Serum metabolomic profile of incident diabetes

Diabetologia. 2018 May;61(5):1046-1054. doi: 10.1007/s00125-018-4573-7. Epub 2018 Mar 20.

Abstract

Aims/hypothesis: Metabolomic profiling offers the potential to reveal metabolic pathways relevant to the pathophysiology of diabetes and improve diabetes risk prediction.

Methods: We prospectively analysed known metabolites using an untargeted approach in serum specimens from baseline (1987-1989) and incident diabetes through to 31 December 2015 in a subset of 2939 Atherosclerosis Risk in Communities (ARIC) study participants with metabolomics data and without prevalent diabetes.

Results: Among the 245 named compounds identified, seven metabolites were significantly associated with incident diabetes after Bonferroni correction and covariate adjustment; these included a food additive (erythritol) and compounds involved in amino acid metabolism [isoleucine, leucine, valine, asparagine, 3-(4-hydoxyphenyl)lactate] and glucose metabolism (trehalose). Higher levels of metabolites were associated with increased risk of incident diabetes (HR per 1 SD increase in isoleucine 2.96, 95% CI 2.02, 4.35, p = 3.18 × 10-8; HR per 1 SD increase in trehalose 1.16, 95% CI 1.09, 1.25, p = 1.87 × 10-5), with the exception of asparagine, which was associated with a lower risk of diabetes (HR per 1 SD increase in asparagine 0.78, 95% CI 0.71, 0.85, p = 4.19 × 10-8). The seven metabolites modestly improved prediction of incident diabetes beyond fasting glucose and established risk factors (C statistics 0.744 vs 0.735, p = 0.001 for the difference in C statistics).

Conclusions/interpretation: Branched chain amino acids may play a role in diabetes development. Our study is the first to report asparagine as a protective biomarker of diabetes risk. The serum metabolome reflects known and novel metabolic disturbances that improve prediction of diabetes.

Keywords: Amino acids; Branched chain amino acids; Diabetes; Metabolic pathways; Metabolomics.

Publication types

  • Multicenter Study
  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Amino Acids, Branched-Chain / metabolism
  • Asparagine / metabolism
  • Atherosclerosis / blood
  • Blood Glucose / metabolism
  • Diabetes Mellitus, Type 2 / blood
  • Diabetes Mellitus, Type 2 / metabolism*
  • Erythritol / metabolism
  • Female
  • Glucose / metabolism
  • Humans
  • Isoleucine / metabolism
  • Lactic Acid / metabolism
  • Leucine / metabolism
  • Male
  • Maryland
  • Metabolome*
  • Middle Aged
  • Minnesota
  • Mississippi
  • North Carolina
  • Prospective Studies
  • Risk Factors
  • Trehalose / metabolism
  • Valine / metabolism

Substances

  • Amino Acids, Branched-Chain
  • Blood Glucose
  • Isoleucine
  • Lactic Acid
  • Asparagine
  • Trehalose
  • Leucine
  • Valine
  • Glucose
  • Erythritol