SPP1 and idiopathic pulmonary arterial hypertension: We found that 5 DEGs (AQP9, SPP1, END1, VCAM1, and SAA1) were included in the top 10 hub genes of the PPI network, indicating those factors may play important roles in the pathogenesis of IPAH.