Sci Rep. 2023 Sep 24;13(1):15941. doi: 10.1038/s41598-023-43039-4. ABSTRACT Better understanding of the early events in the development of type 1 diabetes is needed to improve prediction and monitoring of the disease progression during the substantially heterogeneous presymptomatic period of the beta cell damaging process. To address this concern, we used…