These results emphasize the importance of autonomic function and fibrotic pathways in predicting AF recurrence, aligning with prior studies that highlight the prognostic role of HRV and GAL3 levels in arrhythmia pathophysiology. This evidence concerns the gene LGALS3 and cardiac arrhythmia.