Synaptic Scaling Stabilizes Persistent Activity Driven by Asynchronous Neurotransmitter Release

Small networks of cultured hippocampal neurons respond to transient stimulation with rhythmic network activity (reverberation) that persists for several seconds, constituting an in vitro model of synchrony, working memory, and seizure. This mode of activity has been shown theoretically and experimentally to depend on asynchronous neurotransmitter release (an essential feature of the developing hippocampus) and is supported by a variety of developing neuronal networks despite variability in the size of populations (10200 neurons) and in patterns of synaptic connectivity. It has previously been reported in computational models that small-world connection topology is ideal for the propagation of similar modes of network activity, although this has been shown only for neurons utilizing synchronous (phasic) synaptic transmission. We investigated how topological constraints on synaptic connectivity could shape the stability of reverberations in small networks that also use asynchronous synaptic transmission. We found that reverberation duration in such networks was resistant to changes in topology and scaled poorly with network size. However, normalization of synaptic drive, by reducing the variance of synaptic input across neurons, stabilized reverberation in such networks. Our results thus suggest that the stability of both normal and pathological states in developing networks might be shaped by variance-normalizing constraints on synaptic drive. We offer an experimental prediction for the consequences of such regulation on the behavior of small networks.

[1]  R. L. Nó,et al.  VESTIBULO-OCULAR REFLEX ARC , 1933 .

[2]  E. Ben-Jacob,et al.  Identifying repeating motifs in the activation of synchronized bursts in cultured neuronal networks , 2008, Journal of Neuroscience Methods.

[3]  G. Turrigiano The Self-Tuning Neuron: Synaptic Scaling of Excitatory Synapses , 2008, Cell.

[4]  Nicolas Brunel,et al.  Dynamics of Sparsely Connected Networks of Excitatory and Inhibitory Spiking Neurons , 2000, Journal of Computational Neuroscience.

[5]  J. Knott The organization of behavior: A neuropsychological theory , 1951 .

[6]  Ronen Segev,et al.  Formation of electrically active clusterized neural networks. , 2003, Physical review letters.

[7]  E. Furshpan 5. Seizure-like activity in cell culture , 1991, Epilepsy Research.

[8]  Amir Ayali,et al.  Morphological characterization of in vitro neuronal networks. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[9]  J. Seamans,et al.  Synaptic basis of persistent activity in prefrontal cortex in vivo and in organotypic cultures. , 2003, Cerebral cortex.

[10]  L. Trussell,et al.  Inhibitory Transmission Mediated by Asynchronous Transmitter Release , 2000, Neuron.

[11]  Donald E Ingber,et al.  Synaptic Reorganization in Scaled Networks of Controlled Size , 2007, The Journal of Neuroscience.

[12]  V. Shahrezaei,et al.  Competition between Phasic and Asynchronous Release for Recovered Synaptic Vesicles at Developing Hippocampal Autaptic Synapses , 2022 .

[13]  G. Buzsáki Rhythms of the brain , 2006 .

[14]  S. Kirischuk,et al.  Intraterminal Ca2+ concentration and asynchronous transmitter release at single GABAergic boutons in rat collicular cultures , 2003, The Journal of physiology.

[15]  V. Latora,et al.  Complex networks: Structure and dynamics , 2006 .

[16]  S. N. Dorogovtsev,et al.  Evolution of networks , 2001, cond-mat/0106144.

[17]  G. Edelman,et al.  Spike-timing dynamics of neuronal groups. , 2004, Cerebral cortex.

[18]  T. Sejnowski,et al.  Network Oscillations: Emerging Computational Principles , 2006, The Journal of Neuroscience.

[19]  Daniel D. Lee,et al.  Equilibrium properties of temporally asymmetric Hebbian plasticity. , 2000, Physical review letters.

[20]  Moshe Abeles,et al.  Corticonics: Neural Circuits of Cerebral Cortex , 1991 .

[21]  H Parnas,et al.  Simultaneous Measurement of Intracellular Ca2+ and Asynchronous Transmitter Release from the same Crayfish Bouton , 1997, The Journal of physiology.

[22]  S. Solla,et al.  Self-sustained activity in a small-world network of excitable neurons. , 2003, Physical review letters.

[23]  X. Wang,et al.  Synaptic Basis of Cortical Persistent Activity: the Importance of NMDA Receptors to Working Memory , 1999, The Journal of Neuroscience.

[24]  Michael J. O'Donovan,et al.  Mechanisms of spontaneous activity in developing spinal networks. , 1998, Journal of neurobiology.

[25]  Stefan Hefft,et al.  Asynchronous GABA release generates long-lasting inhibition at a hippocampal interneuron–principal neuron synapse , 2005, Nature Neuroscience.

[26]  T. Südhof,et al.  A dual-Ca2+-sensor model for neurotransmitter release in a central synapse , 2007, Nature.

[27]  Danny Eytan,et al.  Dynamics and Effective Topology Underlying Synchronization in Networks of Cortical Neurons , 2006, The Journal of Neuroscience.

[28]  Y Shapira,et al.  Observations and modeling of synchronized bursting in two-dimensional neural networks. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[29]  R. Yuste,et al.  Mechanisms of Calcium Decay Kinetics in Hippocampal Spines: Role of Spine Calcium Pumps and Calcium Diffusion through the Spine Neck in Biochemical Compartmentalization , 2000, The Journal of Neuroscience.

[30]  E. Ben-Jacob,et al.  Manifestation of function-follow-form in cultured neuronal networks , 2005, Physical biology.

[31]  George J. Augustine,et al.  Synaptotagmin I Synchronizes Transmitter Release in Mouse Hippocampal Neurons , 2004, The Journal of Neuroscience.

[32]  Haim Sompolinsky,et al.  Chaotic Balanced State in a Model of Cortical Circuits , 1998, Neural Computation.

[33]  Olaf Sporns,et al.  Connectivity and complexity: the relationship between neuroanatomy and brain dynamics , 2000, Neural Networks.

[34]  G. Turrigiano Homeostatic plasticity in neuronal networks: the more things change, the more they stay the same , 1999, Trends in Neurosciences.

[35]  Eshel Ben-Jacob,et al.  Calcium and synaptic dynamics underlying reverberatory activity in neuronal networks , 2007, Physical biology.

[36]  J. Littleton,et al.  Characterization of the role of the Synaptotagmin family as calcium sensors in facilitation and asynchronous neurotransmitter release , 2007, Proceedings of the National Academy of Sciences.

[37]  R. Segev,et al.  Hidden neuronal correlations in cultured networks. , 2004, Physical review letters.

[38]  Y. Goda,et al.  Two components of transmitter release at a central synapse. , 1994, Proceedings of the National Academy of Sciences of the United States of America.

[39]  G. Buzsáki,et al.  Interneuron Diversity series: Circuit complexity and axon wiring economy of cortical interneurons , 2004, Trends in Neurosciences.

[40]  Michael J. O'Donovan,et al.  Modeling of Spontaneous Activity in Developing Spinal Cord Using Activity-Dependent Depression in an Excitatory Network , 2000, The Journal of Neuroscience.

[41]  C. Stevens,et al.  Three modes of synaptic vesicular recycling revealed by single-vesicle imaging , 2003, Nature.

[42]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[43]  C. Morris,et al.  Voltage oscillations in the barnacle giant muscle fiber. , 1981, Biophysical journal.

[44]  H. Markram,et al.  t Synchrony Generation in Recurrent Networks with Frequency-Dependent Synapses , 2000, The Journal of Neuroscience.

[45]  D. Hagler,et al.  Properties of synchronous and asynchronous release during pulse train depression in cultured hippocampal neurons. , 2001, Journal of neurophysiology.

[46]  J. White,et al.  Epilepsy in Small-World Networks , 2004, The Journal of Neuroscience.

[47]  Terrence J. Sejnowski,et al.  Modelling Vesicular Release at Hippocampal Synapses , 2010, PLoS Comput. Biol..

[48]  Xiao-Jing Wang,et al.  The dynamical stability of reverberatory neural circuits , 2002, Biological Cybernetics.

[49]  Cornelius Borck,et al.  On the Structure of Ictal Events in Vitro , 1996, Epilepsia.

[50]  K. Svoboda,et al.  The Life Cycle of Ca2+ Ions in Dendritic Spines , 2002, Neuron.

[51]  W. Regehr,et al.  Delayed Release of Neurotransmitter from Cerebellar Granule Cells , 1998, The Journal of Neuroscience.

[52]  Khashayar Pakdaman,et al.  Activity in sparsely connected excitatory neural networks: effect of connectivity , 1998, Neural Networks.

[53]  E. Furshpan Seizure-like activity in cell culture. , 1991, Epilepsy research.

[54]  Pak-Ming Lau,et al.  Synaptic mechanisms of persistent reverberatory activity in neuronal networks. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[55]  Eshel Ben-Jacob,et al.  Generative modelling of regulated dynamical behavior in cultured neuronal networks , 2004 .

[56]  Stéphanie Ratté,et al.  Nonlinear Interaction between Shunting and Adaptation Controls a Switch between Integration and Coincidence Detection in Pyramidal Neurons , 2006, The Journal of Neuroscience.

[57]  Jane X. Wang,et al.  From network heterogeneities to familiarity detection and hippocampal memory management. , 2008, Physical review. E, Statistical, nonlinear, and soft matter physics.

[58]  John M. Beggs,et al.  Neuronal Avalanches in Neocortical Circuits , 2003, The Journal of Neuroscience.

[59]  E. Ben-Jacob,et al.  The emergence and properties of mutual synchronization in in vitro coupled cortical networks , 2008, The European journal of neuroscience.

[60]  Mark C. W. van Rossum,et al.  Stable Hebbian Learning from Spike Timing-Dependent Plasticity , 2000, The Journal of Neuroscience.

[61]  L. Abbott,et al.  Competitive Hebbian learning through spike-timing-dependent synaptic plasticity , 2000, Nature Neuroscience.

[62]  Sen Song,et al.  Highly Nonrandom Features of Synaptic Connectivity in Local Cortical Circuits , 2005, PLoS biology.

[63]  Niraj S. Desai,et al.  Homeostatic Plasticity and STDP: Keeping a Neuron's Cool in a Fluctuating World , 2010, Front. Syn. Neurosci..