Our results showed that several crucial drivers, including regulators that are potentially associated with the progression of cirrhosis, such as SLC40A1, DAB2, FOLR2, GPAT3, and CDA, were upregulated during fibrosis. The gene discussed is FOLR2; the disease is Cirrhosis.