However, the inverse association between BMI and NT-proBNP values was weak at correlation coefficient r = − 0.29 in the present study, although the concentration of NT-proBNP in heart failure patients with obesity was significantly lower (38%) than that in heart failure patients with normal BMI. Here, NPPB is linked to obesity disorder.