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Assessing heterogeneity of treatment effect in multiple sclerosis trials
Multiple sclerosis (MS) is heterogeneous with respect to outcomes, and evaluating possible heterogeneity of treatment effect (HTE) is of high interest. HTE is non-random variation in the magnitude of a treatment effect on a clinical outcome across levels of a covariate (i.e. a patient attribute or s...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10413777/ https://www.ncbi.nlm.nih.gov/pubmed/37555493 http://dx.doi.org/10.1177/13524585231189673 |
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author | Sormani, Maria Pia Chataway, Jeremy Kent, David M Marrie, Ruth Ann |
author_facet | Sormani, Maria Pia Chataway, Jeremy Kent, David M Marrie, Ruth Ann |
author_sort | Sormani, Maria Pia |
collection | PubMed |
description | Multiple sclerosis (MS) is heterogeneous with respect to outcomes, and evaluating possible heterogeneity of treatment effect (HTE) is of high interest. HTE is non-random variation in the magnitude of a treatment effect on a clinical outcome across levels of a covariate (i.e. a patient attribute or set of attributes). Multiple statistical techniques can evaluate HTE. The simplest but most bias-prone is conventional one variable-at-a-time subgroup analysis. Recently, multivariable predictive approaches have been promoted to provide more patient-centered results, by accounting for multiple relevant attributes simultaneously. We review approaches used to estimate HTE in clinical trials of MS. |
format | Online Article Text |
id | pubmed-10413777 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-104137772023-08-11 Assessing heterogeneity of treatment effect in multiple sclerosis trials Sormani, Maria Pia Chataway, Jeremy Kent, David M Marrie, Ruth Ann Mult Scler Meeting Reviews Multiple sclerosis (MS) is heterogeneous with respect to outcomes, and evaluating possible heterogeneity of treatment effect (HTE) is of high interest. HTE is non-random variation in the magnitude of a treatment effect on a clinical outcome across levels of a covariate (i.e. a patient attribute or set of attributes). Multiple statistical techniques can evaluate HTE. The simplest but most bias-prone is conventional one variable-at-a-time subgroup analysis. Recently, multivariable predictive approaches have been promoted to provide more patient-centered results, by accounting for multiple relevant attributes simultaneously. We review approaches used to estimate HTE in clinical trials of MS. SAGE Publications 2023-08-09 2023-08 /pmc/articles/PMC10413777/ /pubmed/37555493 http://dx.doi.org/10.1177/13524585231189673 Text en © The Author(s), 2023 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Meeting Reviews Sormani, Maria Pia Chataway, Jeremy Kent, David M Marrie, Ruth Ann Assessing heterogeneity of treatment effect in multiple sclerosis trials |
title | Assessing heterogeneity of treatment effect in multiple sclerosis trials |
title_full | Assessing heterogeneity of treatment effect in multiple sclerosis trials |
title_fullStr | Assessing heterogeneity of treatment effect in multiple sclerosis trials |
title_full_unstemmed | Assessing heterogeneity of treatment effect in multiple sclerosis trials |
title_short | Assessing heterogeneity of treatment effect in multiple sclerosis trials |
title_sort | assessing heterogeneity of treatment effect in multiple sclerosis trials |
topic | Meeting Reviews |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10413777/ https://www.ncbi.nlm.nih.gov/pubmed/37555493 http://dx.doi.org/10.1177/13524585231189673 |
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