Overweight or obesity (BMI ≥ 25 kg/m2) was more common in patients with HFpEF and low NT-proBNP levels than those with elevated NT-proBNP levels. This evidence concerns the gene NPPB and obesity due to melanocortin 4 receptor deficiency.