Furthermore, our study showed that AIP has the ability to effectively predict GDM with an AUC of 0.7879 (0.7087–0.8671), and the optimal cut-off point of AIP for predicting GDM was 0.3557, with a sensitivity of 72.22% and a specificity of 75.41%. The gene discussed is AIP; the disease is gestational diabetes.