Meanwhile, IL6 showed the most obvious negative correlation with memory B cell (R = − 0.46, p < 0.05), with low expression level in NASH group, as shown in Fig. 4D. Thus, we proposed that these changes immune cells and immune-related pathways played important roles in occurrence and development of NASH. This evidence concerns the gene IL6 and metabolic dysfunction-associated steatohepatitis.