• An optimal cutoff value of FABP4 level for the subsequent development of GDM at 18.5 ng/mL, with a sensitivity of 81.8% and a specificity of 71.2%.• An increased risk of GDM associated with FABP4 levels ≥ 18.6 ng/mL. The gene discussed is FABP4; the disease is gestational diabetes.