In KRAS/LKB1-mutant lung AD, CD3+/CD8+T subsets, CD68+macrophages and mature DCs are significantly decreased, immune co-stimulatory molecules, immune checkpoint-related molecules and type I IFN signaling signatures showed significantly downregulated expression, in which tumors showed insignificant response to ICB. The gene discussed is KRAS; the disease is Alzheimer disease.