Perioperative GLP-1 drug use is associated with a lower risk of pseudarthrosis in T2DM patients undergoing ACDF. These findings suggest a potential role for GLP-1 drugs in improving spinal fusion outcomes. The gene discussed is GLP1R; the disease is type 2 diabetes mellitus.