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. Here, SPP1 is linked to metabolic dysfunction-associated steatohepatitis.