It has been observed that fatty liver disease is more common among first-degree relatives compared to the general population. Research is ongoing into genetic mutations that determine more severe disease phenotypes, with adiponutrin being the most extensively studied target in this area. Non-alcoholic fatty liver disease is increasingly being diagnosed in children, adolescents, and young adults, and it is also more prevalent in males.