CD4 and chronic obstructive pulmonary disease: We found similar cellular enrichment patterns in the validation dataset with positive enrichments of the αβ CD4 and CD8 T lymphocytes, B cells, and negative enrichment of macrophages in end-stage COPD when compared to controls (Fig. 1h–j; Supplementary Fig. 3d).