CTSO and fibrosis: Consequently, understanding the mechanistic contributions of cathepsin O to ECM remodeling and atrial fibrosis not only enhances our comprehension of AF pathogenesis but also highlights potential targets for intervention in this prevalent arrhythmia [26, 27].