The visualized results revealed a significant increase in the CD4 effecter memory T cells subgroup in the T2DM-DKD group accompanied by upregulation of CTLA-4 and PD-1 compared to T2DM without kidney involvement. Here, CTLA4 is linked to type 2 diabetes mellitus.