GMNN and chronic obstructive pulmonary disease: The genes KIF1C, CSTA, GMNN, and PHGDH were identified as shared DEGs in both COPD and T2DM, exhibiting distinct expression patterns as confirmed by at least two of the employed methods (Figure 5A).