As SPP1 and AKR1B10 were closely related to the Norma-NAFL-NASH process and the prognosis of HCC, these two genes may be key genes in the progression of Normal-NAFL-NASH-HCC. The gene discussed is AKR1B10; the disease is hepatocellular carcinoma.