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Development of a nomogram to predict the outcome of moderate or severe pediatric traumatic brain injury
OBJECTIVES: Traumatic brain injury (TBI) in children has become the major cause of mortality and morbidity in Thailand that has had an impact with economic consequences. This study aimed to develop and internally validate a nomogram for a 6-month follow-up outcome prediction in moderate or severe pe...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Wolters Kluwer - Medknow
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8862794/ https://www.ncbi.nlm.nih.gov/pubmed/35284689 http://dx.doi.org/10.4103/2452-2473.336107 |
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author | Oearsakul, Thakul Tunthanathip, Thara |
author_facet | Oearsakul, Thakul Tunthanathip, Thara |
author_sort | Oearsakul, Thakul |
collection | PubMed |
description | OBJECTIVES: Traumatic brain injury (TBI) in children has become the major cause of mortality and morbidity in Thailand that has had an impact with economic consequences. This study aimed to develop and internally validate a nomogram for a 6-month follow-up outcome prediction in moderate or severe pediatric TBI. METHODS: This retrospective cohort study involved 104 children with moderate or severe TBI. Various clinical variables were reviewed. The functional outcome was assessed at the hospital discharge and at a 6-month follow-up based on the King's Outcome Scale for Childhood Head Injury classification. Predictors associated with the 6-month follow-up outcome were developed from the predictive model using multivariable binary logistic regression to estimate the performance and internal validation. A nomogram was developed and presented as a predictive model. RESULTS: The mean age of the samples was 99.75 months (standard deviation 59.65). Road traffic accidents were the highest injury mechanism at 84.6%. The predictive model comprised Glasgow Coma Scale of 3–8 (odds ratio [OR]: 16.07; 95% confidence interval [CI]: 1.27–202.42), pupillary response in one eye (OR 7.74; 95% CI 1.26–47.29), pupillary nonresponse in both eyes (OR: 57.74; 95% CI: 2.28–145.81), hypotension (OR: 19.54; 95%: CI 3.23–117.96), and subarachnoid hemorrhage (OR: 9.01, 95% CI: 1.33–60.80). The concordance statistic index (C-index) of the model's discrimination was 0.931, while the C-index following the bootstrapping and 5-cross validation were 0.920 and 0.924, respectively. CONCLUSIONS: The performance of a clinical nomogram for predicting 6-month follow-up outcomes in pediatric TBI patients was assessed at an excellent level. However, further external validation would be required for the confirmation of the tool's performance. |
format | Online Article Text |
id | pubmed-8862794 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Wolters Kluwer - Medknow |
record_format | MEDLINE/PubMed |
spelling | pubmed-88627942022-03-10 Development of a nomogram to predict the outcome of moderate or severe pediatric traumatic brain injury Oearsakul, Thakul Tunthanathip, Thara Turk J Emerg Med Original Article OBJECTIVES: Traumatic brain injury (TBI) in children has become the major cause of mortality and morbidity in Thailand that has had an impact with economic consequences. This study aimed to develop and internally validate a nomogram for a 6-month follow-up outcome prediction in moderate or severe pediatric TBI. METHODS: This retrospective cohort study involved 104 children with moderate or severe TBI. Various clinical variables were reviewed. The functional outcome was assessed at the hospital discharge and at a 6-month follow-up based on the King's Outcome Scale for Childhood Head Injury classification. Predictors associated with the 6-month follow-up outcome were developed from the predictive model using multivariable binary logistic regression to estimate the performance and internal validation. A nomogram was developed and presented as a predictive model. RESULTS: The mean age of the samples was 99.75 months (standard deviation 59.65). Road traffic accidents were the highest injury mechanism at 84.6%. The predictive model comprised Glasgow Coma Scale of 3–8 (odds ratio [OR]: 16.07; 95% confidence interval [CI]: 1.27–202.42), pupillary response in one eye (OR 7.74; 95% CI 1.26–47.29), pupillary nonresponse in both eyes (OR: 57.74; 95% CI: 2.28–145.81), hypotension (OR: 19.54; 95%: CI 3.23–117.96), and subarachnoid hemorrhage (OR: 9.01, 95% CI: 1.33–60.80). The concordance statistic index (C-index) of the model's discrimination was 0.931, while the C-index following the bootstrapping and 5-cross validation were 0.920 and 0.924, respectively. CONCLUSIONS: The performance of a clinical nomogram for predicting 6-month follow-up outcomes in pediatric TBI patients was assessed at an excellent level. However, further external validation would be required for the confirmation of the tool's performance. Wolters Kluwer - Medknow 2022-01-20 /pmc/articles/PMC8862794/ /pubmed/35284689 http://dx.doi.org/10.4103/2452-2473.336107 Text en Copyright: © 2022 Turkish Journal of Emergency Medicine https://creativecommons.org/licenses/by-nc-sa/4.0/This is an open access journal, and articles are distributed under the terms of the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 License, which allows others to remix, tweak, and build upon the work non-commercially, as long as appropriate credit is given and the new creations are licensed under the identical terms. |
spellingShingle | Original Article Oearsakul, Thakul Tunthanathip, Thara Development of a nomogram to predict the outcome of moderate or severe pediatric traumatic brain injury |
title | Development of a nomogram to predict the outcome of moderate or severe pediatric traumatic brain injury |
title_full | Development of a nomogram to predict the outcome of moderate or severe pediatric traumatic brain injury |
title_fullStr | Development of a nomogram to predict the outcome of moderate or severe pediatric traumatic brain injury |
title_full_unstemmed | Development of a nomogram to predict the outcome of moderate or severe pediatric traumatic brain injury |
title_short | Development of a nomogram to predict the outcome of moderate or severe pediatric traumatic brain injury |
title_sort | development of a nomogram to predict the outcome of moderate or severe pediatric traumatic brain injury |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8862794/ https://www.ncbi.nlm.nih.gov/pubmed/35284689 http://dx.doi.org/10.4103/2452-2473.336107 |
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