Key cancer-related pathways such as “Gastric cancer”, “Hepatocellular carcinoma” and “Proteoglycans in cancer” were prominently identified in network, bar and bubble plots, and genes such as NME1, PSAT1, AHCY and PIGR were significantly involved. This evidence concerns the gene PIGR and hepatocellular carcinoma.