PNPLA3 and hepatocellular carcinoma: PNPLA3 gene has been identified as a key genetic factor in the development and progression of fatty liver disease, influencing lipid accumulation and cellular changes that can lead to advanced liver conditions including cirrhosis and hepatocellular carcinoma.