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). Here, ZFHX3 is linked to chronic obstructive pulmonary disease.