Similarly, in a clinical prediction model study by Xiyi Huang [45] on patients with coronary heart disease complicated by HF, where the primary outcome was major adverse cardiovascular events within one year, key predictive factors included NYHA classification ≥3, a history of heart failure, and NT-proBNP. Here, NPPB is linked to heart failure.