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Modified paediatric preoperative risk prediction score to predict postoperative ICU admission in children: a retrospective cohort study
OBJECTIVE: To integrate intrinsic surgical risk into the paediatric preoperative risk prediction score (PRPS) model to construct a more comprehensive risk scoring system (modified PRPS) and improve the prediction accuracy of postoperative intensive care unit (ICU) admission in paediatric patients. D...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7150599/ https://www.ncbi.nlm.nih.gov/pubmed/32193276 http://dx.doi.org/10.1136/bmjopen-2019-036008 |
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author | Lian, Chunwei Wang, Pei Fu, Qingxia Du, Xudong Wu, Junzheng Lian, Qingquan ShangGuan, Wangning |
author_facet | Lian, Chunwei Wang, Pei Fu, Qingxia Du, Xudong Wu, Junzheng Lian, Qingquan ShangGuan, Wangning |
author_sort | Lian, Chunwei |
collection | PubMed |
description | OBJECTIVE: To integrate intrinsic surgical risk into the paediatric preoperative risk prediction score (PRPS) model to construct a more comprehensive risk scoring system (modified PRPS) and improve the prediction accuracy of postoperative intensive care unit (ICU) admission in paediatric patients. DESIGN: This was a retrospective study conducted between 1 January and 30 December 2016. Data on age, American Society of Anaesthesiology physical status (ASA-PS), oxygen saturation, prematurity, non-fasted status, severity of surgery and immediate transfer to the ICU after surgery were collected. The modified PRPS was developed by logistic regression in the derivation cohort; it was tested and compared with the paediatric PRPS and ASA-PS by the Hosmer-Lemeshow test, the receiver operating characteristic (ROC) curve and Kappa analysis in the validation cohort. SETTING: Hospital-based study in China. PARTICIPANTS: Paediatric patients (≤14 years) who underwent surgery under general anaesthesia were included, and those who needed reoperation due to surgical complications or stayed in the ICU preoperatively were excluded. MAIN OUTCOME MEASURE: ICU admission rate, defined as any patients’ direct disposition from the operating room to the ICU immediately after the surgery. RESULTS: A total of 9261 paediatric patients were included in this study, with 418 patients admitted to the ICU. In the validation cohort, the modified PRPS model fit the test data well (deciles of risk goodness-of-fit χ(2)=6.84, p=0.077). The area under the ROC curve of the modified PRPS, paediatric PRPS and ASA-PS were 0.963, 0.941 and 0.870, respectively (p<0.05), and the Kappa values were 0.620, 0.286 and 0.267. Analyses in the cohort indicated that the modified PRPS was superior to the paediatric PRPS and ASA-PS. CONCLUSIONS: The modified PRPS integrating intrinsic surgical risk shows better prediction accuracy than the previous PRPS. |
format | Online Article Text |
id | pubmed-7150599 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-71505992020-04-18 Modified paediatric preoperative risk prediction score to predict postoperative ICU admission in children: a retrospective cohort study Lian, Chunwei Wang, Pei Fu, Qingxia Du, Xudong Wu, Junzheng Lian, Qingquan ShangGuan, Wangning BMJ Open Anaesthesia OBJECTIVE: To integrate intrinsic surgical risk into the paediatric preoperative risk prediction score (PRPS) model to construct a more comprehensive risk scoring system (modified PRPS) and improve the prediction accuracy of postoperative intensive care unit (ICU) admission in paediatric patients. DESIGN: This was a retrospective study conducted between 1 January and 30 December 2016. Data on age, American Society of Anaesthesiology physical status (ASA-PS), oxygen saturation, prematurity, non-fasted status, severity of surgery and immediate transfer to the ICU after surgery were collected. The modified PRPS was developed by logistic regression in the derivation cohort; it was tested and compared with the paediatric PRPS and ASA-PS by the Hosmer-Lemeshow test, the receiver operating characteristic (ROC) curve and Kappa analysis in the validation cohort. SETTING: Hospital-based study in China. PARTICIPANTS: Paediatric patients (≤14 years) who underwent surgery under general anaesthesia were included, and those who needed reoperation due to surgical complications or stayed in the ICU preoperatively were excluded. MAIN OUTCOME MEASURE: ICU admission rate, defined as any patients’ direct disposition from the operating room to the ICU immediately after the surgery. RESULTS: A total of 9261 paediatric patients were included in this study, with 418 patients admitted to the ICU. In the validation cohort, the modified PRPS model fit the test data well (deciles of risk goodness-of-fit χ(2)=6.84, p=0.077). The area under the ROC curve of the modified PRPS, paediatric PRPS and ASA-PS were 0.963, 0.941 and 0.870, respectively (p<0.05), and the Kappa values were 0.620, 0.286 and 0.267. Analyses in the cohort indicated that the modified PRPS was superior to the paediatric PRPS and ASA-PS. CONCLUSIONS: The modified PRPS integrating intrinsic surgical risk shows better prediction accuracy than the previous PRPS. BMJ Publishing Group 2020-03-18 /pmc/articles/PMC7150599/ /pubmed/32193276 http://dx.doi.org/10.1136/bmjopen-2019-036008 Text en © Author(s) (or their employer(s)) 2020. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. http://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/. |
spellingShingle | Anaesthesia Lian, Chunwei Wang, Pei Fu, Qingxia Du, Xudong Wu, Junzheng Lian, Qingquan ShangGuan, Wangning Modified paediatric preoperative risk prediction score to predict postoperative ICU admission in children: a retrospective cohort study |
title | Modified paediatric preoperative risk prediction score to predict postoperative ICU admission in children: a retrospective cohort study |
title_full | Modified paediatric preoperative risk prediction score to predict postoperative ICU admission in children: a retrospective cohort study |
title_fullStr | Modified paediatric preoperative risk prediction score to predict postoperative ICU admission in children: a retrospective cohort study |
title_full_unstemmed | Modified paediatric preoperative risk prediction score to predict postoperative ICU admission in children: a retrospective cohort study |
title_short | Modified paediatric preoperative risk prediction score to predict postoperative ICU admission in children: a retrospective cohort study |
title_sort | modified paediatric preoperative risk prediction score to predict postoperative icu admission in children: a retrospective cohort study |
topic | Anaesthesia |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7150599/ https://www.ncbi.nlm.nih.gov/pubmed/32193276 http://dx.doi.org/10.1136/bmjopen-2019-036008 |
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