It was also described that variants in APOB also frequently occur during hepatic carcinogenesis since there is a causal role of hepatocellular lipid retention in promoting NAFLD-HCC (Ally et al., 2017). Here, APOB is linked to metabolic dysfunction-associated steatotic liver disease.