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. This evidence concerns the gene PNPLA3 and fatty liver disease.