With the strength of analyzing FABP4 concentrations at two time points in early pregnancy and adjusting for important lifestyle factors, including dietary intake and physical activity, our study identified that the concentration of FABP4 in the first trimester could predict GDM risk and its predictive ability was consistent from the first trimester to the second trimester. Here, FABP4 is linked to gestational diabetes.