Risk genotypes and haplotypes correlated with reduced adiponectin and increased obesity risk, with adiponectin levels significantly associated with the genotype–obesity relationships. This evidence concerns the gene ADIPOQ and obesity due to melanocortin 4 receptor deficiency.