Mechanistic analyses highlighted CD8+PAR1+ cytotoxic T cells, PD-1/PD-L1 checkpoint disruption, and adipose–myocardial crosstalk as pivotal drivers of AF. This evidence concerns the gene CD8A and atrial fibrillation.