Additionally, high GDF-15 tertile participants had greater smoking histories, more frequently had diabetes, hypertension, hyperlipidemia and obesity, and were more frequently classified at intermediate or high risk by HEART score. This evidence concerns the gene GDF15 and obesity due to melanocortin 4 receptor deficiency.