Advertisement
Congenital: Mechanical Circulatory Support| Volume 165, ISSUE 4, P1505-1516, April 2023

Oxygen delivery in pediatric cardiac surgery and its association with acute kidney injury using machine learning

      Abstract

      Objective

      Acute kidney injury (AKI) after pediatric cardiac surgery with cardiopulmonary bypass (CPB) is a frequently reported complication. In this study we aimed to determine the oxygen delivery indexed to body surface area (Do2i) threshold associated with postoperative AKI in pediatric patients during CPB, and whether it remains clinically important in the context of other known independent risk factors.

      Methods

      A single-institution, retrospective study, encompassing 396 pediatric patients, who underwent heart surgery between April 2019 and April 2021 was undertaken. Time spent below Do2i thresholds were compared to determine the critical value for all stages of AKI occurring within 48 hours of surgery. Do2i threshold was then included in a classification analysis with known risk factors including nephrotoxic drug usage, surgical complexity, intraoperative data, comorbidities and ventricular function data, and vasoactive inotrope requirement to determine Do2i predictive importance.

      Results

      Logistic regression models showed cumulative time spent below a Do2i value of 350 mL/min/m2 was associated with AKI. Random forest models, incorporating established risk factors, showed Do2i threshold still maintained predictive importance. Patients who developed post-CPB AKI were younger, had longer CPB and ischemic times, and required higher inotrope support postsurgery.

      Conclusions

      The present data support previous findings that Do2i during CPB is an independent risk factor for AKI development in pediatric patients. Furthermore, the data support previous suggestions of a higher threshold value in children compared with that in adults and indicate that adjustments in Do2i management might reduce incidence of postoperative AKI in the pediatric cardiac surgery population.

      Graphical abstract

      Key Words

      Abbreviations and Acronyms:

      AKI (acute kidney injury), AUC (area under the curve), BSA (body surface area), CPB (cardiopulmonary bypass), Do2i (oxygen delivery indexed to body surface area), KDIGO (Kidney Disease Improving Global Outcomes), LVEF (left ventricular ejection fraction), ROC (receiver operating characteristic), sCr (serum creatinine), VIS (vasoactive inotrope score)
      To read this article in full you will need to make a payment

      Purchase one-time access:

      Academic & Personal: 24 hour online accessCorporate R&D Professionals: 24 hour online access
      One-time access price info
      • For academic or personal research use, select 'Academic and Personal'
      • For corporate R&D use, select 'Corporate R&D Professionals'

      Subscribe:

      Subscribe to The Journal of Thoracic and Cardiovascular Surgery
      Already a print subscriber? Claim online access
      Already an online subscriber? Sign in
      Institutional Access: Sign in to ScienceDirect

      References

        • Yoneyama F.
        • Okamura T.
        • Takigiku K.
        • Yasukouchi S.
        Novel urinary biomarkers for acute kidney injury and prediction of clinical outcomes after pediatric cardiac surgery.
        Pediatr Cardiol. 2020; 41: 695-702
        • Li S.
        • Krawczeski C.D.
        • Zappitelli M.
        • Devarajan P.
        • Thiessen-Philbrook H.
        • Coca S.G.
        • et al.
        Incidence, risk factors, and outcomes of acute kidney injury after pediatric cardiac surgery: a prospective multicenter study.
        Crit Care Med. 2011; 39: 1493-1499
        • Krawczeski C.D.
        Cardiopulmonary bypass and AKI: AKI is bad, so let’s get beyond the diagnosis.
        Front Pediatr. 2019; 7: 492
        • Groom R.C.
        Is it time for goal-directed therapy in perfusion.
        J Extra Corpor Technol. 2017; 49: P8-P12
        • Ranucci M.
        • Isgro G.
        • Romitti F.
        • Mele S.
        • Biagioli B.
        • Giomarelli P.
        Anaerobic metabolism during cardiopulmonary bypass: predictive value of carbon dioxide derived parameters.
        Ann Thorac Surg. 2006; 81: 2189-2195
        • Ranucci M.
        • Romitti F.
        • Isgro G.
        • Cotza M.
        • Brozzi S.
        • Boncilli A.
        • et al.
        Oxygen delivery during cardiopulmonary bypass and acute renal failure after coronary operations.
        Ann Thorac Surg. 2005; 80: 2213-2220
        • de Somer F.
        • Mulholland J.W.
        • Bryan M.R.
        • Aloisio T.
        • Van Nooten G.J.
        • Ranucci M.
        O2 delivery and CO2 production during cardiopulmonary bypass as determinants of acute kidney injury: time for a goal-directed perfusion management?.
        Crit Care. 2011; 15: R192
        • Mukaida H.
        • Matsushita S.
        • Kuwaki K.
        • Inotani T.
        • Minami Y.
        • Saigusa A.
        • et al.
        Time-dose response of oxygen delivery during cardiopulmonary bypass predicts acute kidney injury.
        J Thorac Cardiovasc Surg. 2019; 158: 492-499
        • Rasmussen S.R.
        • Kandler K.
        • Nielsen R.V.
        • Cornelius Jakobsen P.
        • Knudsen N.N.
        • Ranucci M.
        • et al.
        Duration of critically low oxygen delivery is associated with acute kidney injury after cardiac surgery.
        Acta Anaesthesiol Scand. 2019; 63: 1290-1297
        • Selewski D.T.
        • Cornell T.T.
        • Heung M.
        • Troost J.P.
        • Ehrmann B.J.
        • Lombel R.M.
        • et al.
        Validation of the KDIGO acute kidney injury criteria in a pediatric critical care population.
        Intensive Care Med. 2014; 40: 1481-1488
        • Leenders J.
        • Overdevest E.
        • van Straten B.
        • Golab H.
        The influence of oxygen delivery during cardiopulmonary bypass on the incidence of delirium in CABG patients; a retrospective study.
        Perfusion. 2018; 33: 656-662
        • Koponen T.
        • Karttunen J.
        • Musialowicz T.
        • Pietiläinen L.
        • Uusaro A.
        • Lahtinen P.
        Vasoactive-inotropic score and the prediction of morbidity and mortality after cardiac surgery.
        Br J Anaesth. 2019; 122: 428-436
        • Gaies M.G.
        • Jeffries H.E.
        • Niebler R.A.
        • Pasquali S.K.
        • Donohue J.E.
        • Yu S.
        • et al.
        Vasoactive-inotropic score is associated with outcome after infant cardiac surgery: an analysis from the Pediatric Cardiac Critical Care Consortium and Virtual PICU System Registries.
        Pediatr Crit Care Med. 2014; 15: 529-537
        • Naik S.K.
        • Elliott M.J.
        Ultrafiltration and paediatric cardiopulmonary bypass.
        Perfusion. 1993; 8: 101-112
        • R Core Team. R
        A language and environment for statistical computing.
        R Foundation for Statistical Computing; 2022. 2022;
        • Wickham H
        • Averick M
        • Bryan J
        • Chang W
        • D’Agostino McGowan L
        • François R
        • et al.
        Welcome to the tidyverse..
        J Open Source Software. 2019; 4: 1686
        • Robinson D.
        • Hayes A.
        • Couch S.
        broom: convert statistical objects into tidy tibbles. 2022.
        2022
        https://broom.tidymodels.org
        Date accessed: July 1, 2022
        • Kuhn M.
        • Wickham H.
        Tidymodels: a collection of packages for modeling and machine learning using tidyverse principles. 2020. 2020
        https://www.tidymodels.org
        Date accessed: July 1, 2022
        • Magruder J.T.
        • Dungan S.P.
        • Grimm J.C.
        • Harness H.L.
        • Wierschke C.
        • Castillejo S.
        • et al.
        Nadir oxygen delivery on bypass and hypotension increase acute kidney injury risk after cardiac operations.
        Ann Thorac Surg. 2015; 100: 1697-1703
        • Zhang Y.
        • Wang B.
        • Zhou X.J.
        • Guo L.J.
        • Zhou R.H.
        Nadir oxygen delivery during pediatric bypass as a predictor of acute kidney injury.
        Ann Thorac Surg. 2022; 113: 647-653
        • Newland R.F.
        • Baker R.A.
        • Woodman R.J.
        • Barnes M.B.
        • Willcox T.W.
        Predictive capacity of oxygen delivery during cardiopulmonary bypass on acute kidney injury.
        Ann Thorac Surg. 2019; 108: 1807-1814
        • Zhang Y.
        • Zhou X.
        • Wang B.
        • Guo L.
        • Zhou R.
        Goal-directed perfusion to reduce acute kidney injury after paediatric cardiac surgery (GDP-AKIp): study protocol for a prospective randomised controlled trial.
        BMJ Open. 2020; 10: e039385
        • Kellum J.A.
        • Levin N.
        • Bouman C.
        • Lameire N.
        Developing a consensus classification system for acute renal failure.
        Curr Opin Crit Care. 2002; 8: 509-514
        • Roy A.K.
        • Mc Gorrian C.
        • Treacy C.
        • Kavanaugh E.
        • Brennan A.
        • Mahon N.G.
        • et al.
        A comparison of traditional and novel definitions (RIFLE, AKIN, and KDIGO) of acute kidney injury for the prediction of outcomes in acute decompensated heart failure.
        Cardiorenal Med. 2013; 3: 26-37
        • Park S.K.
        • Hur M.
        • Kim E.
        • Kim W.H.
        • Park J.B.
        • Kim Y.
        • et al.
        Risk factors for acute kidney injury after congenital cardiac surgery in infants and children: a retrospective observational study.
        PLoS One. 2016; 11: e0166328
        • Hirano D.
        • Ito A.
        • Yamada A.
        • Kakegawa D.
        • Miwa S.
        • Umeda C.
        • et al.
        Independent risk factors and 2-year outcomes of acute kidney injury after surgery for congenital heart disease.
        Am J Nephrol. 2017; 46: 204-209
        • Zabala L.M.
        • Guzzetta N.A.
        Cyanotic congenital heart disease (CCHD): focus on hypoxemia, secondary erythrocytosis, and coagulation alterations.
        Paediatr Anaesth. 2015; 25: 981-989
        • Walsh M.
        • Devereaux P.J.
        • Garg A.X.
        • Kurz A.
        • Turan A.
        • Rodseth R.N.
        • et al.
        Relationship between intraoperative mean arterial pressure and clinical outcomes after noncardiac surgery: toward an empirical definition of hypotension.
        Anesthesiology. 2013; 119: 507-515
        • Cho M.H.
        Pediatric acute kidney injury: focusing on diagnosis and management.
        Child Kidney Dis. 2020; 24: 19-26
        • Bennett M.R.
        • Nehus E.
        • Haffner C.
        • Ma Q.
        • Devarajan P.
        Pediatric reference ranges for acute kidney injury biomarkers.
        Pediatr Nephrol. 2015; 30: 677-685

      Linked Article

      • Commentary: Goal-directed perfusion in pediatric heart surgery
        The Journal of Thoracic and Cardiovascular SurgeryVol. 165Issue 4
        • Preview
          Acute kidney injury (AKI) is common in infants and children undergoing cardiopulmonary bypass. A previous multi-institutional study has demonstrated a 42% incidence of postbypass AKI within 3 days of pediatric cardiac surgery and an association between AKI and worse outcomes, including prolonged mechanical ventilation, increased length of stay, and a trend toward increased mortality.1 Preventing postbypass AKI is an important objective of the pediatric cardiac surgery team in the overall mission of getting a child safely through open heart surgery.
        • Full-Text
        • PDF