The progression of hepatocytes to malignant HCC cells likely involves metabolic reprogramming through genetic (ALB, APOB), epigenetic (CPS1), or other mechanisms, transforming cells that support normal physiological functions into those that only support their own growth and division needs (57). Here, APOB is linked to hepatocellular carcinoma.