Imperial College London


Faculty of MedicineDepartment of Metabolism, Digestion and Reproduction

Reader in Computational Bioinformatics



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BibTex format

author = {Tzoulaki, I and Karaman, I and Dehghan, A and Ebbels, T and Holmes, E and Chambers, J and Kooner, J and Evangelou, E and Boulange, C and Kaluarachchi, M and Chadeau, M and Chekmeneva, E and Castagne, R and Loh, M and Lindon, J and Elliott, P},
journal = {European Heart Journal},
title = {Serum metabolic signatures of coronary and carotid atherosclerosis and subsequent cardiovascular disease},
url = {},

RIS format (EndNote, RefMan)

AB - Aims: To characterise serum metabolic signatures associated with atherosclerosis in the coronary or carotid arteries and subsequently their association with incident cardiovascular disease (CVD). Methods and Results: We used untargeted one-dimensional (1D) serum metabolic profiling by proton (1H) nuclear magnetic resonance (NMR) spectroscopy among 3,867 participants from the Multi-Ethnic Study of Atherosclerosis (MESA), with replication among 3,569 participants from the Rotterdam and LOLIPOP Studies. Atherosclerosis was assessed by coronary artery calcium (CAC) and carotid intima-media thickness (IMT). We used multivariable linear regression to evaluate associations between NMR features and atherosclerosis accounting for multiplicity of comparisons. We then examined associations between metabolites associated with atherosclerosis and incident CVD available in MESA and Rotterdam and explored molecular networks through bioinformatics analyses. Overall, 30 NMR measured metabolites were associated with CAC and/or IMT, P =1.3x10-14 to 6.5x10-6 (discovery), P =4.2x10-14 to 4.4x10-2 (replication). These associations were substantially attenuated after adjustment for conventional cardiovascular risk factors. Metabolites associated with atherosclerosis revealed disturbances in lipid and carbohydrate metabolism, branched-chain and aromatic amino acid metabolism, as well as oxidative stress and inflammatory pathways. Analyses of incident CVD events showed inverse associations with creatine, creatinine and phenylalanine, and direct associations with mannose, acetaminophen-glucuronide and lactate as well as apolipoprotein B (P <0.05). Conclusion: Metabolites associated with atherosclerosis were largely consistent between the two vascular beds (coronary and carotid arteries) and predominantly tag pathways that overlap with the known cardiovascular risk factors. We present an integrated systems network that highlights a series of inter-connected pathways underlying atherosclero
AU - Tzoulaki,I
AU - Karaman,I
AU - Dehghan,A
AU - Ebbels,T
AU - Holmes,E
AU - Chambers,J
AU - Kooner,J
AU - Evangelou,E
AU - Boulange,C
AU - Kaluarachchi,M
AU - Chadeau,M
AU - Chekmeneva,E
AU - Castagne,R
AU - Loh,M
AU - Lindon,J
AU - Elliott,P
SN - 1522-9645
TI - Serum metabolic signatures of coronary and carotid atherosclerosis and subsequent cardiovascular disease
T2 - European Heart Journal
UR -
ER -