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Mapping complementary features of cross-species structural connectivity to construct realistic "Virtual Brains"
Gleb Bezgin1,2, Ana Solodkin3, Rembrandt Bakker4,5
1Rotman Research Institute of Baycrest Centre, University of Toronto, Toronto, Ontario, Canada, M6A 2E1.
Human Brain Mapping
|January 6, 2017
Summary
This study presents a framework for building primate brain models using combined macaque and human imaging data. This approach creates a biologically plausible anatomical backbone for whole-brain simulations.
Area of Science:
- Systems Neuroscience
- Neuroinformatics
- Computational Neuroscience
Background:
- Large-scale neuroinformatics initiatives are crucial for biologically realistic primate whole-brain modeling.
- Existing methods require robust anatomical frameworks for accurate simulations.
Purpose of the Study:
- To present a novel framework for assembling a biologically plausible anatomical backbone of the primate brain.
- To integrate complementary structural connectivity data from different species and modalities.
Main Methods:
- Combined invasive macaque axonal tract tracing with non-invasive human diffusion tensor imaging.
- Utilized interspecies registration tools and a Bayesian probabilistic modeling approach.
- Integrated the framework into The Virtual Brain (TVB) whole-brain simulation platform.
Main Results:
- Successfully assembled a primate brain's anatomical backbone by merging diverse connectivity data.
- Demonstrated the framework's capability to extract common connectivity evidence across modalities.
- Showcased the framework's integration within The Virtual Brain for advanced modeling.
Conclusions:
- The developed framework provides a robust method for creating primate brain models.
- Integrating multi-species, multi-modal data enhances the biological plausibility of brain simulations.
- This approach advances the capacity for large-scale, realistic whole-brain modeling in systems neuroscience.
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