In this study, through comprehensive analysis of multiple datasets, six key CEM-DEGs (CYP1B1, CA3, AHRR, MGAM, PNMT, PLA2G1B) were identified, which can be used to construct a COPD prediction model. Here, PLA2G1B is linked to chronic obstructive pulmonary disease.