One of these groups, “PCM1-U (PCM1-upregulated)”, showed an increased expression of cell cycle-related genes and enrichment of liver cancer gene-sets, increased M1 macrophage fractions, T cell infiltration and proinflammatory responses. Here, PCM1 is linked to liver cancer.