Related Experiment Video
Updated: May 7, 2026

The MPLEx Protocol for Multi-omic Analyses of Soil Samples
Published on: May 30, 2018
Plasma metabolomic profiles associated with cardiovascular disease in type 2 diabetes from the Trans-Omics for
Yixin Zhang1, Ngoc Quynh H Nguyen2, Paul A Hanson3
1Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA.
Background And Aims:
People with Type 2 diabetes (T2D) are twice as likely to develop cardiovascular disease (CVD), though not all excess risk has been fully elucidated. Plasma metabolomics profiles shared between these conditions may uncover molecular mechanisms linking T2D to CVD.
Methods:
We conducted a cross-sectional case-control analysis, comparing T2D individuals who had prevalent CVD to those without CVD at the time of metabolite measurement. Using untargeted liquid chromatography-mass spectrometry (LC-MS), we collected 522 metabolite abundances measured in 1374 participants with T2D (224 CVD cases) from the Trans-Omics for Precision Medicine (TOPMed) program. We used a mixed effects linear model to assess the association of CVD events with each metabolite abundance, adjusting for key covariates. Metabolites meeting a suggestive significance threshold were examined using metabolite set enrichment analysis and evaluated for replication in an independent cohort Atherosclerosis Risk in Communities (ARIC) (n = 1891; 214 CVD cases). We performed meta-analysis to combine both the discovery and replication associations, and assessed overall significance using an experiment-wide Bonferroni-corrected threshold.
Results:
Metabolites meeting a suggestive threshold were enriched in metabolite sets linked to obesity and kidney disease. Meta-analysis identified eight metabolites reaching experiment-wide significance, confirming previously established associations of asymmetric dimethylarginine, phosphatidylcholines, and gluconic acid, while additionally identifying specific phosphatidylethanolamine species, N-acetyl-L-methionine, and allantoin associated with prevalent CVD among individuals with T2D.
Conclusions:
Our results established and replicated metabolite associations with prevalent CVD in people with T2D. These metabolites may help characterize metabolic alterations underlying cardiovascular complications that arise in T2D.
More Related Videos
07:11Author Spotlight: Emerging Technologies and Advanced Tools for Decoding Metabolomics Data Analysis
Published on: November 10, 2023
08:51Author Spotlight: Integrated Multi-Omics Analysis for Unveiling Multicellular Immune Signatures in Clinical Heart Attack Cohorts
Published on: September 20, 2024
Related Concept Videos
Type II Diabetes I: Introduction
Pharmacogenomics: Identification of New Drug Targets
Diabetes Mellitus: Type 2 and Gestational
Type II Diabetes II: Pathophysiology
Type II Diabetes Mellitus III: Clinical Manifestations and Diagnosis
Carbohydrate Metabolism
Starch accounts for approximately 60% of the carbohydrates consumed by humans. Since amylase enzymes cannot function in the stomach's acidic environment, starch can only be digested in the mouth and small intestine. Simple sugars are found naturally in milk and fruits in...