Specifically, the KD vs. CKD comparison revealed increased enrichment in IL2 STAT5 signalling and TGF beta signalling, indicating heightened immune and apoptotic responses (Fig. 5A, Table S2). Here, IL2 is linked to chronic kidney disease.