Finally, we review the collective successes afforded by diverse systems biology methods in revealing common themes implicated in the progression of liver diseases including NASH/NAFLD and HCC, namely differential expression of pyruvate kinase muscle-type (PKM) isoform transcripts, differential acetate utilisation and differential regulation of redox metabolism. Here, PKM is linked to hepatocellular carcinoma.