Mechanisms of Intermittent State Transitions in a Coupled Heterogeneous Oscillator Model of Epilepsy

被引:20
作者
Goodfellow, Marc [1 ]
Glendinning, Paul [1 ]
机构
[1] Univ Manchester, CICADA, Sch Math, Manchester, Lancs, England
来源
JOURNAL OF MATHEMATICAL NEUROSCIENCE | 2013年 / 3卷
基金
英国工程与自然科学研究理事会;
关键词
D O I
10.1186/2190-8567-3-17
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We investigate the dynamic mechanisms underlying intermittent state transitions in a recently proposed neural mass model of epilepsy. A low dimensional model is constructed, which preserves two key features of the neural mass model, namely (i) coupling between oscillators and (ii) heterogeneous proximity of these oscillators to a bifurcation between distinct limit cycles. We demonstrate that state transitions due to intermittency occur in the abstract model. This suggests that there is a general bifurcation mechanism responsible for this behaviour and that this is independent of the precise form of the evolution equations. Such abstractions of neural mass models allow a deeper insight into underlying dynamic and physiological mechanisms, and also allow the more efficient exploration of large scale brain dynamics in disease.
引用
收藏
页数:14
相关论文
共 35 条
  • [1] A phenomenological model of seizure initiation suggests network structure may explain seizure frequency in idiopathic generalised epilepsy
    Benjamin, Oscar
    Fitzgerald, Thomas H. B.
    Ashwin, Peter
    Tsaneva-Atanasova, Krasimira
    Chowdhury, Fahmida
    Richardson, Mark P.
    Terry, John R.
    [J]. JOURNAL OF MATHEMATICAL NEUROSCIENCE, 2012, 2
  • [2] A unifying explanation of primary generalized seizures through nonlinear brain modeling and bifurcation analysis
    Breakspear, M.
    Roberts, J. A.
    Terry, J. R.
    Rodrigues, S.
    Mahant, N.
    Robinson, P. A.
    [J]. CEREBRAL CORTEX, 2006, 16 (09) : 1296 - 1313
  • [3] Large-scale neural dynamics: Simple and complex
    Coombes, S.
    [J]. NEUROIMAGE, 2010, 52 (03) : 731 - 739
  • [4] Epilepsies as dynamical diseases of brain systems: Basic models of the transition between normal and epileptic activity
    da Silva, FL
    Blanes, W
    Kalitzin, SN
    Parra, J
    Suffczynski, P
    Velis, DN
    [J]. EPILEPSIA, 2003, 44 : 72 - 83
  • [5] The Dynamic Brain: From Spiking Neurons to Neural Masses and Cortical Fields
    Deco, Gustavo
    Jirsa, Viktor K.
    Robinson, Peter A.
    Breakspear, Michael
    Friston, Karl J.
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2008, 4 (08)
  • [6] A Canonical Model of Multistability and Scale-Invariance in Biological Systems
    Freyer, Frank
    Roberts, James A.
    Ritter, Petra
    Breakspear, Michael
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2012, 8 (08)
  • [7] Biophysical Mechanisms of Multistability in Resting-State Cortical Rhythms
    Freyer, Frank
    Roberts, James A.
    Becker, Robert
    Robinson, Peter A.
    Ritter, Petra
    Breakspear, Michael
    [J]. JOURNAL OF NEUROSCIENCE, 2011, 31 (17) : 6353 - 6361
  • [8] Goodfellow M, 2012, 201274 MIMS
  • [9] Modelling the role of tissue heterogeneity in epileptic rhythms
    Goodfellow, Marc
    Taylor, Peter Neal
    Wang, Yujiang
    Garry, Daniel James
    Baier, Gerold
    [J]. EUROPEAN JOURNAL OF NEUROSCIENCE, 2012, 36 (02) : 2178 - 2187
  • [10] Self-organised transients in a neural mass model of epileptogenic tissue dynamics
    Goodfellow, Marc
    Schindler, Kaspar
    Baier, Gerold
    [J]. NEUROIMAGE, 2012, 59 (03) : 2644 - 2660