CONCLUSION: During early lung adenocarcinoma development, tumor cells acquire immune evasion capabilities through HOXA10 upregulation, which remodels the intra-tumoral immune microenvironment and promotes adenocarcinoma initiation and progression. The gene discussed is HOXA10; the disease is neoplasm.