Notably, DKD patients exhibited significantly increased proportions of M1 macrophages, naïve CD4 T cells, and gamma delta T cells compared to controls, suggesting a shift towards a pro-inflammatory immune microenvironment in DKD. Here, CD4 is linked to diabetic kidney disease.