Here, the effect of HFD on hepatic FATP2 and FATP5 abundance was sex-specific and only male mice fed HFD for 24 weeks demonstrated an association between increased abundance of FATP5 and increased hepatic steatosis. This evidence concerns the gene SLC27A5 and fatty liver disease.