In the bubble plot, the activated PRDX1-related pathways in HCC patients mainly have ribosome biogenesis, ribonucleoprotein complex biogenesis, ncRNA processing, cellular glucuronidation, uronic acid metabolic process, snRNA processing, and regulation of programmed necrotic cell death (Supplementary Figure S11C). This evidence concerns the gene PRDX1 and hepatocellular carcinoma.