Furthermore, we conducted clinical validation based on pathological specimens from 21 patients with lung adenocarcinoma and found that cg09897064 methylation is associated with ZBP1 expression and macrophage polarization, representing a novel immune checkpoint. This evidence concerns the gene ZBP1 and lung adenocarcinoma.