While its direct association with AF remains understudied, its downstream MAPK pathways are critical in AF pathogenesis—consistent with our GSEA results linking MAPKAPK5 to immune- and metabolism-related pathways, including MAPK signaling. The gene discussed is MAPKAPK5; the disease is atrial fibrillation.