ZFHX3 was identified as a crucial risk factor for atrial fibrillation (20), SYNE2 contributed to cardiac arrhythmia (Table 2), and GJD3 caused abnormal atrioventricular node conduction (Table 2). The gene discussed is ZFHX3; the disease is atrial fibrillation.