We found strong negative associations for adiponectin levels with BMI, WHR, LDL cholesterol, total cholesterol, triglycerides, fasting glucose, fasting insulin, and HOMA-IR, as well as dyslipidemia, overweight and obesity status. This evidence concerns the gene ADIPOQ and obesity due to melanocortin 4 receptor deficiency.