Gestational diabetes: development of an early risk prediction tool to facilitate opportunities for prevention

Aust N Z J Obstet Gynaecol. 2011 Dec;51(6):499-504. doi: 10.1111/j.1479-828X.2011.01356.x. Epub 2011 Sep 23.

Abstract

Background and aim: In the setting of advancing maternal age, escalating obesity and increasing Gestational Diabetes Mellitus (GDM) rates, we aimed to develop a novel risk prediction tool to identify high-risk women in early pregnancy, specifically to facilitate targeted antenatal prevention of GDM.

Methods: In this retrospective, observational study, first-trimester data collected routinely by midwifery staff in 4276 women attending a large tertiary hospital in 2007/2008 was analysed to examine predictive factors for GDM. GDM was diagnosed with a 28-week oral glucose tolerance test. The data set included a derivation group (n=2880, from 2007 deliveries) and a validation group (n = 1396, from 2008). Multivariate analysis generated a scoring system.

Results: GDM was significantly correlated with a number of factors: past history of GDM, increasing maternal age and body mass index, Asian descent and family history of diabetes. Validation group clinical scores achieved a sensitivity of 61.3% and specificity of 71.4% for differentiating women according to their risk of developing GDM.

Conclusions: Risk factors for GDM are easily identified at the first-trimester midwifery hospital booking visit. A risk prediction tool, derived from risk factors in early pregnancy, identifies women at high risk of GDM. This represents a novel approach to facilitate targeted early intervention with the potential to prevent development of, or ameliorate, GDM.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Area Under Curve
  • Asian People
  • Body Mass Index
  • Decision Support Techniques*
  • Diabetes, Gestational / diagnosis*
  • Diabetes, Gestational / genetics
  • Diabetes, Gestational / prevention & control*
  • Female
  • Glucose Tolerance Test
  • Humans
  • Mass Screening
  • Maternal Age
  • Multivariate Analysis
  • Pregnancy
  • Pregnancy Trimester, First
  • Prenatal Care
  • Prevalence
  • ROC Curve
  • Retrospective Studies
  • Risk Factors
  • Young Adult