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Effects of dose change on the success of clinical trials
The search for disease modifying therapies in Alzheimers disease (AD) has recently led to promising results but also revealed design issues in clinical trials themselves. Of particular importance is the potential statistical challenges that can arise when dosages change after an interim analysis, wh...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9478360/ https://www.ncbi.nlm.nih.gov/pubmed/36117568 http://dx.doi.org/10.1016/j.conctc.2022.100988 |
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author | Shan, Guogen Ritter, Aaron Miller, Justin Bernick, Charles |
author_facet | Shan, Guogen Ritter, Aaron Miller, Justin Bernick, Charles |
author_sort | Shan, Guogen |
collection | PubMed |
description | The search for disease modifying therapies in Alzheimers disease (AD) has recently led to promising results but also revealed design issues in clinical trials themselves. Of particular importance is the potential statistical challenges that can arise when dosages change after an interim analysis, which is not uncommon in contemporary AD trials. Following the recent Aducanumab trials, we sought to study the implications of dose changes on the statistical power of an AD trial. We conducted extensive simulations to calculate statistical power when the relationship between treatment effect size and time is linear or non-linear, and the investigated drug has delayed treatment effect or not. Statistical power depends on many design factors including the dose change time, correlation, population homogeneity, and treatment effect time. We recommend that researchers conduct simulation studies at the interim analysis to justify the modified sample size and/or follow-up time modification meanwhile the type I and II error rates are controlled. |
format | Online Article Text |
id | pubmed-9478360 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-94783602022-09-17 Effects of dose change on the success of clinical trials Shan, Guogen Ritter, Aaron Miller, Justin Bernick, Charles Contemp Clin Trials Commun Research Paper The search for disease modifying therapies in Alzheimers disease (AD) has recently led to promising results but also revealed design issues in clinical trials themselves. Of particular importance is the potential statistical challenges that can arise when dosages change after an interim analysis, which is not uncommon in contemporary AD trials. Following the recent Aducanumab trials, we sought to study the implications of dose changes on the statistical power of an AD trial. We conducted extensive simulations to calculate statistical power when the relationship between treatment effect size and time is linear or non-linear, and the investigated drug has delayed treatment effect or not. Statistical power depends on many design factors including the dose change time, correlation, population homogeneity, and treatment effect time. We recommend that researchers conduct simulation studies at the interim analysis to justify the modified sample size and/or follow-up time modification meanwhile the type I and II error rates are controlled. Elsevier 2022-09-05 /pmc/articles/PMC9478360/ /pubmed/36117568 http://dx.doi.org/10.1016/j.conctc.2022.100988 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Paper Shan, Guogen Ritter, Aaron Miller, Justin Bernick, Charles Effects of dose change on the success of clinical trials |
title | Effects of dose change on the success of clinical trials |
title_full | Effects of dose change on the success of clinical trials |
title_fullStr | Effects of dose change on the success of clinical trials |
title_full_unstemmed | Effects of dose change on the success of clinical trials |
title_short | Effects of dose change on the success of clinical trials |
title_sort | effects of dose change on the success of clinical trials |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9478360/ https://www.ncbi.nlm.nih.gov/pubmed/36117568 http://dx.doi.org/10.1016/j.conctc.2022.100988 |
work_keys_str_mv | AT shanguogen effectsofdosechangeonthesuccessofclinicaltrials AT ritteraaron effectsofdosechangeonthesuccessofclinicaltrials AT millerjustin effectsofdosechangeonthesuccessofclinicaltrials AT bernickcharles effectsofdosechangeonthesuccessofclinicaltrials |