In an effort to uncover the interactions among the DEGs, we constructed a PPI network and found that COL1A1 and COL1A2 were the top two significantly up-regulated interaction genes in Cs+ HCC tumors, both of which encode type I collagen (47). Here, COL1A2 is linked to hepatocellular carcinoma.