“HVEM on CD4 + T cell” and “CD45RA on Terminally Differentiated CD8 + T cell” can exhibited mediation in the causal association between sucrose degradation IV sucrose phosphorylase and CKD with a mediation proportion of 7.77 and 15.24 (p < 0.05). This evidence concerns the gene CD8A and chronic kidney disease.