Results using CyTOF to characterize the immune TME found that the immune TME of lung cancer among smokers have higher expression of immune positive regulatory chemokines, and higher abundance of activated immune cells, including follicular helper CD4+ T cells, gamma delta CD4+ T cells, activated DC, and activated CD8+ T cells. Here, CD4 is linked to lung cancer.