Furthermore, large cohort analyses show that elevated NT-proBNP levels are independently associated with higher risk of heart failure hospitalization and cardiovascular death, and that it contributes more strongly to risk prediction models than GDF-15 in diverse patient populations, including those with atrial fibrillation and heart failure risk [107]. Here, GDF15 is linked to atrial fibrillation.