Finally, our metabolite–protein network association showed proteins playing roles in HCC progression as PEMT, PLA2G4β, IL4I1, ACER, BAAT, TAT, GOT, CDKAL1, PNP, NNMT, NOS1, and AHCYL [61,62]. This evidence concerns the gene PNP and hepatocellular carcinoma.