(14) investigated the pathophysiological characteristics of pregnant women with GDM and reported that pregnant women with GDM diagnosed in early pregnancy had lower insulin sensitivity and abnormal cell function than those with GDM diagnosed in middle pregnancy or those with NBG levels. Here, INS is linked to gestational diabetes.