The increase in NT-proBNP in AF patients is primarily driven by atrial and ventricular strain, as AF induces irregular atrial contractions, elevated wall stress, and neurohormonal activation, including the renin–angiotensin–aldosterone system and sympathetic nervous system [42]. The gene discussed is NPPB; the disease is atrial fibrillation.