ABCA1 and obesity due to melanocortin 4 receptor deficiency: Since ABCA1 has demonstrated roles in various GDM-related traits, such as lipid levels, obesity-related phenotypes, and insulin secretion and sensitivity, it may be a strong candidate gene for predisposition to GDM.