These findings demonstrate the expression of PDK4, RBPMS2, and PDE5A in PBMCs could predict the expression levels of these genes in lung tissue and might serve as circulating biomarkers for IPAH. Here, PDK4 is linked to idiopathic pulmonary arterial hypertension.