The statistical analyses of the biologically significant miRNA-mRNA co-modules identified by the algorithm demonstrate key roles of Myc, E2F1, let-7, TGFB1, TNF and EGFR in HCC subgroups. Here, E2F1 is linked to hepatocellular carcinoma.