CD28 and chronic kidney disease: “CD28 + CD45RA + CD8 + T cell %”, “CD45RA + CD8 + T cell %” exhibited mediation in the causal association between Alistipes putredinis and CKD, with a mediation proportion of 1.21 and 1.37 (P < 0.05).