A number of key genes related to cellular malignancies were upregulated in HCC-R tumors, specifically, HMGA1 (4.16), SPP1 (3.90), GNL3 (3.86), and PPARG (3.84). Here, GNL3 is linked to hepatocellular carcinoma.