Additionally, both biomarkers exhibited positive correlations with BNP levels and negative correlations with the 6MWD, indicating their potential as diagnostic biomarkers for predicting PAP in CTD-PAH patients. The gene discussed is NPPB; the disease is pulmonary arterial hypertension.