GPN1 and hepatocellular carcinoma: Furthermore, using normal samples from GTEx as a reference, subgroup analysis revealed a significant difference in GPN1 expression between HCC patients and controls, particularly notable in subgroups defined by histologic grade and AFP levels (Figure 4C).