PNPLA3 and fatty liver disease: However, several genetic factors have also been implicated in the development of fatty liver [5], such as the I148M (rs738409) variant in the patatin-like phospholipase domain-containing protein 3 (PNPLA3) gene which showed the most clinically significant association [6].