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Conscientious use of patient-reported outcome measures in supportive care

PURPOSE: Patient-reported outcome measures (PRO) are critical tools to developing an understanding of cancer patients’ experience. This paper presents some of the lesser-understood implications of using patient-reported outcome measures in clinical research. METHODS: This study uses a combination of...

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Autor principal: Smith, Derek K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10033615/
https://www.ncbi.nlm.nih.gov/pubmed/36947341
http://dx.doi.org/10.1007/s00520-023-07681-y
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author Smith, Derek K.
author_facet Smith, Derek K.
author_sort Smith, Derek K.
collection PubMed
description PURPOSE: Patient-reported outcome measures (PRO) are critical tools to developing an understanding of cancer patients’ experience. This paper presents some of the lesser-understood implications of using patient-reported outcome measures in clinical research. METHODS: This study uses a combination of literature sources, real-world examples from supportive care studies, and statistical simulations to demonstrate the operating characteristics of patient-reported measures. RESULTS: It is demonstrated that care must be taken in the analysis of PROs as the assumptions of the most common mean-based approaches are often violated including linearity, normally distributed errors, interference with asymptotic convergence via boundary values, and more. Further, the implications of subjective discretization are shown to reduce the apparent statistical power of PRO-based studies. CONCLUSIONS: PRO-based studies must be designed conscientiously as each PRO item will demonstrate a varying degree of subjectivity in a given population. Sample sizes of randomized studies using PROs must be inflated to account for this. Analyses should consider using ordinal statistical models until such time as the assumptions of mean-based models can be verified.
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spelling pubmed-100336152023-03-24 Conscientious use of patient-reported outcome measures in supportive care Smith, Derek K. Support Care Cancer Comment PURPOSE: Patient-reported outcome measures (PRO) are critical tools to developing an understanding of cancer patients’ experience. This paper presents some of the lesser-understood implications of using patient-reported outcome measures in clinical research. METHODS: This study uses a combination of literature sources, real-world examples from supportive care studies, and statistical simulations to demonstrate the operating characteristics of patient-reported measures. RESULTS: It is demonstrated that care must be taken in the analysis of PROs as the assumptions of the most common mean-based approaches are often violated including linearity, normally distributed errors, interference with asymptotic convergence via boundary values, and more. Further, the implications of subjective discretization are shown to reduce the apparent statistical power of PRO-based studies. CONCLUSIONS: PRO-based studies must be designed conscientiously as each PRO item will demonstrate a varying degree of subjectivity in a given population. Sample sizes of randomized studies using PROs must be inflated to account for this. Analyses should consider using ordinal statistical models until such time as the assumptions of mean-based models can be verified. Springer Berlin Heidelberg 2023-03-22 2023 /pmc/articles/PMC10033615/ /pubmed/36947341 http://dx.doi.org/10.1007/s00520-023-07681-y Text en © The Author(s) 2023 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 Comment
Smith, Derek K.
Conscientious use of patient-reported outcome measures in supportive care
title Conscientious use of patient-reported outcome measures in supportive care
title_full Conscientious use of patient-reported outcome measures in supportive care
title_fullStr Conscientious use of patient-reported outcome measures in supportive care
title_full_unstemmed Conscientious use of patient-reported outcome measures in supportive care
title_short Conscientious use of patient-reported outcome measures in supportive care
title_sort conscientious use of patient-reported outcome measures in supportive care
topic Comment
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10033615/
https://www.ncbi.nlm.nih.gov/pubmed/36947341
http://dx.doi.org/10.1007/s00520-023-07681-y
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