Recent genome-wide association studies have identified that variants in or near PNPLA3, NCAN, GCKR, LYPLAL1, and TM6SF2 are significantly associated with non-alcoholic fatty liver disease (NAFLD) in multiple ethnic groups. This evidence concerns the gene LYPLAL1 and metabolic dysfunction-associated steatotic liver disease.