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Alternative statistical methods for estimating efficacy of interferon beta-1b for multiple sclerosis clinical trials
BACKGROUND: In the randomized study of interferon beta-1b (IFN beta-1b) for multiple sclerosis (MS), it has usually been evaluated the simple annual relapse rate as the study endpoint. This study aimed to investigate the performance of various regression models using information regarding the time t...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3118202/ https://www.ncbi.nlm.nih.gov/pubmed/21612661 http://dx.doi.org/10.1186/1471-2288-11-80 |
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author | Mieno, Makiko N Yamaguchi, Takuhiro Ohashi, Yasuo |
author_facet | Mieno, Makiko N Yamaguchi, Takuhiro Ohashi, Yasuo |
author_sort | Mieno, Makiko N |
collection | PubMed |
description | BACKGROUND: In the randomized study of interferon beta-1b (IFN beta-1b) for multiple sclerosis (MS), it has usually been evaluated the simple annual relapse rate as the study endpoint. This study aimed to investigate the performance of various regression models using information regarding the time to each recurrent event and considering the MS specific data generation process, and to estimate the treatment effect of a MS clinical trial data. METHODS: We conducted a simulation study with consideration of the pathological characteristics of MS, and applied alternative efficacy estimation methods to real clinical trial data, including 5 extended Cox regression models for time-to-event analysis, a Poisson regression model and a Poisson regression model with Generalized Estimating Equations (GEE). We adjusted for other important covariates that may have affected the outcome. RESULTS: We compared the simulation results for each model. The hazard ratios of real data were estimated for each model including the effects of other covariates. The results (hazard ratios of high-dose to low-dose) of all models were approximately 0.7 (range, 0.613 - 0.769), whereas the annual relapse rate ratio was 0.714. CONCLUSIONS: The precision of the treatment estimation was increased by application of the alternative models. This suggests that the use of alternative models that include recurrence event data may provide better analyses. |
format | Online Article Text |
id | pubmed-3118202 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-31182022011-06-19 Alternative statistical methods for estimating efficacy of interferon beta-1b for multiple sclerosis clinical trials Mieno, Makiko N Yamaguchi, Takuhiro Ohashi, Yasuo BMC Med Res Methodol Research Article BACKGROUND: In the randomized study of interferon beta-1b (IFN beta-1b) for multiple sclerosis (MS), it has usually been evaluated the simple annual relapse rate as the study endpoint. This study aimed to investigate the performance of various regression models using information regarding the time to each recurrent event and considering the MS specific data generation process, and to estimate the treatment effect of a MS clinical trial data. METHODS: We conducted a simulation study with consideration of the pathological characteristics of MS, and applied alternative efficacy estimation methods to real clinical trial data, including 5 extended Cox regression models for time-to-event analysis, a Poisson regression model and a Poisson regression model with Generalized Estimating Equations (GEE). We adjusted for other important covariates that may have affected the outcome. RESULTS: We compared the simulation results for each model. The hazard ratios of real data were estimated for each model including the effects of other covariates. The results (hazard ratios of high-dose to low-dose) of all models were approximately 0.7 (range, 0.613 - 0.769), whereas the annual relapse rate ratio was 0.714. CONCLUSIONS: The precision of the treatment estimation was increased by application of the alternative models. This suggests that the use of alternative models that include recurrence event data may provide better analyses. BioMed Central 2011-05-26 /pmc/articles/PMC3118202/ /pubmed/21612661 http://dx.doi.org/10.1186/1471-2288-11-80 Text en Copyright ©2011 Mieno et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Mieno, Makiko N Yamaguchi, Takuhiro Ohashi, Yasuo Alternative statistical methods for estimating efficacy of interferon beta-1b for multiple sclerosis clinical trials |
title | Alternative statistical methods for estimating efficacy of interferon beta-1b for multiple sclerosis clinical trials |
title_full | Alternative statistical methods for estimating efficacy of interferon beta-1b for multiple sclerosis clinical trials |
title_fullStr | Alternative statistical methods for estimating efficacy of interferon beta-1b for multiple sclerosis clinical trials |
title_full_unstemmed | Alternative statistical methods for estimating efficacy of interferon beta-1b for multiple sclerosis clinical trials |
title_short | Alternative statistical methods for estimating efficacy of interferon beta-1b for multiple sclerosis clinical trials |
title_sort | alternative statistical methods for estimating efficacy of interferon beta-1b for multiple sclerosis clinical trials |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3118202/ https://www.ncbi.nlm.nih.gov/pubmed/21612661 http://dx.doi.org/10.1186/1471-2288-11-80 |
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