JAG2 and pulmonary arterial hypertension: By integrating WGCNA and machine learning methods, we identified Jag2 as a potential biomarker for hypoxic PAH, suggesting that it may play a central role in the pathogenesis of PAH under hypoxic conditions through its involvement in the Notch signaling pathway and other cellular processes.