The correlation between AKR1B10, SPP1, B cells, DCs, and MAIT cells indicated the possible interactive network structure that may explain and control metabolic disorders and fibrotic phenotypes from NASH to HCC. This evidence concerns the gene AKR1B10 and metabolic dysfunction-associated steatohepatitis.