GCKR, ABCB11, CDKAL1, CDKN2B, NT5C2, and APOC1 were associated with metabolically unhealthy phenotypes in individuals with normal weight but not in those with obesity. Here, CDKAL1 is linked to obesity due to melanocortin 4 receptor deficiency.