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Beyond excitation/inhibition imbalance in multidimensional models of neural circuit changes in brain disorders

View ORCID ProfileCian O’Donnell, View ORCID ProfileJ. Tiago Gonçalves, View ORCID ProfileCarlos Portera-Cailliau, View ORCID ProfileTerrence J. Sejnowski
doi: https://doi.org/10.1101/086363
Cian O’Donnell
1Department of Computer Science, University of Bristol, Bristol, UK
2Howard Hughes Medical Institute, Salk Institute for Biological Studies, La Jolla CA, USA
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  • For correspondence: cian.odonnell@bristol.ac.uk terry@salk.edu
J. Tiago Gonçalves
3Departments of Neurology and Neurobiology, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
4Dominick Purpura Department of Neuroscience, Albert Einstein College of Medicine, Bronx, NY, USA
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Carlos Portera-Cailliau
3Departments of Neurology and Neurobiology, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
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Terrence J. Sejnowski
2Howard Hughes Medical Institute, Salk Institute for Biological Studies, La Jolla CA, USA
5Division of Biological Sciences, University of California at San Diego, La Jolla, CA, USA
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  • For correspondence: cian.odonnell@bristol.ac.uk terry@salk.edu
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Abstract

A leading theory holds that neurodevelopmental brain disorders arise from imbalances in excitatory and inhibitory (E/I) brain circuitry. However, it is unclear whether this onedimensional model is rich enough to capture the multiple neural circuit alterations underlying brain disorders. Here we combined computational simulations with analysis of in vivo 2-photon Ca2+ imaging data from somatosensory cortex of Fmr1 knock-out (KO) mice, a model of Fragile-X Syndrome, to test the E/I imbalance theory. We found that: 1) The E/I imbalance model cannot account for joint alterations in the observed neural firing rates and correlations; 2) Neural circuit function is vastly more sensitive to changes in some cellular components over others; 3) The direction of circuit alterations in Fmr1 KO mice changes across development. These findings suggest that the basic E/I imbalance model should be updated to higher-dimensional models that can better capture the multidimensional computational functions of neural circuits.

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Posted September 08, 2017.
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Beyond excitation/inhibition imbalance in multidimensional models of neural circuit changes in brain disorders
Cian O’Donnell, J. Tiago Gonçalves, Carlos Portera-Cailliau, Terrence J. Sejnowski
bioRxiv 086363; doi: https://doi.org/10.1101/086363
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Beyond excitation/inhibition imbalance in multidimensional models of neural circuit changes in brain disorders
Cian O’Donnell, J. Tiago Gonçalves, Carlos Portera-Cailliau, Terrence J. Sejnowski
bioRxiv 086363; doi: https://doi.org/10.1101/086363

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