Mechanistic analyses highlighted CD8+PAR1+ cytotoxic T cells, PD-1/PD-L1 checkpoint disruption, and adipose–myocardial crosstalk as pivotal drivers of AF. The gene discussed is F2R; the disease is atrial fibrillation.