Subsequent validation in two additional PAH datasets led us to highlight five potential biomarkers (CTNNB1, MAPK3, ITGB1, HSP90AA1, and DDX5) with promising diagnostic significance for IPAH. This evidence concerns the gene DDX5 and idiopathic pulmonary arterial hypertension.