The prediction models showed that BMI, TG, HDL-C, LDL-C, ALT, SUA, and MTTP mutations were independent influencing factors of NAFLD, all of which has statistical significance (P < 0.05). This evidence concerns the gene MTTP and metabolic dysfunction-associated steatotic liver disease.