The key finding of our study is that waist-to-hip ratio, but not the BIA adiposity measure, is independently associated with plasma HMW adiponectin concentration, which is substantially lower in the presence of overweight, obesity or central obesity. This evidence concerns the gene ADIPOQ and obesity due to melanocortin 4 receptor deficiency.