Our work identified vascular dysfunction risk genes, including Sox17, Ulk4, Nbeal1, Cdkn1a and Plec, as obesity-regulated genes in the endothelium. Here, NBEAL1 is linked to obesity due to melanocortin 4 receptor deficiency.