Future studies are required to investigate thecausal and biological mechanisms for these findings, particularly in light of thefasting GLP-1 associations, which may provide insight into the pathophysiologicalprocesses in the incretin axis in those at risk of, and with established, diabetes. This evidence concerns the gene GLP1R and diabetes mellitus.