According to a cohort study of full-exome association of alanine aminotransferase, ApoE was found closely linked with fatty liver [25], and allele-specific variants of ApoE were associated with an increased incidence of MAFLD and obesity [26]. The gene discussed is APOE; the disease is Obesity.