Analysis of scRNA data from lung tissues of COPD patients and healthy individuals revealed that macrophages from COPD samples exhibited stronger PI3K-AKT activity (Fig. 5A), and the DEGs were enriched in PI3K-AKT pathways using GSEA (Fig. 5B, Figure S4A, B). This evidence concerns the gene AKT1 and chronic obstructive pulmonary disease.