Key predictors identified through univariate and multivariate Cox regression, time-dependent ROC, and LASSO analyses were the lymphocyte-to-C-reactive protein ratio (LCR) and tumor-node-metastasis (TNM) staging. This evidence concerns the gene CRP and neoplasm.