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, ALB is linked to cancer.