Because of the relatively small sample size of the HB patient tumors, RNA-seq data of 374 HCC patient tumors in The Cancer Genome Atlas (TCGA) database25 were also analyzed as RRM2 was also associated with tumor progression in our PPTR HCC mouse model (Supplementary Fig. 1b). Here, RRM2 is linked to hepatocellular carcinoma.