Group separation was even more pronounced in the circulating cytokine profile, with CXCL9/CXCL10 and IL-6/CCL2/CCL4 were driving the separation between controls and COPD samples, respectively (Figure 2C). This evidence concerns the gene CCL4 and chronic obstructive pulmonary disease.