Background: Immune-regulatory genes such as CTLA-4, FOXO-3, and PTPN-22 influence immune tolerance and metabolic adaptation, but their interaction with environmental factors in type 1 diabetes (T1DM) remains unclear. Here, PTPN22 is linked to type 1 diabetes mellitus.