Among these, CD8 cells were predominant in the NASH group, exhausted T cells were dominant in the TAA group, and the CD4 cell differentiation pathway was prominent in the BDL and CCl4 groups. This evidence concerns the gene CD4 and metabolic dysfunction-associated steatohepatitis.