Distributed control in a mean-field cortical network model: Implications for seizure suppression

ShiNung Ching, Emery N. Brown, and Mark A. Kramer
Phys. Rev. E 86, 021920 – Published 21 August 2012

Abstract

Brain electrical stimulation (BES) has long been suggested as a means of controlling pathological brain activity. In epilepsy, control of a spatially localized source, the seizure focus, may normalize neuronal dynamics. Consequently, most BES research has been directed at controlling small, local, neuronal populations. At a higher level, pathological seizure activity can be viewed as a network event that may begin without a clear spatial focus or in multiple sites and spread rapidly through a distributed cortical network. In this paper, we begin to address the implications of local control in a network scenario. To do so, we explore the efficacy of local BES when deployed over a larger-scale neuronal network, for instance, using a grid of stimulating electrodes on the cortex. By introducing a mean-field model of neuronal interactions we are able to identify limitations in network controllability based on physiological constraints that suggest the need for more nuanced network control strategies.

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  • Received 16 February 2012

DOI:https://doi.org/10.1103/PhysRevE.86.021920

©2012 American Physical Society

Authors & Affiliations

ShiNung Ching* and Emery N. Brown

  • Department of Anesthesia, Critical Care & Pain Medicine, Massachusetts General Hospital, Boston, Massachusetts 02114, USA and Department of Brain and Cognitive Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA

Mark A. Kramer

  • Department of Mathematics and Statistics, Boston University, Boston, Massachusetts 02215, USA

  • *shinung@mit.edu
  • Also at Harvard-MIT Division of Health Sciences and Technology, Cambridge, Massachusetts 02139, USA, and the Harvard Medical School, Boston, Massachusetts 02114, USA.

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Issue

Vol. 86, Iss. 2 — August 2012

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