The difference in target genes between ChREBP and SHP might contribute to the different effects of ChREBP and SHP on preventing the development of fatty liver induced by high fat diets in Chrebp−/− and Shp−/− mice (Figure 4). This evidence concerns the gene MLXIPL and fatty liver disease.