DPP7 and type 2 diabetes mellitus: In our study, DPP7 expression positively correlated with immune activation markers (e.g., T-cell co-stimulation, HLA expression) and negatively with immunosuppressive factors (e.g., Tregs, APC co-inhibition), suggesting a dual role in immune regulation during sepsis and T2DM.