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Hierarchical Heterogeneity across Human Cortex Shapes Large-Scale Neural Dynamics.
Murat Demirtaş1, Joshua B Burt2, Markus Helmer1
1Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA.
Neuron
|February 13, 2019
Summary
Neural dynamics across the cortex are shaped by local circuit properties. This study modeled human brain activity, revealing that hierarchical specialization of local circuits significantly impacts large-scale brain organization and function.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Systems Neuroscience
Background:
- Large-scale cortical dynamics arise from interactions between local circuits.
- Intrinsic properties of local circuits vary across cortical areas, potentially influencing network organization.
- Cortical hierarchy is a key organizational principle, but its role in shaping large-scale dynamics is not fully understood.
Purpose of the Study:
- To investigate how heterogeneity in local circuit properties, specifically along a hierarchical axis, shapes large-scale cortical dynamics.
- To develop and validate a large-scale dynamical circuit model of the human cortex incorporating hierarchical specialization.
Main Methods:
- Developed a large-scale dynamical circuit model of the human cortex.
- Incorporated heterogeneity of local synaptic strengths based on a hierarchical axis inferred from MRI T1w/T2w mapping.
- Fit the model using multimodal neuroimaging data, including functional magnetic resonance imaging (fMRI) and magnetoencephalography (MEG).
Main Results:
- Incorporating hierarchical heterogeneity significantly improved the model's fit to resting-state functional connectivity measured by fMRI.
- The model successfully captured the sensory-association organization observed in fMRI data.
- The model predicted hierarchically organized higher-frequency spectral power, which was supported by MEG data.
Conclusions:
- Local circuit properties and their hierarchical specialization are crucial for the large-scale organization of human cortical dynamics.
- This study provides circuit-level mechanisms linking different spatiotemporal levels of analysis in the brain.
- Findings highlight the importance of considering intrinsic local properties when studying brain network organization.
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