Patients with obesity according to body fat percentage were at higher risk of BCR (HRadj = 1.41 [95%CI 1.02–1.98]), whereas the precision of the mortality estimate was lower (HRadj = 1.30 [95%CI 0.74–2.27]). Here, BCR is linked to obesity due to melanocortin 4 receptor deficiency.