A Novel Early Pregnancy Risk Prediction Model for Gestational Diabetes Mellitus

被引:104
作者
Sweeting, Arianne N. [1 ,2 ]
Wong, Jencia [1 ,2 ]
Appelblom, Heidi [3 ]
Ross, Glynis P. [1 ,2 ]
Kouru, Heikki [4 ]
Williams, Paul F. [1 ,2 ]
Sairanen, Mikko [4 ]
Hyett, Jon A. [2 ,5 ]
机构
[1] Royal Prince Alfred Hosp, Diabet Ctr, Sydney, NSW, Australia
[2] Univ Sydney, Fac Med, Cent Clin Sch, Sydney, NSW, Australia
[3] Royal Prince Alfred Hosp, Dept Clin Biochem, Sydney, NSW, Australia
[4] PerkinElmer, Diagnost, Turku, Finland
[5] Royal Prince Alfred Hosp, Dept High Risk Obstet, Sydney, NSW, Australia
关键词
Gestational diabetes mellitus; Prediction model; Risk stratification; Novel biomarkers; LIFE-STYLE INTERVENTION; FASTING PLASMA-GLUCOSE; 1ST TRIMESTER; INSULIN-RESISTANCE; PROTEIN-A; LIPOCALIN-2; MANAGEMENT;
D O I
10.1159/000486853
中图分类号
R71 [妇产科学];
学科分类号
100211 ;
摘要
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 hCG, 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.
引用
收藏
页码:76 / 84
页数:9
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