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Predicting the Health-related Quality of Life in Patients Following Traumatic Brain Injury
Background Traumatic brain injury (TBI) commonly causes death and disability that can result in productivity loss and economic burden. The health-related quality of life (HRQoL) has been measured in patients suffering from TBI, both in clinical and socioeconomic perspectives. The study aimed to ass...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Thieme Medical Publishers, Inc.
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8211484/ https://www.ncbi.nlm.nih.gov/pubmed/34159258 http://dx.doi.org/10.1055/s-0041-1726426 |
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author | Tunthanathip, Thara Oearsakul, Thakul Tanvejsilp, Pimwara Sae-heng, Sakchai Kaewborisutsakul, Anukoon Madteng, Suphavadee Inkate, Srirat |
author_facet | Tunthanathip, Thara Oearsakul, Thakul Tanvejsilp, Pimwara Sae-heng, Sakchai Kaewborisutsakul, Anukoon Madteng, Suphavadee Inkate, Srirat |
author_sort | Tunthanathip, Thara |
collection | PubMed |
description | Background Traumatic brain injury (TBI) commonly causes death and disability that can result in productivity loss and economic burden. The health-related quality of life (HRQoL) has been measured in patients suffering from TBI, both in clinical and socioeconomic perspectives. The study aimed to assess the HRQoL in patients following TBI using the European quality of life measure-5 domain-5 level (EQ-5D-5L) questionnaire and develop models for predicting the EQ-5D-5L index score in patients with TBI. Method A cross-sectional study was performed with 193 TBI patients who had completed the EQ-5D-5L questionnaire. The clinical characteristics, Glasgow coma scale (GCS) score, treatment, and Glasgow outcome scale (GOS) were collected. The total data was divided into training data (80%) and testing data (20%); hence, the factors affecting the EQ-5D-5L index scores were used to develop the predictive model with linear and nonlinear regression. The performances of the predictive models were estimated with the adjusted coefficient of determination (R (2) ) and the root mean square error (RMSE). Results A good recovery was found at 96.4%, while 2.1% displayed an unfavorable outcome. Moreover, the mean EQ-5D-5L index scores were 0.91558 (standard deviation [SD] 1.09639). GCS score, pupillary light reflex, surgery, and GOS score significantly correlated with the HRQoL scores. The multiple linear regression model had a high adjusted R (2) of 0.6971 and a low RMSE of 0.06701, while the polynomial regression developed a nonlinear model that had the highest adjusted R (2) of 0.6843 and the lowest RMSE of 0.06748. Conclusions A strong positive correlation between the physician-based outcome as GOS and HRQoL was observed. Furthermore, both the linear and nonlinear regression models were acceptable approaches to predict the HRQoL of patients after TBI. There would be limitations for estimating the HRQoL in unconscious or intubated patients. The HRQoL obtained from the predictive models would be an alternative method to resolve this problem. |
format | Online Article Text |
id | pubmed-8211484 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Thieme Medical Publishers, Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82114842021-06-21 Predicting the Health-related Quality of Life in Patients Following Traumatic Brain Injury Tunthanathip, Thara Oearsakul, Thakul Tanvejsilp, Pimwara Sae-heng, Sakchai Kaewborisutsakul, Anukoon Madteng, Suphavadee Inkate, Srirat Surg J (N Y) Background Traumatic brain injury (TBI) commonly causes death and disability that can result in productivity loss and economic burden. The health-related quality of life (HRQoL) has been measured in patients suffering from TBI, both in clinical and socioeconomic perspectives. The study aimed to assess the HRQoL in patients following TBI using the European quality of life measure-5 domain-5 level (EQ-5D-5L) questionnaire and develop models for predicting the EQ-5D-5L index score in patients with TBI. Method A cross-sectional study was performed with 193 TBI patients who had completed the EQ-5D-5L questionnaire. The clinical characteristics, Glasgow coma scale (GCS) score, treatment, and Glasgow outcome scale (GOS) were collected. The total data was divided into training data (80%) and testing data (20%); hence, the factors affecting the EQ-5D-5L index scores were used to develop the predictive model with linear and nonlinear regression. The performances of the predictive models were estimated with the adjusted coefficient of determination (R (2) ) and the root mean square error (RMSE). Results A good recovery was found at 96.4%, while 2.1% displayed an unfavorable outcome. Moreover, the mean EQ-5D-5L index scores were 0.91558 (standard deviation [SD] 1.09639). GCS score, pupillary light reflex, surgery, and GOS score significantly correlated with the HRQoL scores. The multiple linear regression model had a high adjusted R (2) of 0.6971 and a low RMSE of 0.06701, while the polynomial regression developed a nonlinear model that had the highest adjusted R (2) of 0.6843 and the lowest RMSE of 0.06748. Conclusions A strong positive correlation between the physician-based outcome as GOS and HRQoL was observed. Furthermore, both the linear and nonlinear regression models were acceptable approaches to predict the HRQoL of patients after TBI. There would be limitations for estimating the HRQoL in unconscious or intubated patients. The HRQoL obtained from the predictive models would be an alternative method to resolve this problem. Thieme Medical Publishers, Inc. 2021-06-17 /pmc/articles/PMC8211484/ /pubmed/34159258 http://dx.doi.org/10.1055/s-0041-1726426 Text en The Author(s). This is an open access article published by Thieme under the terms of the Creative Commons Attribution License, permitting unrestricted use, distribution, and reproduction so long as the original work is properly cited. ( https://creativecommons.org/licenses/by/4.0/ ) https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Tunthanathip, Thara Oearsakul, Thakul Tanvejsilp, Pimwara Sae-heng, Sakchai Kaewborisutsakul, Anukoon Madteng, Suphavadee Inkate, Srirat Predicting the Health-related Quality of Life in Patients Following Traumatic Brain Injury |
title | Predicting the Health-related Quality of Life in Patients Following Traumatic Brain Injury |
title_full | Predicting the Health-related Quality of Life in Patients Following Traumatic Brain Injury |
title_fullStr | Predicting the Health-related Quality of Life in Patients Following Traumatic Brain Injury |
title_full_unstemmed | Predicting the Health-related Quality of Life in Patients Following Traumatic Brain Injury |
title_short | Predicting the Health-related Quality of Life in Patients Following Traumatic Brain Injury |
title_sort | predicting the health-related quality of life in patients following traumatic brain injury |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8211484/ https://www.ncbi.nlm.nih.gov/pubmed/34159258 http://dx.doi.org/10.1055/s-0041-1726426 |
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