Taken together, these findings suggest that vitamin D exerts renal protection in CKD not only through inflammation, oxidative stress, and fibrosis regulation but also via its roles in autophagy, Klotho signaling, and podocyte stability, highlighting its broader therapeutic potential (Figure 3). Here, KL is linked to chronic kidney disease.