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Improving reproducibility in animal research by splitting the study population into several ‘mini-experiments’
In light of the hotly discussed ‘reproducibility crisis’, a rethinking of current methodologies appears essential. Implementing multi-laboratory designs has been shown to enhance the external validity and hence the reproducibility of findings from animal research. We here aimed at proposing a new ex...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7538440/ https://www.ncbi.nlm.nih.gov/pubmed/33024165 http://dx.doi.org/10.1038/s41598-020-73503-4 |
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author | von Kortzfleisch, Vanessa Tabea Karp, Natasha A. Palme, Rupert Kaiser, Sylvia Sachser, Norbert Richter, S. Helene |
author_facet | von Kortzfleisch, Vanessa Tabea Karp, Natasha A. Palme, Rupert Kaiser, Sylvia Sachser, Norbert Richter, S. Helene |
author_sort | von Kortzfleisch, Vanessa Tabea |
collection | PubMed |
description | In light of the hotly discussed ‘reproducibility crisis’, a rethinking of current methodologies appears essential. Implementing multi-laboratory designs has been shown to enhance the external validity and hence the reproducibility of findings from animal research. We here aimed at proposing a new experimental strategy that transfers this logic into a single-laboratory setting. We systematically introduced heterogeneity into our study population by splitting an experiment into several ‘mini-experiments’ spread over different time points a few weeks apart. We hypothesised to observe improved reproducibility in such a ‘mini-experiment’ design in comparison to a conventionally standardised design, according to which all animals are tested at one specific point in time. By comparing both designs across independent replicates, we could indeed show that the use of such a ‘mini-experiment’ design improved the reproducibility and accurate detection of exemplary treatment effects (behavioural and physiological differences between four mouse strains) in about half of all investigated strain comparisons. Thus, we successfully implemented and empirically validated an easy-to-handle strategy to tackle poor reproducibility in single-laboratory studies. Since other experiments within different life science disciplines share the main characteristics with the investigation reported here, these studies are likely to also benefit from this approach. |
format | Online Article Text |
id | pubmed-7538440 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-75384402020-10-07 Improving reproducibility in animal research by splitting the study population into several ‘mini-experiments’ von Kortzfleisch, Vanessa Tabea Karp, Natasha A. Palme, Rupert Kaiser, Sylvia Sachser, Norbert Richter, S. Helene Sci Rep Article In light of the hotly discussed ‘reproducibility crisis’, a rethinking of current methodologies appears essential. Implementing multi-laboratory designs has been shown to enhance the external validity and hence the reproducibility of findings from animal research. We here aimed at proposing a new experimental strategy that transfers this logic into a single-laboratory setting. We systematically introduced heterogeneity into our study population by splitting an experiment into several ‘mini-experiments’ spread over different time points a few weeks apart. We hypothesised to observe improved reproducibility in such a ‘mini-experiment’ design in comparison to a conventionally standardised design, according to which all animals are tested at one specific point in time. By comparing both designs across independent replicates, we could indeed show that the use of such a ‘mini-experiment’ design improved the reproducibility and accurate detection of exemplary treatment effects (behavioural and physiological differences between four mouse strains) in about half of all investigated strain comparisons. Thus, we successfully implemented and empirically validated an easy-to-handle strategy to tackle poor reproducibility in single-laboratory studies. Since other experiments within different life science disciplines share the main characteristics with the investigation reported here, these studies are likely to also benefit from this approach. Nature Publishing Group UK 2020-10-06 /pmc/articles/PMC7538440/ /pubmed/33024165 http://dx.doi.org/10.1038/s41598-020-73503-4 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article von Kortzfleisch, Vanessa Tabea Karp, Natasha A. Palme, Rupert Kaiser, Sylvia Sachser, Norbert Richter, S. Helene Improving reproducibility in animal research by splitting the study population into several ‘mini-experiments’ |
title | Improving reproducibility in animal research by splitting the study population into several ‘mini-experiments’ |
title_full | Improving reproducibility in animal research by splitting the study population into several ‘mini-experiments’ |
title_fullStr | Improving reproducibility in animal research by splitting the study population into several ‘mini-experiments’ |
title_full_unstemmed | Improving reproducibility in animal research by splitting the study population into several ‘mini-experiments’ |
title_short | Improving reproducibility in animal research by splitting the study population into several ‘mini-experiments’ |
title_sort | improving reproducibility in animal research by splitting the study population into several ‘mini-experiments’ |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7538440/ https://www.ncbi.nlm.nih.gov/pubmed/33024165 http://dx.doi.org/10.1038/s41598-020-73503-4 |
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