Parameter-dependent synchronization transition of coupled neurons with co-existing spiking and bursting

A firing pattern transition is simulated in the Leech neuron model, firstly from bursting to co-existence of spiking and bursting and then to spiking. The attraction domain of spiking and bursting for three different parameter values are calculated. Synchronization transition processes of two coupled Leech neurons, one is bursting and the other the co-existing spiking, are simulated for the three parameters. The three synchronization processes appear similar as the coupling strength increases, beginning from non-synchronization to complete synchronization through a complex dynamical procedure, but their detailed processes are different depending on the parameter values. The transition procedure is complex and the complete synchronization is in bursting for larger parameter values, while the process is simple with complete synchronization of spiking for smaller values. The potential relationship between complete synchronization and the attraction domain is also discussed. The results are instructive to understanding the synchronization behaviors of the coupled neuronal system with co-existing attractors.

[1]  Rider Jaimes-Reátegui,et al.  Synchronization of coupled bistable chaotic systems: experimental study , 2008, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[2]  Andrey Shilnikov,et al.  Transition between tonic spiking and bursting in a neuron model via the blue-sky catastrophe. , 2005, Physical review letters.

[3]  Carroll,et al.  Synchronization in chaotic systems. , 1990, Physical review letters.

[4]  Bin Deng,et al.  Chaotic synchronization of two coupled neurons via nonlinear control in external electrical stimulation , 2006 .

[5]  Eugene M. Izhikevich,et al.  Neural excitability, Spiking and bursting , 2000, Int. J. Bifurc. Chaos.

[6]  Zhang Yi,et al.  Multistability of discrete-time recurrent neural networks with unsaturating piecewise linear activation functions , 2004, IEEE Transactions on Neural Networks.

[7]  A. Aertsen,et al.  Spike synchronization and rate modulation differentially involved in motor cortical function. , 1997, Science.

[8]  István Z Kiss,et al.  Phase synchronization of three locally coupled chaotic electrochemical oscillators: enhanced phase diffusion and identification of indirect coupling. , 2011, Physical review. E, Statistical, nonlinear, and soft matter physics.

[9]  Dynamical properties of the synchronization transition. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[10]  Kurths,et al.  Phase synchronization of chaotic oscillators. , 1996, Physical review letters.

[11]  S. Havlin,et al.  Experimental evidence for phase synchronization transitions in the human cardiorespiratory system. , 2007, Physical review letters.

[12]  Eugene M. Izhikevich,et al.  “Subcritical Elliptic Bursting of Bautin Type ” (Izhikevich (2000b)). The following , 2022 .

[13]  Xiaoming Liang,et al.  Phase synchronization of inhibitory bursting neurons induced by distributed time delays in chemical coupling. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[14]  S H Strogatz,et al.  Coupled oscillators and biological synchronization. , 1993, Scientific American.

[15]  Jinzhi Lei,et al.  Burst synchronization transitions in a neuronal network of subnetworks. , 2011, Chaos.

[16]  W Singer,et al.  Visual feature integration and the temporal correlation hypothesis. , 1995, Annual review of neuroscience.

[17]  Zhonghuai Hou,et al.  Transition to burst synchronization in coupled neuron networks. , 2008, Physical review. E, Statistical, nonlinear, and soft matter physics.

[18]  Maxim Bazhenov,et al.  Coexistence of tonic firing and bursting in cortical neurons. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[19]  J. Kurths,et al.  From Phase to Lag Synchronization in Coupled Chaotic Oscillators , 1997 .

[20]  K. Pakdaman,et al.  Random dynamics of the Morris-Lecar neural model. , 2004, Chaos.

[21]  Ki-Young Jung,et al.  Changes in gamma- and theta-band phase synchronization patterns due to the difficulty of auditory oddball task , 2010, Neuroscience Letters.

[22]  R. Llinás,et al.  Coherent 40-Hz oscillation characterizes dream state in humans. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[23]  Jurgen Kurths,et al.  Synchronization in complex networks , 2008, 0805.2976.

[24]  Daniel K. Hartline,et al.  Pattern generation in the lobster (Panulirus) stomatogastric ganglion , 1979, Biological Cybernetics.

[25]  W. Singer,et al.  Oscillatory responses in cat visual cortex exhibit inter-columnar synchronization which reflects global stimulus properties , 1989, Nature.

[26]  H. Agiza,et al.  Synchronization of Rossler and Chen chaotic dynamical systems using active control , 2001, Physics Letters A.

[27]  Teresa Ree Chay,et al.  Chaos in a three-variable model of an excitable cell , 1985 .

[28]  Mingzhou Ding,et al.  Transitions to synchrony in coupled bursting neurons. , 2004, Physical review letters.

[29]  Ronald L. Calabrese,et al.  A model of slow plateau-like oscillations based upon the fast Na+ current in a window mode , 2001, Neurocomputing.

[30]  Andrey Shilnikov,et al.  Coexistence of Tonic Spiking Oscillations in a Leech Neuron Model , 2005, Journal of Computational Neuroscience.

[31]  A N Pisarchik,et al.  Synchronization of semiconductor lasers with coexisting attractors. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[32]  Zhang Yi,et al.  Multistability Analysis for Recurrent Neural Networks with Unsaturating Piecewise Linear Transfer Functions , 2003, Neural Computation.

[33]  G. Buzsáki,et al.  Neuronal Oscillations in Cortical Networks , 2004, Science.

[34]  K.Murali,et al.  Secure communication using a compound signal from generalized synchronizable chaotic systems , 1997, chao-dyn/9709025.

[35]  L. Tsimring,et al.  Generalized synchronization of chaos in directionally coupled chaotic systems. , 1995, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[36]  Leon O. Chua,et al.  Chaos Synchronization in Chua's Circuit , 1993, J. Circuits Syst. Comput..

[37]  H. Hasegawa Synchronizations in small-world networks of spiking neurons: diffusive versus sigmoid couplings. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[38]  Zhaosheng Feng,et al.  Synchronization transition in gap-junction-coupled leech neurons , 2008 .

[39]  S Yanchuk,et al.  Routes to complex dynamics in a ring of unidirectionally coupled systems. , 2010, Chaos.

[40]  R Jaimes-Reátegui,et al.  Synchronization of chaotic systems with coexisting attractors. , 2006, Physical review letters.

[41]  Tomoki Fukai,et al.  Synchrony of Fast-Spiking Interneurons Interconnected by GABAergic and Electrical Synapses , 2003, Neural Computation.

[42]  Eve Marder,et al.  Plateaus in time , 1991, Current Biology.

[43]  S. Boccaletti,et al.  Synchronization of chaotic systems , 2001 .

[44]  Tong Zhang,et al.  Leave-One-Out Bounds for Kernel Methods , 2003, Neural Computation.

[45]  O Kiehn,et al.  Serotonin‐induced bistability of turtle motoneurones caused by a nifedipine‐sensitive calcium plateau potential. , 1989, The Journal of physiology.

[46]  Masahiko Yoshioka Chaos synchronization in gap-junction-coupled neurons. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[47]  J. Rinzel,et al.  Control of repetitive firing in squid axon membrane as a model for a neuroneoscillator. , 1980, The Journal of physiology.

[48]  Andrey Shilnikov,et al.  Mechanism of bistability: tonic spiking and bursting in a neuron model. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[49]  Ricardo L. Viana,et al.  Bursting synchronization in scale-free networks , 2009 .

[50]  Ki-Young Jung,et al.  Changes in gamma-band power and phase synchronization with the difficulty of a visual oddball task , 2008, Brain Research.

[51]  J. Lisman Bursts as a unit of neural information: making unreliable synapses reliable , 1997, Trends in Neurosciences.

[52]  Jürgen Kurths,et al.  Noise-induced phase synchronization and synchronization transitions in chaotic oscillators. , 2002, Physical review letters.

[53]  D. A. Baxter,et al.  Bistability and its regulation by serotonin in the endogenously bursting neuron R15 in Aplysia. , 1996, Journal of neurophysiology.

[54]  Jürgen Kurths,et al.  Synchronization - A Universal Concept in Nonlinear Sciences , 2001, Cambridge Nonlinear Science Series.

[55]  R. Femat,et al.  On the chaos synchronization phenomena , 1999 .