Our results suggest a causal relationship between eight gut microbes and NAFLD, highlighting three key SNP-harboring genes (CSF2RB, FUT2, and HSD17B14) for specific microbiome regulation. Here, CSF2RB is linked to metabolic dysfunction-associated steatotic liver disease.