合通路分析突出了氨基酸在血管疾病中的作用。因此,pMTB-age可以指导风险分层,并根据个人独特的pMTB-age概况进行个性化和及时的预防和治疗。
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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