This analysis revealed that factors such as age, pre-pregnancy BMI, history of abortion, family history of diabetes, abnormal liver function (ALT and AST), elevated blood lipid levels (TC and TG), and early-onset ICP were associated with an increased incidence of GDM. This evidence concerns the gene GPT and gestational diabetes.