Conversely, in the CKD+ subgroup, both IL-6 and NLR demonstrated high diagnostic accuracy, with IL-6 reaching an AUC of 0.853 (p < 0.0001) and NLR showing an excellent AUC of 0.900 (p < 0.0001). Here, IL6 is linked to chronic kidney disease.