First, we used large-scale genome-wide association studies (GWAS) to identify genetic variants associated with obesity measures, blood pressure, lipids, type 2 diabetes, insulin, and glucose. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.