NPPB and atrial fibrillation: In a recent paper by Chua et al. [119], a series of 40 different plasma biomarkers were validated by using logistic regression models and machine learning technologies; in this specific study, Hcy was not validated, while BNP and FGF-23 proved to hold the strongest association with AF.