Meanwhile, AKR1B10 and SPP1 are closely related to the above three immune cell infiltrations and immunosuppressive cytokines expressions in NAFLD and NAFLD-HCC. Here, AKR1B10 is linked to metabolic dysfunction-associated steatotic liver disease.