Individual variation in Adcy5 interaction with the genetic background may also explain the heterogeneous findings from genome-wide association studies and candidate gene approaches reporting different directions of the associations of ADCY5 genetic variants with obesity, diabetes-related quantitative traits and the risk of type 2 diabetes [1,2,5,8,9]. Here, ADCY5 is linked to obesity due to melanocortin 4 receptor deficiency.