The CKD samples exhibited elevated levels of CD8<sup>+</sup> T cells and M0 macrophages, while memory B cells, resting memory CD4<sup>+</sup> T cells, Tregs, and resting mast cells showed decreased levels. Here, CD4 is linked to chronic kidney disease.