Evidence map›Paper›PMID 41833971›Full record

ArticlePediatric research2026

Modified stress scores enhance prediction of outcomes after pediatric cardiac surgery.

Gokcen Ozcifci, Fatih Durak, Emine Pinar Kulluoglu, Duygu Yilmaz, Ayse Berna Anil, Muhammet Akyuz

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Article in Pediatric research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

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6 authors.

Gokcen OzcifciDepartment of Pediatric Intensive Care Unit, Izmir City Hospital, Izmir, Turkey. gkcnozcifci@gmail.com.ORCID http://orcid.org/0000-0001-5245-9786
Fatih DurakDepartment of Pediatric Intensive Care Unit, Izmir Katip Celebi University Medical Faculty, Izmir, Turkey.ORCID http://orcid.org/0000-0002-3209-2697
Emine Pinar KulluogluDepartment of Pediatric Intensive Care Unit, Izmir City Hospital, Izmir, Turkey.ORCID http://orcid.org/0000-0003-1011-6106
Duygu YilmazDepartment of Pediatrics, University of Health Sciences Tepecik Training and Research Hospital, Izmir, Turkey.ORCID http://orcid.org/0009-0007-5523-7258
Ayse Berna AnilDepartment of Pediatric Intensive Care Unit, Private Practice, Izmir, Turkey.ORCID http://orcid.org/0000-0003-3670-3771
Muhammet AkyuzDepartment of Pediatric Heart Surgery, Izmir City Hospital, University of Health Sciences, Izmir, Turkey.ORCID http://orcid.org/0000-0002-5555-564X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPerioperative hyperglycemia and metabolic stress are common in pediatric cardiac surgery and linked to adverse outcomes. The Glycemic Stress Index (GSI) has been proposed as a marker of intraoperative stress, but its predictive value remains limited. We hypothesized that modified stress scores incorporating additional clinical parameters would improve risk prediction.

methodsWe retrospectively analyzed 410 patients (1 month-18 years) undergoing open-heart surgery with cardiopulmonary bypass between 2015 and 2023. Patients with redo or emergency surgery, metabolic disorders, or preoperative hyperglycemia were excluded. GSI and three modified stress scores (MSS1, MSS2, and Final MSS) were calculated.

resultsMetabolic uncoupling occurred in 6.6% of patients and was associated with higher stress scores and complications. Final MSS correlated most strongly with mechanical ventilation duration, PICU stay, and PRISM score. For mortality prediction, Final MSS demonstrated the highest discriminative ability (AUC 0.897), outperforming GSI and intermediate models. For complication prediction, Final MSS also showed the best performance (AUC 0.756).

conclusionModified stress scores, particularly Final MSS, enhanced prediction of mortality and postoperative complications compared with the original GSI. These scores may serve as practical tools for early postoperative risk stratification in pediatric cardiac surgery. IMPACT: This study demonstrates that modified stress scores, particularly Final MSS, provide superior predictive accuracy for mortality and complications after pediatric cardiac surgery compared to the original GSI. It introduces a novel, stepwise refinement of GSI by incorporating bypass time, inotrope requirements, and age adjustment, tailored for pediatric cardiac patients. The findings highlight the clinical utility of metabolic stress markers in risk stratification, offering an accessible tool for early identification of high-risk patients and potentially guiding perioperative management strategies.

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.