Additionally, the high expression of PDE8B in adipocytes may suggest that adipose tissue-derived factors can regulate myocardial electrical activity through a paracrine pathway, offering a new perspective on the metabolic-electrophysiological coupling mechanism of AF. Here, PDE8B is linked to atrial fibrillation.