Nonlinear analysis of periodic waves in a neural field model

被引:2
作者
Budzinskiy, S. [1 ,2 ,3 ]
Beuter, A. [4 ,5 ]
Volpert, V. [3 ,6 ,7 ]
机构
[1] Lomonosov Moscow State Univ, Fac Computat Math & Cybernet, Leninskie Gory 1, Moscow 119991, Russia
[2] RAS, Marchuk Inst Numer Math, Gubkina St 8, Moscow 119333, Russia
[3] RUDN Univ, Peoples Friendship Univ Russia, Miklukho Maklaya St 6, Moscow 117198, Russia
[4] Bordeaux INP, Bordeaux, France
[5] CorStim SAS, Montpellier, France
[6] Univ Lyon, Inst Camille Jordan, CNRS, UMR 5208, F-69622 Villeurbanne, France
[7] INRIA Lyon La Doua, INRIA Team Dracula, F-69603 Villeurbanne, France
关键词
SPATIALLY STRUCTURED ACTIVITY; COUPLED NEURONAL NETWORKS; TRAVELING-WAVES; PROPAGATING WAVES; DYNAMICS;
D O I
10.1063/5.0012010
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Various types of brain activity, including motor, visual, and language, are accompanied by the propagation of periodic waves of electric potential in the cortex, possibly providing the synchronization of the epicenters involved in these activities. One example is cortical electrical activity propagating during sleep and described as traveling waves [Massimini et al., J. Neurosci. 24, 6862-6870 (2004)]. These waves modulate cortical excitability as they progress. Clinically related examples include cortical spreading depression in which a wave of depolarization propagates not only in migraine but also in stroke, hemorrhage, or traumatic brain injury [Whalen et al., Sci. Rep. 8, 1-9 (2018)]. Here, we consider the possible role of epicenters and explore a neural field model with two nonlinear integrodifferential equations for the distributions of activating and inhibiting signals. It is studied with symmetric connectivity functions characterizing signal exchange between two populations of neurons, excitatory and inhibitory. Bifurcation analysis is used to investigate the emergence of periodic traveling waves and of standing oscillations from the stationary, spatially homogeneous solutions, and the stability of these solutions. Both types of solutions can be started by local oscillations indicating a possible role of epicenters in the initiation of wave propagation. Published under license by AIP Publishing. The concept of periodic traveling waves appeared in the early 1970s and since that time investigators have actively explored themechanisms, computational principles, and functional role of these waveforms.3,4 This paper focuses on howmodeling information can be used to guide electrical stimulation in the targeted manipulation of brain networks in human patients affected by neurological disorders. We explore a neural field model with two nonlinear integrodifferential equations and perform a bifurcation analysis. Results suggest that it is possible to determine the direction of propagation and that epicenters may play a role in the initiation of wave propagating in the cortex. These results will guide the determination of the optimal localization to apply external brain stimulation (forcing term) to restore wave propagation in damaged cortical tissue.
引用
收藏
页数:12
相关论文
共 39 条
[1]   Global Neuromagnetic Cortical Fields Have Non-Zero Velocity [J].
Alexander, David M. ;
Nikolaev, Andrey R. ;
Jurica, Peter ;
Zvyagintsev, Mikhail ;
Mathiak, Klaus ;
van Leeuwen, Cees .
PLOS ONE, 2016, 11 (03)
[2]   Human brain networks function in connectome-specific harmonic waves [J].
Atasoy, Selen ;
Donnelly, Isaac ;
Pearson, Joel .
NATURE COMMUNICATIONS, 2016, 7
[3]   Neural fields with distributed transmission speeds and long-range feedback delays [J].
Atay, Fatihcan M. ;
Hutt, Axel .
SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS, 2006, 5 (04) :670-698
[4]   Propagating Neocortical Gamma Bursts Are Coordinated by Traveling Alpha Waves [J].
Bahramisharif, Ali ;
van Gerven, Marcel A. J. ;
Aarnoutse, Erik J. ;
Mercier, Manuel R. ;
Schwartz, Theodore H. ;
Foxe, John J. ;
Ramsey, Nick F. ;
Jensen, Ole .
JOURNAL OF NEUROSCIENCE, 2013, 33 (48) :18849-18854
[5]   Estimate of the travelling wave speed for an integro-differential equation [J].
Bessonov, N. ;
Beuter, A. ;
Trofimchuk, S. ;
Volpert, V. .
APPLIED MATHEMATICS LETTERS, 2019, 88 :103-110
[6]   Cortical waves and post-stroke brain stimulation [J].
Bessonov, Nikolai ;
Beuter, Anne ;
Trofimchuk, Sergei ;
Volpert, Vitaly .
MATHEMATICAL METHODS IN THE APPLIED SCIENCES, 2019, 42 (11) :3912-3928
[7]   Modeling of post-stroke stimulation of cortical tissue [J].
Beuter, A. ;
Balossier, A. ;
Trofimchuk, S. ;
Volpert, V. .
MATHEMATICAL BIOSCIENCES, 2018, 305 :146-159
[8]   Cortical stimulation in aphasia following ischemic stroke: toward model-guided electrical neuromodulation [J].
Beuter, Anne ;
Balossier, Anne ;
Vassal, Francois ;
Hemm, Simone ;
Volpert, Vitaly .
BIOLOGICAL CYBERNETICS, 2020, 114 (01) :5-21
[9]   Large-Scale Cortical Dynamics of Sleep Slow Waves [J].
Botella-Soler, Vicente ;
Valderrama, Mario ;
Crepon, Benoit ;
Navarro, Vincent ;
Le Van Quyen, Michel .
PLOS ONE, 2012, 7 (02)
[10]   Wave propagation mediated by GABAB synapse and rebound excitation in an inhibitory network:: A reduced model approach [J].
Chen, ZX ;
Ermentrout, B ;
Wang, XJ .
JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 1998, 5 (01) :53-69