Figure 5 demonstrates that variables including gender, hepatitis type, disease duration, free thyroxine, antithrombin III activity, squamous cell carcinoma-associated antigen, C-reactive protein, monoamine oxidase, and total calcium establish connections with the progression of liver cirrhosis to malignant liver tumours through complex network relationships. This evidence concerns the gene CRP and hepatitis A virus infection.