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Modelling of the outcome of non-inferiority trials by integration of historical data
The approval and differentiation of new compounds in clinical development often demands non-inferiority trials, in which the test drug is compared against a reference treatment. However, non-inferiority trials impose major operational burden with serious ethical and scientific implications for the d...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3172410/ https://www.ncbi.nlm.nih.gov/pubmed/21858724 http://dx.doi.org/10.1007/s10928-011-9210-8 |
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author | Russu, Alberto van Zwet, Erik De Nicolao, Giuseppe Della Pasqua, Oscar |
author_facet | Russu, Alberto van Zwet, Erik De Nicolao, Giuseppe Della Pasqua, Oscar |
author_sort | Russu, Alberto |
collection | PubMed |
description | The approval and differentiation of new compounds in clinical development often demands non-inferiority trials, in which the test drug is compared against a reference treatment. However, non-inferiority trials impose major operational burden with serious ethical and scientific implications for the development of new medicines. Traditional approaches make limited use of historical information on placebo and neglect inter-trial variability, relying on the constancy assumption that the control-to-placebo effect size is maintained across trials. We propose a model-based approach that overcomes such limitations and may be used as a tool to explore differentiation during clinical development. Parameter distributions are introduced which reflect the heterogeneity of trials. The method is illustrated using data from impetigo trials. Based on simulation scenarios, this Bayesian technique yields a definitive, consistent increase in the statistical power over two accepted statistical methods, allowing lower sample size requirements for the assessment of non-inferiority. |
format | Online Article Text |
id | pubmed-3172410 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-31724102011-09-26 Modelling of the outcome of non-inferiority trials by integration of historical data Russu, Alberto van Zwet, Erik De Nicolao, Giuseppe Della Pasqua, Oscar J Pharmacokinet Pharmacodyn Article The approval and differentiation of new compounds in clinical development often demands non-inferiority trials, in which the test drug is compared against a reference treatment. However, non-inferiority trials impose major operational burden with serious ethical and scientific implications for the development of new medicines. Traditional approaches make limited use of historical information on placebo and neglect inter-trial variability, relying on the constancy assumption that the control-to-placebo effect size is maintained across trials. We propose a model-based approach that overcomes such limitations and may be used as a tool to explore differentiation during clinical development. Parameter distributions are introduced which reflect the heterogeneity of trials. The method is illustrated using data from impetigo trials. Based on simulation scenarios, this Bayesian technique yields a definitive, consistent increase in the statistical power over two accepted statistical methods, allowing lower sample size requirements for the assessment of non-inferiority. Springer US 2011-08-21 2011 /pmc/articles/PMC3172410/ /pubmed/21858724 http://dx.doi.org/10.1007/s10928-011-9210-8 Text en © The Author(s) 2011 https://creativecommons.org/licenses/by-nc/4.0/ This article is distributed under the terms of the Creative Commons Attribution Noncommercial License which permits any noncommercial use, distribution, and reproduction in any medium, provided the original author(s) and source are credited. |
spellingShingle | Article Russu, Alberto van Zwet, Erik De Nicolao, Giuseppe Della Pasqua, Oscar Modelling of the outcome of non-inferiority trials by integration of historical data |
title | Modelling of the outcome of non-inferiority trials by integration of historical data |
title_full | Modelling of the outcome of non-inferiority trials by integration of historical data |
title_fullStr | Modelling of the outcome of non-inferiority trials by integration of historical data |
title_full_unstemmed | Modelling of the outcome of non-inferiority trials by integration of historical data |
title_short | Modelling of the outcome of non-inferiority trials by integration of historical data |
title_sort | modelling of the outcome of non-inferiority trials by integration of historical data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3172410/ https://www.ncbi.nlm.nih.gov/pubmed/21858724 http://dx.doi.org/10.1007/s10928-011-9210-8 |
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