Modification of the Cardiac Renal Angina Index for Predicting Adverse Kidney Events After Pediatric Cardiac Surgery

Background Pediatric cardiac surgery–associated acute kidney injury is common and associated with poor outcomes, but early prediction is challenging. The purpose of this study was to determine the performance of a modified cardiac renal angina index (cRAI) in predicting adverse renal events and whet...

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Published in:Journal of the American Heart Association: Cardiovascular and Cerebrovascular Disease
Main Authors: Katherine F. Melink, Natalja L. Stanski, Emily Gorrell, Jeffrey A. Alten, Kevin A. Pettit, Stuart L. Goldstein, Huaiyu Zang, Nicholas J. Ollberding, Rajit K. Basu, Shina Menon, Megan SooHoo, Katja M. Gist
Format: Article
Language:English
Published: Wiley 2025-08-01
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Online Access:https://www.ahajournals.org/doi/10.1161/JAHA.125.042941
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author Katherine F. Melink
Natalja L. Stanski
Emily Gorrell
Jeffrey A. Alten
Kevin A. Pettit
Stuart L. Goldstein
Huaiyu Zang
Nicholas J. Ollberding
Rajit K. Basu
Shina Menon
Megan SooHoo
Katja M. Gist
author_facet Katherine F. Melink
Natalja L. Stanski
Emily Gorrell
Jeffrey A. Alten
Kevin A. Pettit
Stuart L. Goldstein
Huaiyu Zang
Nicholas J. Ollberding
Rajit K. Basu
Shina Menon
Megan SooHoo
Katja M. Gist
author_sort Katherine F. Melink
collection DOAJ
container_title Journal of the American Heart Association: Cardiovascular and Cerebrovascular Disease
description Background Pediatric cardiac surgery–associated acute kidney injury is common and associated with poor outcomes, but early prediction is challenging. The purpose of this study was to determine the performance of a modified cardiac renal angina index (cRAI) in predicting adverse renal events and whether biomarker integration (urine neutrophil gelatinase–associated lipocalin) enhances cRAI performance. Methods This was a 2‐center prospective observational study in children ages 0 to 18 years admitted to the intensive care unit after cardiac surgery. The cRAI was presented as a nomogram using multivariable logistic regression to predict a composite of (1) any postoperative day 2 to 4 acute kidney injury, or (2) mechanical ventilation ≥3 days. The performance of including urine neutrophil gelatinase–associated lipocalin into the nomogram was compared with the model constructed for cRAI alone. Results Of 476 patients, 129 (27%) experienced the composite outcome, and 191 (40%) were cRAI positive. Patients who were cRAI positive were younger, had higher surgical complexity, a higher mortality rate, and longer intensive care unit length of stay. cRAI predicted the composite outcome with an optimism‐corrected area under the receiver operating characteristic curve of 0.82, sensitivity of 0.81 (95% CI, 0.73–0.87), specificity of 0.75 (95% CI, 0.70–0.80), and negative predictive value of 0.91 (95% CI, 0.87–0.94). Incorporating urine neutrophil gelatinase–associated lipocalin improved predictive performance, with an area under the receiver operating characteristic curve of 0.84, sensitivity of 0.84 (95% CI, 0.77–0.90), specificity of 0.79 (95% CI, 0.74–0.83), and negative predictive value of 0.93 (95% CI, 0.90–0.96). Conclusions The cRAI demonstrates strong predictive performance for adverse renal outcomes. Patients who were cRAI positive had worse outcomes, while the composite outcome was effectively ruled out in patients who were cRAI negative. Urine neutrophil gelatinase–associated lipocalin integration improved predictive performance parameters. cRAI holds potential for cardiac surgery–associated acute kidney injury risk stratification to enrich clinical trial enrollment.
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spelling doaj-art-e9e8d5a9bfbc4f498a747210a8cabdfa2025-08-20T07:24:59ZengWileyJournal of the American Heart Association: Cardiovascular and Cerebrovascular Disease2047-99802025-08-01141610.1161/JAHA.125.042941Modification of the Cardiac Renal Angina Index for Predicting Adverse Kidney Events After Pediatric Cardiac SurgeryKatherine F. Melink0Natalja L. Stanski1Emily Gorrell2Jeffrey A. Alten3Kevin A. Pettit4Stuart L. Goldstein5Huaiyu Zang6Nicholas J. Ollberding7Rajit K. Basu8Shina Menon9Megan SooHoo10Katja M. Gist11Department of Pediatrics, Cincinnati Children’s Hospital Medical Center University of Cincinnati College of Medicine Cincinnati OH USADepartment of Pediatrics, Cincinnati Children’s Hospital Medical Center University of Cincinnati College of Medicine Cincinnati OH USADepartment of Pediatrics, Cincinnati Children’s Hospital Medical Center University of Cincinnati College of Medicine Cincinnati OH USADepartment of Pediatrics, Cincinnati Children’s Hospital Medical Center University of Cincinnati College of Medicine Cincinnati OH USADepartment of Pediatrics, Children’s Hospital Colorado University of Colorado Anschutz Medical Campus Aurora CO USADepartment of Pediatrics, Cincinnati Children’s Hospital Medical Center University of Cincinnati College of Medicine Cincinnati OH USADepartment of Pediatrics, Cincinnati Children’s Hospital Medical Center University of Cincinnati College of Medicine Cincinnati OH USADepartment of Pediatrics, Cincinnati Children’s Hospital Medical Center University of Cincinnati College of Medicine Cincinnati OH USADepartment of Pediatrics, Ann & Robert Lurie Children’s Hospital of Chicago Northwestern University Feinberg School of Medicine Chicago IL USADepartment of Pediatrics, Lucile Packard Children’s Hospital Stanford University School of Medicine Palo Alto CA USADepartment of Pediatrics, Children’s Hospital Colorado University of Colorado Anschutz Medical Campus Aurora CO USADepartment of Pediatrics, Children’s Hospital Colorado University of Colorado Anschutz Medical Campus Aurora CO USABackground Pediatric cardiac surgery–associated acute kidney injury is common and associated with poor outcomes, but early prediction is challenging. The purpose of this study was to determine the performance of a modified cardiac renal angina index (cRAI) in predicting adverse renal events and whether biomarker integration (urine neutrophil gelatinase–associated lipocalin) enhances cRAI performance. Methods This was a 2‐center prospective observational study in children ages 0 to 18 years admitted to the intensive care unit after cardiac surgery. The cRAI was presented as a nomogram using multivariable logistic regression to predict a composite of (1) any postoperative day 2 to 4 acute kidney injury, or (2) mechanical ventilation ≥3 days. The performance of including urine neutrophil gelatinase–associated lipocalin into the nomogram was compared with the model constructed for cRAI alone. Results Of 476 patients, 129 (27%) experienced the composite outcome, and 191 (40%) were cRAI positive. Patients who were cRAI positive were younger, had higher surgical complexity, a higher mortality rate, and longer intensive care unit length of stay. cRAI predicted the composite outcome with an optimism‐corrected area under the receiver operating characteristic curve of 0.82, sensitivity of 0.81 (95% CI, 0.73–0.87), specificity of 0.75 (95% CI, 0.70–0.80), and negative predictive value of 0.91 (95% CI, 0.87–0.94). Incorporating urine neutrophil gelatinase–associated lipocalin improved predictive performance, with an area under the receiver operating characteristic curve of 0.84, sensitivity of 0.84 (95% CI, 0.77–0.90), specificity of 0.79 (95% CI, 0.74–0.83), and negative predictive value of 0.93 (95% CI, 0.90–0.96). Conclusions The cRAI demonstrates strong predictive performance for adverse renal outcomes. Patients who were cRAI positive had worse outcomes, while the composite outcome was effectively ruled out in patients who were cRAI negative. Urine neutrophil gelatinase–associated lipocalin integration improved predictive performance parameters. cRAI holds potential for cardiac surgery–associated acute kidney injury risk stratification to enrich clinical trial enrollment.https://www.ahajournals.org/doi/10.1161/JAHA.125.042941acute kidney injurycardiac surgerycomposite uNGALoutcomespediatricsrisk stratification
spellingShingle Katherine F. Melink
Natalja L. Stanski
Emily Gorrell
Jeffrey A. Alten
Kevin A. Pettit
Stuart L. Goldstein
Huaiyu Zang
Nicholas J. Ollberding
Rajit K. Basu
Shina Menon
Megan SooHoo
Katja M. Gist
Modification of the Cardiac Renal Angina Index for Predicting Adverse Kidney Events After Pediatric Cardiac Surgery
acute kidney injury
cardiac surgery
composite uNGAL
outcomes
pediatrics
risk stratification
title Modification of the Cardiac Renal Angina Index for Predicting Adverse Kidney Events After Pediatric Cardiac Surgery
title_full Modification of the Cardiac Renal Angina Index for Predicting Adverse Kidney Events After Pediatric Cardiac Surgery
title_fullStr Modification of the Cardiac Renal Angina Index for Predicting Adverse Kidney Events After Pediatric Cardiac Surgery
title_full_unstemmed Modification of the Cardiac Renal Angina Index for Predicting Adverse Kidney Events After Pediatric Cardiac Surgery
title_short Modification of the Cardiac Renal Angina Index for Predicting Adverse Kidney Events After Pediatric Cardiac Surgery
title_sort modification of the cardiac renal angina index for predicting adverse kidney events after pediatric cardiac surgery
topic acute kidney injury
cardiac surgery
composite uNGAL
outcomes
pediatrics
risk stratification
url https://www.ahajournals.org/doi/10.1161/JAHA.125.042941
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