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

  1. Cian O'Donnell  Is a corresponding author
  2. J Tiago Gonçalves
  3. Carlos Portera-Cailliau
  4. Terrence J Sejnowski  Is a corresponding author
  1. University of Bristol, United Kingdom
  2. University of California, Los Angeles, United States
  3. Howard Hughes Medical Institute, Salk Institute for Biological Studies, United States

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 one-dimensional 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.

Data availability

The following previously published data sets were used

Article and author information

Author details

  1. Cian O'Donnell

    Department of Computer Science, University of Bristol, Bristol, United Kingdom
    For correspondence
    cian.odonnell@bristol.ac.uk
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-2031-9177
  2. J Tiago Gonçalves

    Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, United States
    Competing interests
    The authors declare that no competing interests exist.
  3. Carlos Portera-Cailliau

    Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, United States
    Competing interests
    The authors declare that no competing interests exist.
  4. Terrence J Sejnowski

    Howard Hughes Medical Institute, Salk Institute for Biological Studies, La Jolla, United States
    For correspondence
    terry@salk.edu
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-0622-7391

Funding

FRAXA Research Foundation (Postdoctoral fellowship)

  • Cian O'Donnell

Howard Hughes Medical Institute

  • Cian O'Donnell
  • Terrence J Sejnowski

Sloan-Swartz

  • Cian O'Donnell
  • Terrence J Sejnowski

Dana Foundation

  • J Tiago Gonçalves
  • Carlos Portera-Cailliau

John Merck Fund (20160969)

  • Carlos Portera-Cailliau

Simons Foundation (295438)

  • Carlos Portera-Cailliau

National Institute of Neurological Disorders and Stroke (RC1NS068093)

  • J Tiago Gonçalves
  • Carlos Portera-Cailliau

Eunice Kennedy Shriver National Institute of Child Health and Human Development (R01HD054453)

  • J Tiago Gonçalves
  • Carlos Portera-Cailliau

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Ethics

Animal experimentation: All experiments were conducted according the US National Institutes of Health guidelines for animal research, under an animal protocol (ARC#2007-035) approved by the Chancellor's Animal Research Committee and the Office for the Protection of Research Subjects at the University of California, Los Angeles.

Copyright

© 2017, O'Donnell et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 7,445
    views
  • 1,107
    downloads
  • 50
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Cian O'Donnell
  2. J Tiago Gonçalves
  3. Carlos Portera-Cailliau
  4. Terrence J Sejnowski
(2017)
Beyond excitation/inhibition imbalance in multidimensional models of neural circuit changes in brain disorders
eLife 6:e26724.
https://doi.org/10.7554/eLife.26724

Share this article

https://doi.org/10.7554/eLife.26724

Further reading

    1. Neuroscience
    Lanfang Liu, Jiahao Jiang ... Guosheng Ding
    Research Article

    Speech comprehension involves the dynamic interplay of multiple cognitive processes, from basic sound perception, to linguistic encoding, and finally to complex semantic-conceptual interpretations. How the brain handles the diverse streams of information processing remains poorly understood. Applying Hidden Markov Modeling to fMRI data obtained during spoken narrative comprehension, we reveal that the whole brain networks predominantly oscillate within a tripartite latent state space. These states are, respectively, characterized by high activities in the sensory-motor (State #1), bilateral temporal (State #2), and default mode networks (DMN; State #3) regions, with State #2 acting as a transitional hub. The three states are selectively modulated by the acoustic, word-level semantic, and clause-level semantic properties of the narrative. Moreover, the alignment with both the best performer and the group-mean in brain state expression can predict participants’ narrative comprehension scores measured from the post-scan recall. These results are reproducible with different brain network atlas and generalizable to two datasets consisting of young and older adults. Our study suggests that the brain underlies narrative comprehension by switching through a tripartite state space, with each state probably dedicated to a specific component of language faculty, and effective narrative comprehension relies on engaging those states in a timely manner.

    1. Cell Biology
    2. Neuroscience
    Naoki Yamawaki, Hande Login ... Asami Tanimura
    Research Article

    The claustrum complex is viewed as fundamental for higher-order cognition; however, the circuit organization and function of its neuroanatomical subregions are not well understood. We demonstrated that some of the key roles of the CLA complex can be attributed to the connectivity and function of a small group of neurons in its ventral subregion, the endopiriform (EN). We identified a subpopulation of EN neurons by their projection to the ventral CA1 (ENvCA1-proj. neurons), embedded in recurrent circuits with other EN neurons and the piriform cortex. Although the ENvCA1-proj. neuron activity was biased toward novelty across stimulus categories, their chemogenetic inhibition selectively disrupted the memory-guided but not innate responses of mice to novelty. Based on our functional connectivity analysis, we suggest that ENvCA1-proj. neurons serve as an essential node for recognition memory through recurrent circuits mediating sustained attention to novelty, and through feed-forward inhibition of distal vCA1 neurons shifting memory-guided behavior from familiarity to novelty.