Besides, the protein interaction network analysis of these 17 liver diseases-related genes revealed a key role for TGFB1, COL1A1, SPP1, PECAM1, and THBS1 in the expression network, and no interaction of PDE5A with other genes (Figure 6C). This evidence concerns the gene COL1A1 and liver disorder.