Therefore, a nomogram model was further constructed in this study for COPD risk prediction, and the total score of the six CEM-DEGs in the prediction model was used to map the final risk probability, with PLA2G1B being the main contributing marker (Figure 3I). The gene discussed is PLA2G1B; the disease is chronic obstructive pulmonary disease.