In populations with obesity, irisin levels are positively associated with muscle mass and resting energy expenditure but negatively associated with body fat percentage, insulin resistance, and triglyceride levels [105]. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.