NPPB and pulmonary hypertension: The difference across groups was statistically significant (F = 68.24; p < 0.001), suggesting that elevated NT-proBNP reflects increasing cardiac strain and pulmonary hypertension commonly associated with advanced COPD stages (Table 5).