TNF and Cirrhosis: Red module genes were significantly involved in biological processes related to cell proliferation and differentiation (Figure 3A) and in cirrhosis- or HCC-related pathways, such as hepatitis B and the TNF and P53 signaling pathways (Figure 3B).