The regulatory mechanism of ABCC5 and TUBG1 in the development of HCC in the context of NAFLD is not detailed yet, and whether the differences of the last two genes in different stages of NAFLD-HCC progression also needs further study and confirmation. Here, TUBG1 is linked to hepatocellular carcinoma.