We conducted this retrospective study to explore the associations between immunonutrition-related peripheral blood markers including NLR, PLR, lymphocyte (LYM), AGR, PNI, lactate dehydrogenase (LDH), and prognosis of PD-L1 negative and MSS cancer patients treated with immunotherapy. The gene discussed is CD274; the disease is cancer.