The relationship between MCP-1 and carotid atherosclerosis is particularly noteworthy, as systemic inflammation in CKD can lead to oxidative stress and endothelial dysfunction, both of which are critical in the pathogenesis of atherosclerosis [34]. Here, CCL2 is linked to chronic kidney disease.