In this large African American cohort, ADIPOQ variants were associated with adiponectin levels in a gender-dependent manner and the relationship of some of these variants with obesity and BMI was modulated by the PEA and obesity status respectively. Here, ADIPOQ is linked to obesity due to melanocortin 4 receptor deficiency.