The results showed that BMI, uric acid, AST, type III procollagen, liver stiffness, and hepatic steatosis exhibited a positive impact on SAF grading, while GGT, creatinine, and urea nitrogen had a significant negative impact on SAF grading. This evidence concerns the gene GGT1 and fatty liver disease.