In unselected participants with cardiovascular conditions presenting to hospital, 3 simple clinical characteristics (age, sex, and BMI) and elevated concentrations of ANGPT2, BMP10, and FGF23 can identify participants with prevalent AF. Here, FGF23 is linked to atrial fibrillation.