Plasma metabolites mediate the effect of HbA1c on incident cardiovascular disease

Clin Cardiol. 2019 Oct;42(10):934-941. doi: 10.1002/clc.23243. Epub 2019 Jul 30.

Abstract

Background: We aim to discover whether HbA1c affects incident cardiovascular disease (CVD) through regulating endogenous metabolites.

Methods and results: Totally, 2019 plasma samples were analyzed by liquid chromatography-quadrupole time-of-flight mass spectrometry. Logistic regression and linear regression were used to screen metabolites which were associated with both CVD and HbA1c. The VanderWeele's mediation approach was performed to assess the direct effect and indirect effect (IE) in the counterfactual model. Forty-eight metabolites showed an association with both HbA1c and CVD risk. Forty-four of the 48 metabolites worked as mediators mediated in HbA1c's effect on CVD (odds ratio [OR]IE from 0.997 to 6.098, false discovery rate q < 0.05, mediated proportion from 0.4% to 85.4%). Pathway enrichment analysis indicated that different metabolic pathway showed significant IE (butanoate metabolism ORIE = 1.058, mediated proportion = 16.0%; alanine, aspartate and glutamate metabolism ORIE = 1.082, mediated proportion = 21.8%; TCA (citric acid) cycle metabolism ORIE = 1.048, mediated proportion = 13.8%; phenylalanine metabolism ORIE = 1.067, mediated proportion = 18.4%; glycerophospholipid metabolism ORIE = 3.007, mediated proportion = 82.2%; all the P < .01).

Conclusions: Our findings suggest that metabolites mediate the effect of HbA1c on incident CVD and provide a new study sight into pathogenesis of CVD.

Keywords: HbA1c; cardiovascular disease; mediation analysis; metabolomics.

MeSH terms

  • Biomarkers / blood
  • Cardiovascular Diseases / blood*
  • Cardiovascular Diseases / diagnosis
  • Cardiovascular Diseases / epidemiology
  • China / epidemiology
  • Chromatography, Liquid
  • Coronary Angiography
  • Female
  • Follow-Up Studies
  • Glycated Hemoglobin / metabolism*
  • Humans
  • Incidence
  • Male
  • Middle Aged
  • Plasma / metabolism*
  • Retrospective Studies
  • Risk Factors

Substances

  • Biomarkers
  • Glycated Hemoglobin A