In particular, kernel causality analysis revealed a causal effect of the abundance of Enterobacteriaceae on SREBF2 upregulation and of the surrogate markers of insulin resistance on NAFLD activity in the HC group. Here, SREBF2 is linked to metabolic dysfunction-associated steatotic liver disease.