CRF-vo2max and PA were negatively genetically correlated with obesity, body fat, body mass index and waist-to-hip circumference, triglycerides, the satiety hormone leptin, fasting insulin, insulin resistance, and T2D (significant only for PA), and CAD. This evidence concerns the gene LEP and obesity due to melanocortin 4 receptor deficiency.