In this study, five variations (rs2980854, rs429358, rs10401969, rs738409, rs5764430) at the APOE, SUGP1, TRIB1, SAMM50, and PNPLA3 loci linked to NAFLD was chosen for analysis. This evidence concerns the gene SUGP1 and metabolic dysfunction-associated steatotic liver disease.