The inhibitory restraint necessary to suppress aberrant activity can fail when inhibitory neurons cease to generate action potentials as they enter depolarization block. We investigate possible bifurcation structures that arise at the onset of seizure-like activity resulting from depolarization block in inhibitory neurons. Networks of conductance-based excitatory and inhibitory neurons are simulated to characterize different types of transitions to the seizure state, and a mean field model is developed to verify the generality of the observed phenomena of excitatory-inhibitory dynamics. Specifically, the inhibitory population's activation function in the Wilson-Cowan model is modified to be non-monotonic to reflect that inhibitory neurons enter depolarization block given strong input. We find that a physiological state and a seizure state can coexist, where the seizure state is characterized by high excitatory and low inhibitory firing rate. Bifurcation analysis of the mean field model reveals that a transition to the seizure state may occur via a saddle-node bifurcation or a homoclinic bifurcation. We explain the hysteresis observed in network simulations using these two bifurcation types. We also demonstrate that extracellular potassium concentration affects the depolarization block threshold; the consequent changes in bifurcation structure enable the network to produce the tonic to clonic phase transition observed in biological epileptic networks.
机构:
George Mason Univ, Krasnow Inst Adv Studies, Fairfax, VA 22030 USA
George Mason Univ, Dept Phys & Astron, Fairfax, VA 22030 USAUniv Houston, Dept Biol & Biochem, Houston, TX USA
Cressman, John R.
Schiff, Steven J.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Engn Sci & Mech, Ctr Neural Engn, University Pk, PA 16802 USA
Penn State Univ, Dept Neurosurg, Ctr Neural Engn, University Pk, PA 16802 USA
Penn State Univ, Dept Phys, Ctr Neural Engn, University Pk, PA 16802 USAUniv Houston, Dept Biol & Biochem, Houston, TX USA
机构:
Ist Sci San Raffaele, Div Neurosci, Via Olgettina 58, I-20132 Milan, Italy
Ist Italiano Tecnol, Ctr Synapt Neurosci, Via Morego 30, I-16163 Genoa, ItalyIst Sci San Raffaele, Div Neurosci, Via Olgettina 58, I-20132 Milan, Italy
Yekhlef, Latefa
Breschi, Gian Luca
论文数: 0引用数: 0
h-index: 0
机构:
Ist Sci San Raffaele, Div Neurosci, Via Olgettina 58, I-20132 Milan, ItalyIst Sci San Raffaele, Div Neurosci, Via Olgettina 58, I-20132 Milan, Italy
Breschi, Gian Luca
Taverna, Stefano
论文数: 0引用数: 0
h-index: 0
机构:
Ist Sci San Raffaele, Div Neurosci, Via Olgettina 58, I-20132 Milan, ItalyIst Sci San Raffaele, Div Neurosci, Via Olgettina 58, I-20132 Milan, Italy