Additionally, more thorough research is required to confirm the roles of the BUB1B and RRM2 genes in the development of AFB1-fibrosis and HCC as well as their effects on immunity using in vitro and in vivo assays. This evidence concerns the gene RRM2 and hepatocellular carcinoma.