Additionally, 4 genes (APOB, INSR, PPARG, APOC3) had prior genetic associations with MASLD while another 12 genes had associations with a MASLD-related phenotype (type 2 diabetes, BMI-adjusted waist-to-hip ratio (WHRadjBMI), metabolic syndrome). This evidence concerns the gene APOB and type 2 diabetes mellitus.