Estimating the sample size for a pilot randomised trial to minimise the overall trial sample size for the external pilot and main trial for a continuous outcome variable
Estimating the sample size for a pilot randomised trial to minimise the overall trial sample size for the external pilot and main trial for a continuous outcome variable
Sample size justification is an important consideration when planning a clinical trial, not only for the main trial but also for any preliminary pilot trial. When the outcome is a continuous variable, the sample size calculation requires an accurate estimate of the standard deviation of the outcome measure. A pilot trial can be used to get an estimate of the standard deviation, which could then be used to anticipate what may be observed in the main trial. However, an important consideration is that pilot trials often estimate the standard deviation parameter imprecisely. This paper looks at how we can choose an external pilot trial sample size in order to minimise the sample size of the overall clinical trial programme, that is, the pilot and the main trial together. We produce a method of calculating the optimal solution to the required pilot trial sample size when the standardised effect size for the main trial is known. However, as it may not be possible to know the standardised effect size to be used prior to the pilot trial, approximate rules are also presented. For a main trial designed with 90% power and two-sided 5% significance, we recommend pilot trial sample sizes per treatment arm of 75, 25, 15 and 10 for standardised effect sizes that are extra small (≤0.1), small (0.2), medium (0.5) or large (0.8), respectively.
1057-1073
Whitehead, Amy
7bd4e1d1-078b-4f2b-bfc9-ed44ba0a195a
Julious, Steven A.
e70c3d71-b62d-41a8-8e98-df954f127935
Cooper, Cindy L.
9b1b9889-535a-4ac1-af21-e4916b2b6eaa
Campbell, Michael
b097cd79-ba0a-447a-b44f-4ce3700fb15e
June 2016
Whitehead, Amy
7bd4e1d1-078b-4f2b-bfc9-ed44ba0a195a
Julious, Steven A.
e70c3d71-b62d-41a8-8e98-df954f127935
Cooper, Cindy L.
9b1b9889-535a-4ac1-af21-e4916b2b6eaa
Campbell, Michael
b097cd79-ba0a-447a-b44f-4ce3700fb15e
Whitehead, Amy, Julious, Steven A., Cooper, Cindy L. and Campbell, Michael
(2016)
Estimating the sample size for a pilot randomised trial to minimise the overall trial sample size for the external pilot and main trial for a continuous outcome variable.
Statistical Methods in Medical Research, 25 (3), .
(doi:10.1177/0962280215588241).
Abstract
Sample size justification is an important consideration when planning a clinical trial, not only for the main trial but also for any preliminary pilot trial. When the outcome is a continuous variable, the sample size calculation requires an accurate estimate of the standard deviation of the outcome measure. A pilot trial can be used to get an estimate of the standard deviation, which could then be used to anticipate what may be observed in the main trial. However, an important consideration is that pilot trials often estimate the standard deviation parameter imprecisely. This paper looks at how we can choose an external pilot trial sample size in order to minimise the sample size of the overall clinical trial programme, that is, the pilot and the main trial together. We produce a method of calculating the optimal solution to the required pilot trial sample size when the standardised effect size for the main trial is known. However, as it may not be possible to know the standardised effect size to be used prior to the pilot trial, approximate rules are also presented. For a main trial designed with 90% power and two-sided 5% significance, we recommend pilot trial sample sizes per treatment arm of 75, 25, 15 and 10 for standardised effect sizes that are extra small (≤0.1), small (0.2), medium (0.5) or large (0.8), respectively.
Text
0962280215588241
- Version of Record
More information
Accepted/In Press date: 19 June 2015
e-pub ahead of print date: 19 June 2015
Published date: June 2016
Identifiers
Local EPrints ID: 421780
URI: http://eprints.soton.ac.uk/id/eprint/421780
ISSN: 0962-2802
PURE UUID: 111b56b8-8a96-4ba5-90ef-8b8fa56c50ed
Catalogue record
Date deposited: 27 Jun 2018 16:30
Last modified: 15 Mar 2024 20:20
Export record
Altmetrics
Contributors
Author:
Steven A. Julious
Author:
Cindy L. Cooper
Author:
Michael Campbell
Download statistics
Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.
View more statistics