AKR1B10 and metabolic dysfunction-associated steatohepatitis: 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.