Bifurcation analysis of two coupled Jansen-Rit neural mass models

被引:27
作者
Ahmadizadeh, Saeed [1 ]
Karoly, Philippa J. [2 ]
Nesic, Dragan [1 ]
Grayden, David B. [2 ,3 ,5 ]
Cook, Mark J. [3 ]
Soudry, Daniel [4 ]
Freestone, Dean R. [3 ,4 ]
机构
[1] Univ Melbourne, Dept Elect & Elect Engn, Melbourne, Vic, Australia
[2] Univ Melbourne, Dept Biomed Engn, Melbourne, Vic, Australia
[3] Univ Melbourne, St Vincents Hosp Melbourne, Dept Med, Melbourne, Vic, Australia
[4] Columbia Univ, Dept Stat, New York, NY 10027 USA
[5] Univ Melbourne, Ctr Neural Engn, Melbourne, Vic, Australia
关键词
SYNCHRONIZATION; WILSON; EEG; GENERATION; EPILEPSY; NETWORK;
D O I
10.1371/journal.pone.0192842
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We investigate how changes in network structure can lead to pathological oscillations similar to those observed in epileptic brain. Specifically, we conduct a bifurcation analysis of a network of two Jansen-Rit neural mass models, representing two cortical regions, to investigate different aspects of its behavior with respect to changes in the input and interconnection gains. The bifurcation diagrams, along with simulated EEG time series, exhibit diverse behaviors when varying the input, coupling strength, and network structure. We show that this simple network of neural mass models can generate various oscillatory activities, including delta wave activity, which has not been previously reported through analysis of a single Jansen-Rit neural mass model. Our analysis shows that spike-wave discharges can occur in a cortical region as a result of input changes in the other region, which may have important implications for epilepsy treatment. The bifurcation analysis is related to clinical data in two case studies.
引用
收藏
页数:51
相关论文
共 38 条
[1]   On eigenvalues of Laplacian matrix for a class of directed signed graphs (vol 523, pg 281, 2017) [J].
Ahmadizadeh, Saeed ;
Shames, Iman ;
Martin, Samuel ;
Nesic, Dragan .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2017, 530 :541-557
[2]   On eigenvalues of Laplacian matrix for a class of directed signed graphs [J].
Ahmadizadeh, Saeed ;
Shames, Iman ;
Martin, Samuel ;
Nesic, Dragan .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2017, 523 :281-306
[3]   On synchronization of networks of Wilson-Cowan oscillators with diffusive coupling [J].
Ahmadizadeh, Saeed ;
Nesic, Dragan ;
Freestone, Dean R. ;
Grayden, David B. .
AUTOMATICA, 2016, 71 :169-178
[4]  
Ahmadizadeh S, 2015, IEEE DECIS CONTR P, P3104, DOI 10.1109/CDC.2015.7402686
[5]  
[Anonymous], 2004, ELEMENTS APPL BIFURC
[6]  
[Anonymous], 1997, P AER INT S AER DEF
[7]   EPILEPSY: EVER-CHANGING STATES OF CORTICAL EXCITABILITY [J].
Badawy, R. A. B. ;
Freestone, D. R. ;
Lai, A. ;
Cook, M. J. .
NEUROSCIENCE, 2012, 222 :89-99
[8]   Enhanced EEG functional connectivity in mesial temporal lobe epilepsy [J].
Bettus, Gaelle ;
Wendling, Fabrice ;
Guye, Maxime ;
Valton, Luc ;
Regis, Jean ;
Chauvel, Patrick ;
Bartolomei, Fabrice .
EPILEPSY RESEARCH, 2008, 81 (01) :58-68
[10]   A unifying explanation of primary generalized seizures through nonlinear brain modeling and bifurcation analysis [J].
Breakspear, M. ;
Roberts, J. A. ;
Terry, J. R. ;
Rodrigues, S. ;
Mahant, N. ;
Robinson, P. A. .
CEREBRAL CORTEX, 2006, 16 (09) :1296-1313