Stratification of Atherosclerosis based on Plasma Metabolic States

Author:

Menaker Yuval1,van den Munckhof Inge2,Scarpa Alice3,Placek Katarzyna3ORCID,Brandes-Leibovitz Rachel1,Glantzspiegel Yossef1,Joosten Leo A B24,Rutten Joost H W2,Netea Mihai G23,Gat-Viks Irit1ORCID,Riksen Niels P2ORCID

Affiliation:

1. The Shmunis School of Biomedicine and Cancer Research, George S. Wise Faculty of Life Sciences, Tel Aviv University , Tel Aviv 6997801 , Israel

2. Department of Internal Medicine, Radboud University Medical Center , 6525 GA Nijmegen , The Netherlands

3. Department of Immunology and Metabolism, Life and Medical Sciences Institute, University of Bonn , 53115 Bonn , Germany

4. Department of Medical Genetics, Iuliu Hatieganu University of Medicine and Pharmacy , 400000 Cluj-Napoca , Romania

Abstract

Abstract Context Atherosclerosis is a dominant cause of cardiovascular disease (CVD), including myocardial infarction and stroke. Objective To investigate metabolic states that are associated with the development of atherosclerosis. Methods Cross-sectional cohort study at a university hospital in the Netherlands. A total of 302 adult subjects with a body mass index (BMI) ≥ 27 kg/m2 were included. We integrated plasma metabolomics with clinical metadata to quantify the “atherogenic state” of each individual, providing a continuous spectrum of atherogenic states that ranges between nonatherogenic states to highly atherogenic states. Results Analysis of groups of individuals with different clinical conditions—such as metabolically healthy individuals with obesity, and individuals with metabolic syndrome—confirmed the generalizability of this spectrum; revealed a wide variation of atherogenic states within each condition; and allowed identification of metabolites that are associated with the atherogenic state regardless of the particular condition, such as gamma-glutamyl-glutamic acid and homovanillic acid sulfate. The analysis further highlighted metabolic pathways such as catabolism of phenylalanine and tyrosine and biosynthesis of estrogens and phenylpropanoids. Using validation cohorts, we confirmed variation in atherogenic states in healthy subjects (before atherosclerosis plaques become visible), and showed that metabolites associated with the atherogenic state were also associated with future CVD. Conclusion Our results provide a global view of atherosclerosis risk states using plasma metabolomics.

Funder

ERC

Edmond J Safra Center for Bioinformatics at TAU

European Union Horizon 2020

IN-CONTROL CVON

ERA-CVD Joint Transnational Call 2018

Dutch Heart Foundation in the Hague

Spinoza Prize

Competitiveness Operation Program grant of the Romanian Ministry of European Funds

Deutsche Forschungsgemeinschaft

Publisher

The Endocrine Society

Subject

Biochemistry (medical),Clinical Biochemistry,Endocrinology,Biochemistry,Endocrinology, Diabetes and Metabolism

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