The directionality of the top 3 clinical variables (age, sex, BMI) and the top 3 biomarkers (ANGPT2, BMP10, FGF23) associated with prevalent AF corresponded exactly with the regression modelling (Fig. 3b). This evidence concerns the gene FGF23 and atrial fibrillation.