Detailed search strategy was as follows: (PD-1 OR PD-L1 OR CTLA-4 OR ICIs OR immune checkpoint inhibitor) AND (lung OR pulmonary) AND (tumor OR cancer OR carcinoma OR neoplasm) AND (prognostic nutritional index OR PNI) AND (survival OR prognosis OR prognostic). The gene discussed is CD274; the disease is cancer.