Our results demonstrated that women with Hb concentrations ≥150 g/L had an increased risk of GDM during early pregnancy in a Chinese population, and this association persisted even after adjusting for age, BMI at 24–28 weeks, parity, and HbA1c and FBG concentrations. This evidence concerns the gene GSTM1 and gestational diabetes.