A Novel Early Pregnancy Risk Prediction Model for Gestational Diabetes Mellitus

Fetal Diagn Ther. 2019;45(2):76-84. doi: 10.1159/000486853. Epub 2018 Jun 13.

Abstract

Introduction: Accurate early risk prediction for gestational diabetes mellitus (GDM) would target intervention and prevention in women at the highest risk. We evaluated novel biomarker predictors to develop a first-trimester risk prediction model in a large multiethnic cohort.

Methods: Maternal clinical, aneuploidy and pre-eclampsia screening markers (PAPP-A, free hCGβ, mean arterial pressure, uterine artery pulsatility index) were measured prospectively at 11-13+6 weeks' gestation in 980 women (248 with GDM; 732 controls). Nonfasting glucose, lipids, adiponectin, leptin, lipocalin-2, and plasminogen activator inhibitor-2 were measured on banked serum. The relationship between marker multiples-of-the-median and GDM was examined with multivariate regression. Model predictive performance for early (< 24 weeks' gestation) and overall GDM diagnosis was evaluated by receiver operating characteristic curves.

Results: Glucose, triglycerides, leptin, and lipocalin-2 were higher, while adiponectin was lower, in GDM (p < 0.05). Lipocalin-2 performed best in Caucasians, and triglycerides in South Asians with GDM. Family history of diabetes, previous GDM, South/East Asian ethnicity, parity, BMI, PAPP-A, triglycerides, and lipocalin-2 were significant independent GDM predictors (all p < 0.01), achieving an area under the curve of 0.91 (95% confidence interval [CI] 0.89-0.94) overall, and 0.93 (95% CI 0.89-0.96) for early GDM, in a combined multivariate prediction model.

Conclusions: A first-trimester risk prediction model, which incorporates novel maternal lipid markers, accurately identifies women at high risk of GDM, including early GDM.

Keywords: Gestational diabetes mellitus; Novel biomarkers; Prediction model; Risk stratification.

Publication types

  • Review

MeSH terms

  • Adiponectin / blood
  • Adult
  • Arterial Pressure
  • Biomarkers / blood
  • Blood Glucose
  • Case-Control Studies
  • Chorionic Gonadotropin / blood
  • Diabetes, Gestational / diagnosis*
  • Diabetes, Gestational / prevention & control
  • Female
  • Health Status Indicators*
  • Humans
  • Leptin / blood
  • Lipids / blood
  • Lipocalin-2 / blood
  • Models, Theoretical*
  • Multivariate Analysis
  • Plasminogen Activator Inhibitor 2 / blood
  • Pregnancy
  • Pregnancy Trimester, First / blood
  • Pregnancy-Associated Plasma Protein-A / metabolism
  • Pulsatile Flow
  • ROC Curve
  • Uterine Artery / diagnostic imaging

Substances

  • Adiponectin
  • Biomarkers
  • Blood Glucose
  • Chorionic Gonadotropin
  • LCN2 protein, human
  • Leptin
  • Lipids
  • Lipocalin-2
  • Plasminogen Activator Inhibitor 2
  • Pregnancy-Associated Plasma Protein-A
  • PAPPA protein, human