An unsupervised cluster analysis was performed using 368 HCC samples from the TCGA-LIHC dataset to recognize distinct HCC subtypes and investigate the potential value of screened MDH gene signatures in HCC. This evidence concerns the gene MDH2 and hepatocellular carcinoma.