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Animal Functional Magnetic Resonance Imaging: Trends and Path Toward Standardization
Francesca Mandino1,2, Domenic H Cerri3, Clement M Garin4,5
1Singapore Bioimaging Consortium, Agency for Science, Technology and Research, Singapore, Singapore.
Frontiers in Neuroinformatics
|February 11, 2020
Summary
Standardizing animal functional magnetic resonance imaging (fMRI) methods is crucial for reliable brain research. This study explores trends and proposes practices to enhance reproducibility across labs and studies.
Area of Science:
- Neuroscience
- Medical Imaging
- Animal Models
Background:
- Animal whole-brain functional magnetic resonance imaging (fMRI) is a key tool for studying brain activity and mechanisms in health and disease.
- Rapid advancements in resting-state fMRI and neuromodulatory tools have accelerated animal fMRI research.
- Lack of standardization currently hinders comparability and reproducibility across different research sites.
Purpose of the Study:
- To explore current trends in animal fMRI research.
- To identify critical factors in study design, data acquisition, and post-processing that impact results and comparability.
- To propose standardized practices to improve between-lab reproducibility and facilitate large-scale imaging efforts.
Main Methods:
- Exploration of past and present trends in the animal fMRI community.
- Analysis of critical aspects influencing study results and inter-site comparability.
- Suggestion of best practices for standardization and reproducibility.
Main Results:
- Mouse resting-state functional connectivity has shown convergence across centers, but significant discrepancies in sensitivity and specificity persist.
- Key aspects affecting comparability include study design, data acquisition parameters, and post-processing choices.
- Standardization efforts are needed to address these discrepancies.
Conclusions:
- Implementing standardized animal neuroimaging protocols is essential for robust scientific evidence.
- Standardization will facilitate population imaging, meta-analyses, and replication studies.
- Adoption of community-wide standards will significantly improve the reliability and validity of animal fMRI research.
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