The findings of the present study, based on comparisons of separate and combined associations of 25(OH)D and SHBG, provided new insight by indicating that the combination of low 25(OH)D and SHBG may be a stronger risk factor against having NAFLD than either factor on its own. This evidence concerns the gene SHBG and metabolic dysfunction-associated steatotic liver disease.