Furthermore, Ibrahim et al. (2024) found that both LMR and IL-6 positively correlated with carotid intima-media thickness, an early marker of atherosclerosis, supporting their utility in predicting disease progression in diabetic nephropathy [35]. Here, IL6 is linked to diabetic kidney disease.