This is the first study that has analyzed the correlation between the baseline of lung metastasis, NLR, LMR, and CD3+CD8+ T cell count and the tumor response, and the nomogram offers an easy-to-use tool for ICI prognosis. The gene discussed is CD8A; the disease is neoplasm.