COL1A2 and hepatocellular carcinoma: By intersecting those target genes with upregulated genes in HCC samples from GSE89377 and GSE117361 microarrays, we identified MMP11, COL1A1 and COL1A2 (Fig. 5e), among which MMP11 has rarely been reported in previous studies on HCC.