Collectively, these cross-species findings highlight that the eight A&MRRDEGs, particularly <i>AKT1</i> and <i>HSPA5</i>, are potentially involved in autophagy and metabolic reprogramming during AF pathogenesis. The gene discussed is AKT1; the disease is atrial fibrillation.