The results showed that ADRB2 and KLF4 were significantly correlated with CD4+ T cells, CD8+ T cells, macrophages, NK cells, and neutrophils infiltration in lung adenocarcinoma (LUAD), notably both showing a positive correlation with the pro-tumoral macrophages. The gene discussed is CD8A; the disease is lung adenocarcinoma.