The MVMR analysis revealed significant causal associations between genetically predicted obesity and adipokines traits; BMI on CF, WHR on CP and FIS, AgRP on CP and FIS, ADPN on CP (Table 3A, Figures 2B, 4B, 5B). This evidence concerns the gene CP and obesity due to melanocortin 4 receptor deficiency.