In summary, by using a tag-SNP approach we have comprehensively analyzed the association of genetic variants and haplotypes of ADIPOQ with adiponectin levels and obesity phenotypes in a large and well-characterized phenotypically African American cohort. The gene discussed is ADIPOQ; the disease is obesity due to melanocortin 4 receptor deficiency.