Reducing sample size in experiments with animals: historical controls and related strategies. (13th November 2015)
- Record Type:
- Journal Article
- Title:
- Reducing sample size in experiments with animals: historical controls and related strategies. (13th November 2015)
- Main Title:
- Reducing sample size in experiments with animals: historical controls and related strategies
- Authors:
- Kramer, Matthew
Font, Enrique - Abstract:
- ABSTRACT: Reducing the number of animal subjects used in biomedical experiments is desirable for ethical and practical reasons. Previous reviews of the benefits of reducing sample sizes have focused on improving experimental designs and methods of statistical analysis, but reducing the size of control groups has been considered rarely. We discuss how the number of current control animals can be reduced, without loss of statistical power, by incorporating information from historical controls, i.e. subjects used as controls in similar previous experiments. Using example data from published reports, we describe how to incorporate information from historical controls under a range of assumptions that might be made in biomedical experiments. Assuming more similarities between historical and current controls yields higher savings and allows the use of smaller current control groups. We conducted simulations, based on typical designs and sample sizes, to quantify how different assumptions about historical controls affect the power of statistical tests. We show that, under our simulation conditions, the number of current control subjects can be reduced by more than half by including historical controls in the analyses. In other experimental scenarios, control groups may be unnecessary. Paying attention to both the function and to the statistical requirements of control groups would result in reducing the total number of animals used in experiments, saving time, effort and money, andABSTRACT: Reducing the number of animal subjects used in biomedical experiments is desirable for ethical and practical reasons. Previous reviews of the benefits of reducing sample sizes have focused on improving experimental designs and methods of statistical analysis, but reducing the size of control groups has been considered rarely. We discuss how the number of current control animals can be reduced, without loss of statistical power, by incorporating information from historical controls, i.e. subjects used as controls in similar previous experiments. Using example data from published reports, we describe how to incorporate information from historical controls under a range of assumptions that might be made in biomedical experiments. Assuming more similarities between historical and current controls yields higher savings and allows the use of smaller current control groups. We conducted simulations, based on typical designs and sample sizes, to quantify how different assumptions about historical controls affect the power of statistical tests. We show that, under our simulation conditions, the number of current control subjects can be reduced by more than half by including historical controls in the analyses. In other experimental scenarios, control groups may be unnecessary. Paying attention to both the function and to the statistical requirements of control groups would result in reducing the total number of animals used in experiments, saving time, effort and money, and bringing research with animals within ethically acceptable bounds. … (more)
- Is Part Of:
- Biological reviews. Volume 92:Number 1(2017:Feb.)
- Journal:
- Biological reviews
- Issue:
- Volume 92:Number 1(2017:Feb.)
- Issue Display:
- Volume 92, Issue 1 (2017)
- Year:
- 2017
- Volume:
- 92
- Issue:
- 1
- Issue Sort Value:
- 2017-0092-0001-0000
- Page Start:
- 431
- Page End:
- 445
- Publication Date:
- 2015-11-13
- Subjects:
- animal testing -- animal welfare -- borrowing information -- control group -- reduction -- sample size -- statistical power -- three Rs
Biology -- Periodicals
570 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1469-185X ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/brv.12237 ↗
- Languages:
- English
- ISSNs:
- 1464-7931
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 2078.100000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 2584.xml