Taken together, our results show that the variants of the PON2, ADCY3, PCSK9, and GCKR, together with dyslipidemia, regular intake of eggs and sweets, and hypertension, increased the risk of NAFLD. This evidence concerns the gene ADCY3 and metabolic dysfunction-associated steatotic liver disease.