By intersecting the 4 genes filtered by SVM and the 7 genes detected by LASSO regression, 4 biomarkers (DDIT3, NFKBIA, OSM, and PTGER4) for the diagnosis of PAH were identified (Fig. 3D). Here, NFKBIA is linked to pulmonary arterial hypertension.