Thus, our data suggest that leukocyte gene expression of IL6, IL8, or IL18 can provide an alternative non-invasive approach to distinguish between pregnant women with and without GDM who are closely matched for maternal age, gestational age, and parameters of obesity such as pre-pregnancy BMI, pregnancy weight, and gestational weight. This evidence concerns the gene IL18 and obesity due to melanocortin 4 receptor deficiency.