However, it is unknown whether GLP-1 RAs are the sole cause of the elevated risk or whether additional confounding variables are at play, such as pre-existing metabolic disorders, insulin resistance, or chronic diabetes [41]. The gene discussed is GLP1R; the disease is Other metabolic disease.