Overall, laboratory test variables (CRP, PD‐L1 level, dNLR, ALP, ALB, HGB, and WBC) and tumor characteristics (cancer type, prior liver metastasis, and the number of metastatic sites) are the two major factors for mortality prediction. Here, CD274 is linked to cancer.