Genetic variations associated with the development of MASLD and MASH, such as PNPLA3, TM6SF2, GCKR, MBOAT7, MERTK, and HSD17B13, were initially reviewed. Here, HSD17B13 is linked to metabolic dysfunction-associated steatotic liver disease.