Additionally, the ALB concentration and NT-pro BNP level emerged as independent predictors of AF recurrence, providing important insights for risk stratification and potential early intervention strategies in patients with paroxysmal non-valvular AF and HFpEF. The gene discussed is ALB; the disease is atrial fibrillation.