Importantly, we conducted an integrated analysis of OS-genes using the logistic least absolute shrinkage and selection operator (LASSO) penalized regression to generate a four-gene-based signature (PBK, CBX2, CLSPN, and CPEB3) associated with OS in HCC. Here, PBK is linked to hepatocellular carcinoma.