TY - JOUR
T1 - Stratification of Atherosclerosis based on Plasma Metabolic States
AU - Menaker, Yuval
AU - van den Munckhof, Inge
AU - Scarpa, Alice
AU - Placek, Katarzyna
AU - Brandes-Leibovitz, Rachel
AU - Glantzspiegel, Yossef
AU - Joosten, Leo A.B.
AU - Rutten, Joost H.W.
AU - Netea, Mihai G.
AU - Gat-Viks, Irit
AU - Riksen, Niels P.
N1 - Publisher Copyright:
© The Author(s) 2023.
PY - 2024/5/1
Y1 - 2024/5/1
N2 - 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.
AB - 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.
KW - atherosclerosis
KW - diagnostic biomarkers
KW - disease stratification
KW - plasma metabolomics
UR - http://www.scopus.com/inward/record.url?scp=85191106201&partnerID=8YFLogxK
U2 - 10.1210/clinem/dgad672
DO - 10.1210/clinem/dgad672
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C2 - 38044551
AN - SCOPUS:85191106201
SN - 0021-972X
VL - 109
SP - 1250
EP - 1262
JO - Journal of Clinical Endocrinology and Metabolism
JF - Journal of Clinical Endocrinology and Metabolism
IS - 5
ER -