Our findings implicate subtypes such as the absolute and relative counts of CD28 + CD45RA + CD8dim T cells, CD28 expression on CD39 + CD8 + T cells, and CD16 expression on CD14–CD16 + monocytes, alongside proteins including IL-17A and LIF-R, as putative precursors to CKD. Here, LIFR is linked to chronic kidney disease.