Our study is the first to demonstrate that silencing a single lipid droplet coat protein PLIN3 can substantially attenuate hepatic steatosis and steatohepatitis in a murine model of advanced fatty liver disease. This evidence concerns the gene PLIN3 and fatty liver disease.