HIF1A and obesity due to melanocortin 4 receptor deficiency: In this study, as candidate genes we chose 1) genes related to T2DM, obesity, or insulin resistance found by previous GWAS and 2) genes related to glucose and lipid metabolism, insulin secretion, or MVCD, such as the HIF1α/-VEGF pathway.