Therefore, we defined these 6 genes (AKR1B10/SPP1/CD24/UBD/FABP4/STMN2) as progress-related genes that play a vital role in the progression of NAFLD. Here, AKR1B10 is linked to metabolic dysfunction-associated steatotic liver disease.