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Mapping analysis to estimate EQ-5D utility values using the COPD assessment test in Korea
BACKGROUND: There is no research on mapping algorithms between EQ-5D and COPD assessment test (CAT) in Korea. The purpose of this study was to develop mapping algorithms that predict EQ-5D-3 L utility from the CAT in patients with COPD. METHODS: Survey data of 300 COPD patients were collected from t...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6555011/ https://www.ncbi.nlm.nih.gov/pubmed/31170982 http://dx.doi.org/10.1186/s12955-019-1148-3 |
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author | Lim, Jaeok Choi, Sang-Eun Bae, Eunmi Kang, Daewon Lim, Eun-A Shin, Gyeong-Seon |
author_facet | Lim, Jaeok Choi, Sang-Eun Bae, Eunmi Kang, Daewon Lim, Eun-A Shin, Gyeong-Seon |
author_sort | Lim, Jaeok |
collection | PubMed |
description | BACKGROUND: There is no research on mapping algorithms between EQ-5D and COPD assessment test (CAT) in Korea. The purpose of this study was to develop mapping algorithms that predict EQ-5D-3 L utility from the CAT in patients with COPD. METHODS: Survey data of 300 COPD patients were collected from three tertiary teaching hospitals in Korea. To predict EQ-5D-3 L utility from the CAT, various models were assessed. Models were developed using randomly split training samples. Subsequently, the models were validated based on root mean square error (RMSE) and mean absolute error (MAE) in validation samples. The models were also validated using the bootstrap method, which involves iterative splitting, training, and validating of the sample data at least 10,000 times. Average RMSEs and MAEs were used as criteria for model selection. RESULTS: The recommended mapping algorithms were based on ordinary least squares (OLS) regression models, which revealed five CAT items (chest tightness, breathlessness, activity, leaving home, and energy) as statistically significant on the EQ-5D-3 L. The mapping models estimated the overall mean of EQ-5D-3 L utilities effectively, but EQ-5D-3 L utilities for severe (low utility) patients (< 0.6) were overestimated as the observed EQ-5D-3 L utilities were often distributed over 0.6. CONCLUSION: Mapping algorithms can be used to predict EQ-5D-3 L utilities from the CAT. However, mapping algorithms should be used cautiously when applied to groups with greater disease severity. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12955-019-1148-3) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6555011 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-65550112019-06-10 Mapping analysis to estimate EQ-5D utility values using the COPD assessment test in Korea Lim, Jaeok Choi, Sang-Eun Bae, Eunmi Kang, Daewon Lim, Eun-A Shin, Gyeong-Seon Health Qual Life Outcomes Research BACKGROUND: There is no research on mapping algorithms between EQ-5D and COPD assessment test (CAT) in Korea. The purpose of this study was to develop mapping algorithms that predict EQ-5D-3 L utility from the CAT in patients with COPD. METHODS: Survey data of 300 COPD patients were collected from three tertiary teaching hospitals in Korea. To predict EQ-5D-3 L utility from the CAT, various models were assessed. Models were developed using randomly split training samples. Subsequently, the models were validated based on root mean square error (RMSE) and mean absolute error (MAE) in validation samples. The models were also validated using the bootstrap method, which involves iterative splitting, training, and validating of the sample data at least 10,000 times. Average RMSEs and MAEs were used as criteria for model selection. RESULTS: The recommended mapping algorithms were based on ordinary least squares (OLS) regression models, which revealed five CAT items (chest tightness, breathlessness, activity, leaving home, and energy) as statistically significant on the EQ-5D-3 L. The mapping models estimated the overall mean of EQ-5D-3 L utilities effectively, but EQ-5D-3 L utilities for severe (low utility) patients (< 0.6) were overestimated as the observed EQ-5D-3 L utilities were often distributed over 0.6. CONCLUSION: Mapping algorithms can be used to predict EQ-5D-3 L utilities from the CAT. However, mapping algorithms should be used cautiously when applied to groups with greater disease severity. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12955-019-1148-3) contains supplementary material, which is available to authorized users. BioMed Central 2019-06-06 /pmc/articles/PMC6555011/ /pubmed/31170982 http://dx.doi.org/10.1186/s12955-019-1148-3 Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Lim, Jaeok Choi, Sang-Eun Bae, Eunmi Kang, Daewon Lim, Eun-A Shin, Gyeong-Seon Mapping analysis to estimate EQ-5D utility values using the COPD assessment test in Korea |
title | Mapping analysis to estimate EQ-5D utility values using the COPD assessment test in Korea |
title_full | Mapping analysis to estimate EQ-5D utility values using the COPD assessment test in Korea |
title_fullStr | Mapping analysis to estimate EQ-5D utility values using the COPD assessment test in Korea |
title_full_unstemmed | Mapping analysis to estimate EQ-5D utility values using the COPD assessment test in Korea |
title_short | Mapping analysis to estimate EQ-5D utility values using the COPD assessment test in Korea |
title_sort | mapping analysis to estimate eq-5d utility values using the copd assessment test in korea |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6555011/ https://www.ncbi.nlm.nih.gov/pubmed/31170982 http://dx.doi.org/10.1186/s12955-019-1148-3 |
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