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Can EQ-5D-3L utility values of low back pain patients be validly predicted by the Oswestry Disability Index for use in cost-effectiveness analyses?
PURPOSE: To assess whether regression modeling can be used to predict EQ-5D-3L utility values from the Oswestry Disability Index (ODI) in low back pain (LBP) patients for use in cost-effectiveness analysis. METHODS: EQ-5D-3L utility values of LBP patients were estimated using their ODI scores as ind...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9188530/ https://www.ncbi.nlm.nih.gov/pubmed/35040002 http://dx.doi.org/10.1007/s11136-022-03082-6 |
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author | Pellekooren, Sylvia Ben, Ângela J. Bosmans, Judith E. Ostelo, Raymond W. J. G. van Tulder, Maurits W. Maas, Esther T. Huygen, Frank J. P. M. Oosterhuis, Teddy Apeldoorn, Adri T. van Hooff, Miranda L. van Dongen, Johanna M. |
author_facet | Pellekooren, Sylvia Ben, Ângela J. Bosmans, Judith E. Ostelo, Raymond W. J. G. van Tulder, Maurits W. Maas, Esther T. Huygen, Frank J. P. M. Oosterhuis, Teddy Apeldoorn, Adri T. van Hooff, Miranda L. van Dongen, Johanna M. |
author_sort | Pellekooren, Sylvia |
collection | PubMed |
description | PURPOSE: To assess whether regression modeling can be used to predict EQ-5D-3L utility values from the Oswestry Disability Index (ODI) in low back pain (LBP) patients for use in cost-effectiveness analysis. METHODS: EQ-5D-3L utility values of LBP patients were estimated using their ODI scores as independent variables using regression analyses, while adjusting for case-mix variables. Six different models were estimated: (1) Ordinary Least Squares (OLS) regression, with total ODI score, (2) OLS, with ODI item scores as continuous variables, (3) OLS, with ODI item scores as ordinal variables, (4) Tobit model, with total ODI score, (5) Tobit model, with ODI item scores as continuous variables, and (6) Tobit model, with ODI item scores as ordinal variables. The models’ performance was assessed using explained variance (R(2)) and root mean squared error (RMSE). The potential impact of using predicted instead of observed EQ-5D-3L utility values on cost-effectiveness outcomes was evaluated in two empirical cost-effectiveness analysis. RESULTS: Complete individual patient data of 18,692 low back pain patients were analyzed. All models had a more or less similar R(2) (range 45–52%) and RMSE (range 0.21–0.22). The two best performing models produced similar probabilities of cost-effectiveness for a range of willingness-to-pay (WTP) values compared to those based on the observed EQ-5D-3L values. For example, the difference in probabilities ranged from 2 to 5% at a WTP of 50,000 €/QALY gained. CONCLUSION: Results suggest that the ODI can be validly used to predict low back pain patients’ EQ-5D-3L utility values and QALYs for use in cost-effectiveness analyses. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11136-022-03082-6. |
format | Online Article Text |
id | pubmed-9188530 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-91885302022-06-13 Can EQ-5D-3L utility values of low back pain patients be validly predicted by the Oswestry Disability Index for use in cost-effectiveness analyses? Pellekooren, Sylvia Ben, Ângela J. Bosmans, Judith E. Ostelo, Raymond W. J. G. van Tulder, Maurits W. Maas, Esther T. Huygen, Frank J. P. M. Oosterhuis, Teddy Apeldoorn, Adri T. van Hooff, Miranda L. van Dongen, Johanna M. Qual Life Res Article PURPOSE: To assess whether regression modeling can be used to predict EQ-5D-3L utility values from the Oswestry Disability Index (ODI) in low back pain (LBP) patients for use in cost-effectiveness analysis. METHODS: EQ-5D-3L utility values of LBP patients were estimated using their ODI scores as independent variables using regression analyses, while adjusting for case-mix variables. Six different models were estimated: (1) Ordinary Least Squares (OLS) regression, with total ODI score, (2) OLS, with ODI item scores as continuous variables, (3) OLS, with ODI item scores as ordinal variables, (4) Tobit model, with total ODI score, (5) Tobit model, with ODI item scores as continuous variables, and (6) Tobit model, with ODI item scores as ordinal variables. The models’ performance was assessed using explained variance (R(2)) and root mean squared error (RMSE). The potential impact of using predicted instead of observed EQ-5D-3L utility values on cost-effectiveness outcomes was evaluated in two empirical cost-effectiveness analysis. RESULTS: Complete individual patient data of 18,692 low back pain patients were analyzed. All models had a more or less similar R(2) (range 45–52%) and RMSE (range 0.21–0.22). The two best performing models produced similar probabilities of cost-effectiveness for a range of willingness-to-pay (WTP) values compared to those based on the observed EQ-5D-3L values. For example, the difference in probabilities ranged from 2 to 5% at a WTP of 50,000 €/QALY gained. CONCLUSION: Results suggest that the ODI can be validly used to predict low back pain patients’ EQ-5D-3L utility values and QALYs for use in cost-effectiveness analyses. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11136-022-03082-6. Springer International Publishing 2022-01-17 2022 /pmc/articles/PMC9188530/ /pubmed/35040002 http://dx.doi.org/10.1007/s11136-022-03082-6 Text en © The Author(s) 2022 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 Pellekooren, Sylvia Ben, Ângela J. Bosmans, Judith E. Ostelo, Raymond W. J. G. van Tulder, Maurits W. Maas, Esther T. Huygen, Frank J. P. M. Oosterhuis, Teddy Apeldoorn, Adri T. van Hooff, Miranda L. van Dongen, Johanna M. Can EQ-5D-3L utility values of low back pain patients be validly predicted by the Oswestry Disability Index for use in cost-effectiveness analyses? |
title | Can EQ-5D-3L utility values of low back pain patients be validly predicted by the Oswestry Disability Index for use in cost-effectiveness analyses? |
title_full | Can EQ-5D-3L utility values of low back pain patients be validly predicted by the Oswestry Disability Index for use in cost-effectiveness analyses? |
title_fullStr | Can EQ-5D-3L utility values of low back pain patients be validly predicted by the Oswestry Disability Index for use in cost-effectiveness analyses? |
title_full_unstemmed | Can EQ-5D-3L utility values of low back pain patients be validly predicted by the Oswestry Disability Index for use in cost-effectiveness analyses? |
title_short | Can EQ-5D-3L utility values of low back pain patients be validly predicted by the Oswestry Disability Index for use in cost-effectiveness analyses? |
title_sort | can eq-5d-3l utility values of low back pain patients be validly predicted by the oswestry disability index for use in cost-effectiveness analyses? |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9188530/ https://www.ncbi.nlm.nih.gov/pubmed/35040002 http://dx.doi.org/10.1007/s11136-022-03082-6 |
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