Similar to our findings, Zengpeng and colleagues demonstrated that dietary genistein supplementation resulted in the upregulation of gene transcription associated with fatty acid beta-oxidation, including PPARα, PPARδ, ACOT8, ACAD8, and ACADs in the liver of laying hens induced fatty liver. This evidence concerns the gene PPARD and Hepatic steatosis.