In this study, enrichment analysis revealed that BGN is mainly involved in ECM remodeling and energy metabolism-related biological processes, thereby promoting atrial fibrosis, electrical conduction heterogeneity, and oxidative stress, all of which contribute to AF development. This evidence concerns the gene BGN and atrial fibrillation.