Using algorithms like SVM-RFE, random forest (RF), and LASSO, we pinpointed four key genes-MRC1, BCL2A1, GYPC, and SLC2A3-that could improve COPD diagnosis in high-risk patients. Here, BCL2A1 is linked to chronic obstructive pulmonary disease.