These findings suggest that LB-A could exert specific reparative and protective effects on damaged pancreatic islet cells by enhancing the functionality of the GLP-1/GLP-1R axis, which may play a crucial role in the long-term management of diabetes. The gene discussed is GLP1R; the disease is diabetes mellitus.