Furthermore, the protein–protein interaction (PPI) network analysis based on the STRING database and GOIs provided insights into the functional relationships among key proteins in liver fibrosis, such as Col1a2, Col5a2, MMP9, Col4aa, Col27a1, and Col5a3 (Figure 7h). Here, COL1A2 is linked to Hepatic fibrosis.