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). The gene discussed is USP32; the disease is pulmonary hypertension.