Compared with the end stage renal failure and the clear cell renal failure, the neutrophil subgroup of the end stage renal failure was dominated by Lgals1_mNeu, while the main cell subgroups of clear cell renal carcinoma were IL-7R + neutrals, Lgals1_mNeu and CD74_Neu. Here, IL7R is linked to stage 5 chronic kidney disease.