An integrative phenotype–genotype approach using phenotypic characteristics from the UAE national diabetes study identifies HSD17B12 as a candidate gene for obesity and type 2 diabetes. This evidence concerns the gene HSD17B12 and obesity due to melanocortin 4 receptor deficiency.