The overexpression of deacetylated ACSL5 mutant (K98R/K361R/K367R) in the liver of Sirt6 LKO mice significantly improves high-fat diet-induced glucose intolerance and fatty liver. This evidence concerns the gene SIRT6 and fatty liver disease.