Our study focused on comparing the effects of the NLR, PLR, GPR, ALR and FAR on the prognosis of HCC patients who had undergone liver resection, to find the optimal combination and to establish models that can accurately predict prognosis. The gene discussed is ALDH18A1; the disease is hepatocellular carcinoma.