The anthropometric measures directly correlated with AIP, HOMA-IR, adiponectin, and uric acid suggest a gradual change toward an unfavorable metabolic profile as body fat accumulates, even before the threshold for obesity by the BMI measurement is reached. This evidence concerns the gene ADIPOQ and obesity due to melanocortin 4 receptor deficiency.