Metformin use for DM was associated with a statistically significant increased likelihood of AD diagnosis compared to GLP-1 use (HR = 2.228, CI: (1.036,4.794)) but an insignificant difference compared to both sulfonylureas and insulins. The gene discussed is GCG; the disease is Alzheimer disease.