Beyond genetic association, the identification of variants such as PNPLA3 rs738409 and ABCC8 R653Q in this cohort not only reinforces their association with MASLD but also opens avenues for clinical translation. This evidence concerns the gene ABCC8 and metabolic dysfunction-associated steatotic liver disease.