In our analysis, the virus-related HCC patients who had F3 or 4 fibroses showed lower expression of serum ITIH4 than the HCC with NAFLD patients with F3 or 4 fibroses (Additional file 3: Table S2). Here, ITIH4 is linked to metabolic dysfunction-associated steatotic liver disease.