Immunotherapy, particularly anti-PD-1 therapy, has assumed a progressively significant position in the management of non-small cell lung cancer (NSCLC), especially in lung adenocarcinoma (LUAD). The gene discussed is PDCD1; the disease is lung adenocarcinoma.