The weak inverse correlation between BMI and NT-proBNP values was also noted in the previous studies [12, 14, 22, 23, 27], such as Kim HL's study on 1877 heart failure patients who reported an inverse association between BMI and NT-proBNP values with r = − 0.232 [17]. The gene discussed is NPPB; the disease is heart failure.