NPPB and atrial fibrillation: In conclusion, the nomogram prediction model based on BNP, Ang II, homocysteine, MHR and NLR has certain predictive value for the early recurrence risk of patients with persistent atrial fibrillation after catheter ablation, and providing a reference for making personalized treatment plans in clinic.