Moreover, when we analyzed the relationship between CMTM4 regulated genes and clinicopathological characteristics of HCC patients, we found that HCC patients in cluster 2 were associated with high T stage and high TNM stage, and instead, HCC patients in cluster 4 were associated with low T stage (Fig. 3D). Here, CMTM4 is linked to hepatocellular carcinoma.