CRP and acute kidney injury: In this context, inflammation-related parameters such as CRP, CAR, NLR and PLR have been repeatedly explored as practical predictors of CA-AKI in cardiovascular interventions, echoing our observation that inflammation-derived features remain informative in risk prediction [19,20,21,22].