Further investigation into the specific role of the PD-1/PD-L1 pathway in the pathogenesis of AF is recommended to establish a more solid theoretical basis and develop more effective therapeutic strategies for clinical treatment. The gene discussed is CD274; the disease is atrial fibrillation.