Our study suggests that adipokines such as PENK, IGF-1, chemerin, AGF, AFABP and leptin might affect the development of obesity by directly modifying individual eating behavior. Here, ANGPTL6 is linked to obesity due to melanocortin 4 receptor deficiency.