In the discovery dataset, ROC curve analysis demonstrated strong diagnostic performance for each gene, with all AUC values exceeding 0.85 (Figure 3A); CBR1, G6PD, and PRDX1 exhibited a significant upregulation in COPD (all p < 0.001; Figure 3B). Here, PRDX1 is linked to chronic obstructive pulmonary disease.