By integrating all the maternal variables found to be significantly associated to the need of insulin therapy, a ROC curve analysis was performed and the prediction model based on these seven maternal risk factors (altered FPG at OGTT, pre-gestational BMI>30, age >35 years, familiar history of diabetes, ART pregnancy, previous GDM, hypothyroidism) showed acceptable screening performance. Here, INS is linked to hypothyroidism.