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Updated: Feb 18, 2026

A Large Animal Model for Acute Kidney Injury by Temporary Bilateral Renal Artery Occlusion
Published on: February 2, 2021
Improving the Prediction of Cardiac Surgery-Associated Acute Kidney Injury
Jordan Crosina1, Jordyn Lerner1, Julie Ho1,2
1Department of Medicine, University of Manitoba, Winnipeg, Canada.
Nadir intraoperative hematocrit improves prediction of acute kidney injury (AKI) after cardiac surgery. This finding enhances risk scores, aiding in AKI prevention and early treatment strategies.
Area of Science:
- Nephrology
- Cardiology
- Critical Care Medicine
Background:
- Acute kidney injury (AKI) is a severe complication following cardiac surgery, with current prediction models often insufficient, especially for patients with pre-existing kidney issues.
- Accurate prediction of cardiac surgery-associated AKI is crucial for timely intervention and improved patient outcomes.
- Existing clinical risk scores have limitations in identifying patients at high risk for AKI post-cardiac surgery.
Purpose of the Study:
- To identify intraoperative variables that can enhance the predictive performance of the Cleveland Clinic Score (CCS) for cardiac surgery-associated AKI.
- To evaluate the utility of specific intraoperative parameters in improving the accuracy of AKI risk prediction.
- To refine existing models for better identification of patients susceptible to AKI after cardiac procedures.
Main Methods:
- A prospective cohort study involving 289 elective cardiac surgery patients.
- Comparison of the area under the receiver operator characteristic curve (AUC) for a base model (CCS alone) versus models augmented with intraoperative variables.
- Intraoperative variables assessed included mean arterial pressure, hematocrit, procedure duration, blood transfusions, and fluid balance. AKI was defined using KDIGO 2012 criteria.
Main Results:
- The Cleveland Clinic Score (CCS) alone demonstrated an AUC of 0.72 for predicting postoperative AKI.
- Addition of nadir intraoperative hematocrit to the CCS significantly improved predictive accuracy (AUC = 0.78, P = 0.002).
- In patients without pre-existing chronic kidney disease, nadir hematocrit markedly improved CCS performance (AUC from 0.60 to 0.74).
Conclusions:
- Nadir intraoperative hematocrit is a valuable predictor for improving the discrimination of clinical risk scores for acute kidney injury.
- This finding suggests that intraoperative hematocrit levels could serve as a modifiable target for interventions aimed at preventing AKI.
- Enhanced risk stratification using intraoperative hematocrit can potentially lead to more personalized and effective AKI management strategies in cardiac surgery patients.
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