The relationship between other factors, including pre-pregnancy BMI, ALT, GGT, FPG, Insulin, HOMA-IR, and adipokines, and the risk of GDM was also investigated (Additional file 1: Table S2). This evidence concerns the gene INS and gestational diabetes.