Studies indicate that NT-proBNP and BNP levels tend to be lower in obesity, even in HFpEF, due to altered metabolic and hormonal regulation, leading to underestimation of heart failure severity and potential false-negative results [43]. This evidence concerns the gene NPPB and obesity disorder.