In individuals with obesity or Type 2 diabetes mellitus, BNP levels were unexpectedly lower, whereas patients with chronic kidney disease or atrial fibrillation exhibited elevated BNP levels. This evidence concerns the gene NPPB and obesity due to melanocortin 4 receptor deficiency.