Our study found that uremia samples had increased abundances of B-cells memory, macrophages M0, macrophages M2, plasma cells, and activated dendritic cells, whereas T-cells CD4 naive, NK-cells activated, and B-cells naive were less invasive, indicating their crucial roles in the etiology of renal fibrosis. Here, CD4 is linked to uremia.