Mendelian randomization analysis also showed an inverse relationship between GLP-1 receptor expression and severe DR, indicating the potential of GLP-1RAs in reducing the risk of DR in type 2 diabetes patients (Zheng et al., 2023). Here, GLP1R is linked to type 2 diabetes mellitus.