The fusion of GLP-1 with FGF21 was motivated by their complementary pharmacology, thereby addressing the three criteria for an ideal combination therapy to treat metabolic disease: improved glucose metabolism, decreased food intake, and enhanced energy expenditure. This evidence concerns the gene GLP1R and metabolic disease.