We next examined the effect of mutations in individual genes on image- and biochemistry-based cardiometabolic outcomes, starting with the three autosomal recessive monogenic obesity genes: PCSK1, LEPR, and POMC. This evidence concerns the gene LEPR and obesity due to melanocortin 4 receptor deficiency.