Multiple Biomarkers Improved Prediction for the Risk of Type 2 Diabetes Mellitus in Singapore Chinese Men and Women

Diabetes Metab J. 2020 Apr;44(2):295-306. doi: 10.4093/dmj.2019.0020. Epub 2019 Nov 22.

Abstract

Background: Multiple biomarkers have performed well in predicting type 2 diabetes mellitus (T2DM) risk in Western populations. However, evidence is scarce among Asian populations.

Methods: Plasma triglyceride-to-high density lipoprotein (TG-to-HDL) ratio, alanine transaminase (ALT), high-sensitivity C-reactive protein (hs-CRP), ferritin, adiponectin, fetuin-A, and retinol-binding protein 4 were measured in 485 T2DM cases and 485 age-and-sex matched controls nested within the prospective Singapore Chinese Health Study cohort. Participants were free of T2DM at blood collection (1999 to 2004), and T2DM cases were identified at the subsequent follow-up interviews (2006 to 2010). A weighted biomarker score was created based on the strengths of associations between these biomarkers and T2DM risks. The predictive utility of the biomarker score was assessed by the area under receiver operating characteristics curve (AUC).

Results: The biomarker score that comprised of four biomarkers (TG-to-HDL ratio, ALT, ferritin, and adiponectin) was positively associated with T2DM risk (P trend <0.001). Compared to the lowest quartile of the score, the odds ratio was 12.0 (95% confidence interval [CI], 5.43 to 26.6) for those in the highest quartile. Adding the biomarker score to a base model that included smoking, history of hypertension, body mass index, and levels of random glucose and insulin improved AUC significantly from 0.81 (95% CI, 0.78 to 0.83) to 0.83 (95% CI, 0.81 to 0.86; P=0.002). When substituting the random glucose levels with glycosylated hemoglobin in the base model, adding the biomarker score improved AUC from 0.85 (95% CI, 0.83 to 0.88) to 0.86 (95% CI, 0.84 to 0.89; P=0.032).

Conclusion: A composite score of blood biomarkers improved T2DM risk prediction among Chinese.

Keywords: Biomarkers; Case-control studies; Diabetes mellitus, type 2; Epidemiology; Prognosis.

Publication types

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

MeSH terms

  • Adiponectin / blood
  • Aged
  • Alanine Transaminase / blood
  • Asian People / ethnology*
  • Biomarkers / blood*
  • C-Reactive Protein / metabolism
  • Case-Control Studies
  • Diabetes Mellitus, Type 2 / blood*
  • Diabetes Mellitus, Type 2 / epidemiology
  • Diabetes Mellitus, Type 2 / metabolism
  • Female
  • Ferritins / blood
  • Humans
  • Lipoproteins, HDL / blood
  • Male
  • Middle Aged
  • Predictive Value of Tests
  • Prognosis
  • Prospective Studies
  • Retinol-Binding Proteins, Plasma / metabolism
  • Risk Factors
  • Singapore / ethnology
  • Triglycerides / blood
  • alpha-2-HS-Glycoprotein / metabolism

Substances

  • Adiponectin
  • Biomarkers
  • Lipoproteins, HDL
  • RBP4 protein, human
  • Retinol-Binding Proteins, Plasma
  • Triglycerides
  • alpha-2-HS-Glycoprotein
  • C-Reactive Protein
  • Ferritins
  • Alanine Transaminase