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The choice of test in phase II cancer trials assessing continuous tumour shrinkage when complete responses are expected
Traditionally, phase II cancer trials test a binary endpoint formed from a dichotomisation of the continuous change in tumour size. Directly testing the continuous endpoint provides considerable gains in power, although also results in several statistical issues. One such issue is when complete resp...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4668774/ https://www.ncbi.nlm.nih.gov/pubmed/22179821 http://dx.doi.org/10.1177/0962280211432192 |
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author | Wason, James MS Mander, Adrian P |
author_facet | Wason, James MS Mander, Adrian P |
author_sort | Wason, James MS |
collection | PubMed |
description | Traditionally, phase II cancer trials test a binary endpoint formed from a dichotomisation of the continuous change in tumour size. Directly testing the continuous endpoint provides considerable gains in power, although also results in several statistical issues. One such issue is when complete responses, i.e. complete tumour removal, are observed in multiple patients; this is a problem when normality is assumed. Using simulated data and a recently published phase II trial, we investigate how the choice of test affects the operating characteristics of the trial. We propose using parametric tests based on the censored normal distribution, comparing them to the t-test and Wilcoxon non-parametric test. The censored normal distribution fits the real dataset well, but simulations indicate its type-I error rate is inflated, and its power is only slightly higher than the t-test. The Wilcoxon test has deflated type I error. For two-arm designs, the differences are much smaller. We conclude that the t-test is suitable for use when complete responses are present, although positively skewed data can result in the non-parametric test having higher power. |
format | Online Article Text |
id | pubmed-4668774 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-46687742015-12-10 The choice of test in phase II cancer trials assessing continuous tumour shrinkage when complete responses are expected Wason, James MS Mander, Adrian P Stat Methods Med Res Articles Traditionally, phase II cancer trials test a binary endpoint formed from a dichotomisation of the continuous change in tumour size. Directly testing the continuous endpoint provides considerable gains in power, although also results in several statistical issues. One such issue is when complete responses, i.e. complete tumour removal, are observed in multiple patients; this is a problem when normality is assumed. Using simulated data and a recently published phase II trial, we investigate how the choice of test affects the operating characteristics of the trial. We propose using parametric tests based on the censored normal distribution, comparing them to the t-test and Wilcoxon non-parametric test. The censored normal distribution fits the real dataset well, but simulations indicate its type-I error rate is inflated, and its power is only slightly higher than the t-test. The Wilcoxon test has deflated type I error. For two-arm designs, the differences are much smaller. We conclude that the t-test is suitable for use when complete responses are present, although positively skewed data can result in the non-parametric test having higher power. SAGE Publications 2015-12 /pmc/articles/PMC4668774/ /pubmed/22179821 http://dx.doi.org/10.1177/0962280211432192 Text en © The Author(s) 2011 http://creativecommons.org/licenses/by-nc/3.0/ This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 3.0 License (http://www.creativecommons.org/licenses/by-nc/3.0/) 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 page(https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Articles Wason, James MS Mander, Adrian P The choice of test in phase II cancer trials assessing continuous tumour shrinkage when complete responses are expected |
title | The choice of test in phase II cancer trials assessing continuous tumour shrinkage when complete responses are expected |
title_full | The choice of test in phase II cancer trials assessing continuous tumour shrinkage when complete responses are expected |
title_fullStr | The choice of test in phase II cancer trials assessing continuous tumour shrinkage when complete responses are expected |
title_full_unstemmed | The choice of test in phase II cancer trials assessing continuous tumour shrinkage when complete responses are expected |
title_short | The choice of test in phase II cancer trials assessing continuous tumour shrinkage when complete responses are expected |
title_sort | choice of test in phase ii cancer trials assessing continuous tumour shrinkage when complete responses are expected |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4668774/ https://www.ncbi.nlm.nih.gov/pubmed/22179821 http://dx.doi.org/10.1177/0962280211432192 |
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