Elevated levels of GDF-15 were related to several cardiovascular risk factors, including the male gender, current smoking, body mass index, waist circumference, diabetes, fasting glucose, triglycerides, and low HDL cholesterol. This evidence concerns the gene GDF15 and diabetes mellitus.