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Development of prognostic models for Health-Related Quality of Life following traumatic brain injury
BACKGROUND: Traumatic brain injury (TBI) is a leading cause of impairments affecting Health-Related Quality of Life (HRQoL). We aimed to identify predictors of and develop prognostic models for HRQoL following TBI. METHODS: We used data from the Collaborative European NeuroTrauma Effectiveness Resea...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8847302/ https://www.ncbi.nlm.nih.gov/pubmed/34331197 http://dx.doi.org/10.1007/s11136-021-02932-z |
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author | Helmrich, Isabel R. A. Retel van Klaveren, David Dijkland, Simone A. Lingsma, Hester F. Polinder, Suzanne Wilson, Lindsay von Steinbuechel, Nicole van der Naalt, Joukje Maas, Andrew I. R. Steyerberg, Ewout W. |
author_facet | Helmrich, Isabel R. A. Retel van Klaveren, David Dijkland, Simone A. Lingsma, Hester F. Polinder, Suzanne Wilson, Lindsay von Steinbuechel, Nicole van der Naalt, Joukje Maas, Andrew I. R. Steyerberg, Ewout W. |
author_sort | Helmrich, Isabel R. A. Retel |
collection | PubMed |
description | BACKGROUND: Traumatic brain injury (TBI) is a leading cause of impairments affecting Health-Related Quality of Life (HRQoL). We aimed to identify predictors of and develop prognostic models for HRQoL following TBI. METHODS: We used data from the Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) Core study, including patients with a clinical diagnosis of TBI and an indication for computed tomography presenting within 24 h of injury. The primary outcome measures were the SF-36v2 physical (PCS) and mental (MCS) health component summary scores and the Quality of Life after Traumatic Brain Injury (QOLIBRI) total score 6 months post injury. We considered 16 patient and injury characteristics in linear regression analyses. Model performance was expressed as proportion of variance explained (R(2)) and corrected for optimism with bootstrap procedures. RESULTS: 2666 Adult patients completed the HRQoL questionnaires. Most were mild TBI patients (74%). The strongest predictors for PCS were Glasgow Coma Scale, major extracranial injury, and pre-injury health status, while MCS and QOLIBRI were mainly related to pre-injury mental health problems, level of education, and type of employment. R(2) of the full models was 19% for PCS, 9% for MCS, and 13% for the QOLIBRI. In a subset of patients following predominantly mild TBI (N = 436), including 2 week HRQoL assessment improved model performance substantially (R(2) PCS 15% to 37%, MCS 12% to 36%, and QOLIBRI 10% to 48%). CONCLUSION: Medical and injury-related characteristics are of greatest importance for the prediction of PCS, whereas patient-related characteristics are more important for the prediction of MCS and the QOLIBRI following TBI. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11136-021-02932-z. |
format | Online Article Text |
id | pubmed-8847302 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-88473022022-02-23 Development of prognostic models for Health-Related Quality of Life following traumatic brain injury Helmrich, Isabel R. A. Retel van Klaveren, David Dijkland, Simone A. Lingsma, Hester F. Polinder, Suzanne Wilson, Lindsay von Steinbuechel, Nicole van der Naalt, Joukje Maas, Andrew I. R. Steyerberg, Ewout W. Qual Life Res Article BACKGROUND: Traumatic brain injury (TBI) is a leading cause of impairments affecting Health-Related Quality of Life (HRQoL). We aimed to identify predictors of and develop prognostic models for HRQoL following TBI. METHODS: We used data from the Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) Core study, including patients with a clinical diagnosis of TBI and an indication for computed tomography presenting within 24 h of injury. The primary outcome measures were the SF-36v2 physical (PCS) and mental (MCS) health component summary scores and the Quality of Life after Traumatic Brain Injury (QOLIBRI) total score 6 months post injury. We considered 16 patient and injury characteristics in linear regression analyses. Model performance was expressed as proportion of variance explained (R(2)) and corrected for optimism with bootstrap procedures. RESULTS: 2666 Adult patients completed the HRQoL questionnaires. Most were mild TBI patients (74%). The strongest predictors for PCS were Glasgow Coma Scale, major extracranial injury, and pre-injury health status, while MCS and QOLIBRI were mainly related to pre-injury mental health problems, level of education, and type of employment. R(2) of the full models was 19% for PCS, 9% for MCS, and 13% for the QOLIBRI. In a subset of patients following predominantly mild TBI (N = 436), including 2 week HRQoL assessment improved model performance substantially (R(2) PCS 15% to 37%, MCS 12% to 36%, and QOLIBRI 10% to 48%). CONCLUSION: Medical and injury-related characteristics are of greatest importance for the prediction of PCS, whereas patient-related characteristics are more important for the prediction of MCS and the QOLIBRI following TBI. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11136-021-02932-z. Springer International Publishing 2021-07-30 2022 /pmc/articles/PMC8847302/ /pubmed/34331197 http://dx.doi.org/10.1007/s11136-021-02932-z Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Helmrich, Isabel R. A. Retel van Klaveren, David Dijkland, Simone A. Lingsma, Hester F. Polinder, Suzanne Wilson, Lindsay von Steinbuechel, Nicole van der Naalt, Joukje Maas, Andrew I. R. Steyerberg, Ewout W. Development of prognostic models for Health-Related Quality of Life following traumatic brain injury |
title | Development of prognostic models for Health-Related Quality of Life following traumatic brain injury |
title_full | Development of prognostic models for Health-Related Quality of Life following traumatic brain injury |
title_fullStr | Development of prognostic models for Health-Related Quality of Life following traumatic brain injury |
title_full_unstemmed | Development of prognostic models for Health-Related Quality of Life following traumatic brain injury |
title_short | Development of prognostic models for Health-Related Quality of Life following traumatic brain injury |
title_sort | development of prognostic models for health-related quality of life following traumatic brain injury |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8847302/ https://www.ncbi.nlm.nih.gov/pubmed/34331197 http://dx.doi.org/10.1007/s11136-021-02932-z |
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