CD4 and diabetic kidney disease: Mediation analysis showed that CD4<sup>+</sup> T cell count mediated the association between 13 bacterial genera and the DKD progression.<h4>Conclusion</h4>The gut microbiota undergoes dynamic evolution during DKD progression, with CD4<sup>+</sup> T cell count showing a significant mediating association between gut microbiota and DKD progression.