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Reducing versus Embracing Variation as Strategies for Reproducibility: The Microbiome of Laboratory Mice
Vera M Witjes1, Annemarie Boleij2, Willem Halffman1
1Institute for Science in Society, Faculty of Science, Radboud University, 6500 GL Nijmegen, The Netherlands.
Addressing phenotypic variation in animal models is key to improving reproducibility in biomedical research. Strategies like reducing variation minimize confounding, while embracing it ensures generalizability, with the best approach depending on the research question.
Area of Science:
- Biomedical Research
- Animal Models
- Philosophy of Science
Background:
- Irreproducibility is a significant challenge in biomedical animal experimentation.
- Phenotypic variation in animal models is a major contributor to this irreproducibility.
- Strategies for managing variation, such as reduction or embrace, are debated.
Purpose of the Study:
- To analyze the complex issue of dealing with phenotypic variation in experimental designs.
- To use mouse microbiome variation as a case study to explore strategies for reproducibility.
- To provide a conceptual framework for understanding reproducibility and variation.
Main Methods:
- Theoretical review drawing on animal research and philosophy of science.
- Conceptual analysis of reproducibility and its relationship with variation.
- Examination of mouse microbiome composition as a source of phenotypic variation.
Main Results:
- Mouse microbiome variation can act as a confounding factor, impacting experimental results.
- Microbiome variation can affect the generalizability of findings to different animal populations.
- Reducing variation minimizes confounding, while embracing variation enhances generalizability.
Conclusions:
- The optimal strategy for managing variation depends on the specific research aim and question.
- A one-size-fits-all approach is not suitable for the broad field of biomedical animal experimentation.
- Researchers must consider variation on a case-by-case basis and maintain awareness.
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