Although there have been many studies on atrial fibrillation—related risk factors, research on constructing an early recurrence prediction model for patients with persistent atrial fibrillation after catheter ablation using BNP, Ang II, homocysteine, MHR, and NLR indicators is relatively scarce (5). The gene discussed is NPPB; the disease is atrial fibrillation.