All five biomarkers demonstrated consistent patterns of differential expression (Figure 3D; Supplementary Figure S1E; Supplementary Table S11), with BECN1, HIF1A, MFN1, and TAX1BP1 significantly downregulated in PAH samples, while RRAS was upregulated. Here, RRAS is linked to pulmonary arterial hypertension.