To establish a robust gene signature for COPD, we determined the overlapping genes from these methods, resulting in the identification of four key genes: MRC1, BCL2A1, GYPC and SLC2A3, as illustrated in Figure 6F. Here, GYPC is linked to chronic obstructive pulmonary disease.