Finally, while adjustments for multiple comparisons were made using Bonferroni correction to minimize type I errors, the exact pathophysiological mechanisms linking elevated NT-proBNP levels to AF onset remain unclear and warrant further investigation. The gene discussed is NPPB; the disease is atrial fibrillation.