Although the CREBRF variant is predominantly found in Pacific Islanders, results from this study will also help clarify mechanisms underlying obesity-related metabolic disease risk in other high-burden populations. Here, CREBRF is linked to obesity due to melanocortin 4 receptor deficiency.