Together, these data argue against a simple, unidirectional causal relationship between AF and NT-proBNP, and highlight the need for detailed longitudinal and mechanistic studies to untangle cause from consequence in the AF–NT-proBNP axis. Here, NPPB is linked to atrial fibrillation.