In conclusion, we build upon previous proof-of-concept work, which has proven the utility of GLP-1-secreting microbes in preclinical models of T1D and T2D, by demonstrating an effect on lipid metabolism and atherogenic lipid profile, while also profiling the effects of microbial therapy on the host metabolome. The gene discussed is GCG; the disease is type 1 diabetes mellitus.