ROC analysis validated their diagnostic effectiveness, with USP32 and ZNF655 exhibiting ROC values above 0.75 in both the experimental and validation datasets, underscoring their significance in pulmonary hypertension diagnosis (Fig 5). Here, ZNF655 is linked to pulmonary arterial hypertension.