In addition, we found that the Purple (CX3CR1), Red (EGR1, VCAM1 and PTGS2) and Grey (ARG1, FGG, and PPBP) genes most significantly correlated with GS for COPD were also the important MM elements (Fig. 11). This evidence concerns the gene PPBP and chronic obstructive pulmonary disease.