Further survival analyses, ROC curve analysis and representative image analysis, selected 5 hub genes, including CDK1, CDC20, CCNB1, CENPF, and MAD2L1, that were associated with early diagnosis, tumour stage, and poor outcomes of HCC. Here, MAD2L1 is linked to hepatocellular carcinoma.