KL and chronic kidney disease: Consequently, this study aims to investigate the correlation between serum IS level, Klotho protein levels, and vascular calcification in patients with CKD stages 3–5, understand the mechanisms underlying vascular calcification in CKD, and explore potential therapeutic targets.