Finally, among blood biomarkers, we identified that serum fetuin-A level was a risk factor for NAFLD based on highly suggestive evidence while vitamin D level was a protective factor for NAFLD based on suggestive evidence. This evidence concerns the gene AHSG and metabolic dysfunction-associated steatotic liver disease.