More importantly, the ROC curve analysis of the Lasso regression model showed that the AUC values were all above 0.9, indicating the outstanding potential of the 5 hub DEGs, namely, CXCR1, CCL5, ADORA3, CCR1, and SAA1, as biomarkers for distinguishing IPAH patients, which has significant clinical feasibility in auxiliary diagnosis and disease classification. The gene discussed is ADORA3; the disease is idiopathic pulmonary arterial hypertension.