In logistic regression models adjusted for cardiovascular RFs (age, diabetes, hypertension, hyperlipidemia, smoking, obesity) and non-traditional RFs (HIV, chronic kidney disease), only NT-proBNP predicted subsequent subclinical CAD (p < 0.008, Bonferroni correction for multiple testing). Here, NPPB is linked to obesity due to melanocortin 4 receptor deficiency.