On the role of astrocyte analog circuit in neural frequency adaptation

In the present study, we develop an analog neuromorphic circuit to implement the astrocyte dynamics. The intracellular calcium waves produced by astrocytes are modeled by a simplified dynamical model which considers the main pathways of neuron–astrocyte interactions. Then, a simple CMOS circuit implementation that maps the model on hardware is proposed. It is designed and simulated using HSPICE simulator in 0.35 μm standard CMOS technology. The simulation results illustrate that the proposed astrocyte circuit is a good candidate for applications in neuromorphic devices which implement biologically plausible neural circuits. Finally, the proposed astrocyte analog circuit is used to study neural frequency adaptation. The results of simulations demonstrate that in low frequency range, the astrocyte circuit can have a significant role in the frequency adaptation of the neuronal model. The low power consumption (205 μW) and the compactness of the circuit make it a practical solution for the implementation of dense arrays of spiking neurons and astrocytes in a single chip.

[1]  Michael M. Halassa,et al.  Tripartite synapses: Roles for astrocytic purines in the control of synaptic physiology and behavior , 2009, Neuropharmacology.

[2]  Giacomo Indiveri,et al.  Neuromorphic Bistable VLSI Synapses with Spike-Timing-Dependent Plasticity , 2002, NIPS.

[3]  Peter A. Tass,et al.  Computational modeling of paroxysmal depolarization shifts in neurons induced by the glutamate release from astrocytes , 2008, Biological Cybernetics.

[4]  K. Jellinger The tripartite synapse Glia in Synaptic Transmission , 2003 .

[5]  Giacomo Indiveri,et al.  An Event-Based Neural Network Architecture With an Asynchronous Programmable Synaptic Memory , 2014, IEEE Transactions on Biomedical Circuits and Systems.

[6]  Mahmood Amiri,et al.  An analog astrocyte–neuron interaction circuit for neuromorphic applications , 2015 .

[7]  Pierre J. Magistretti,et al.  The tripartite synapse: glia in synaptic transmission , 2002 .

[8]  Mikko H. Lipasti,et al.  A case for neuromorphic ISAs , 2011, ASPLOS XVI.

[9]  Sylvain Saïghi,et al.  Real-time biomimetic Central Pattern Generators in an FPGA for hybrid experiments , 2013, Front. Neurosci..

[10]  Piotr Dudek,et al.  Spiking and Bursting Firing Patterns of a Compact VLSI Cortical Neuron Circuit , 2007, 2007 International Joint Conference on Neural Networks.

[11]  D. Attwell,et al.  Do astrocytes really exocytose neurotransmitters? , 2010, Nature Reviews Neuroscience.

[12]  Yilda Irizarry-Valle,et al.  An Astrocyte Neuromorphic Circuit That Influences Neuronal Phase Synchrony , 2015, IEEE Transactions on Biomedical Circuits and Systems.

[13]  M. Amiri,et al.  Functional contributions of astrocytes in synchronization of a neuronal network model. , 2012, Journal of theoretical biology.

[14]  Mahmood Amiri,et al.  Astrocyte- neuron interaction as a mechanism responsible for generation of neural synchrony: a study based on modeling and experiments , 2012, Journal of Computational Neuroscience.

[15]  S. Oliet,et al.  Gliotransmitters Travel in Time and Space , 2014, Neuron.

[16]  Karim Faez,et al.  A digital implementation of neuron-astrocyte interaction for neuromorphic applications , 2015, Neural Networks.

[17]  Carver A. Mead,et al.  Neuromorphic electronic systems , 1990, Proc. IEEE.

[18]  Tobi Delbrück,et al.  A 128$\times$ 128 120 dB 15 $\mu$s Latency Asynchronous Temporal Contrast Vision Sensor , 2008, IEEE Journal of Solid-State Circuits.

[19]  Gert Cauwenberghs,et al.  Neuromorphic Silicon Neuron Circuits , 2011, Front. Neurosci.

[20]  Chiara Bartolozzi,et al.  Synaptic Dynamics in Analog VLSI , 2007, Neural Computation.

[21]  D E Postnov,et al.  Dynamical patterns of calcium signaling in a functional model of neuron–astrocyte networks , 2009, Journal of biological physics.

[22]  Dmitry E. Postnov,et al.  Functional modeling of neural-glial interaction , 2007, Biosyst..

[23]  M. Amiri,et al.  On the role of astrocytes in epilepsy: A functional modeling approach , 2012, Neuroscience Research.

[24]  Karim Faez,et al.  A novel digital circuit for astrocyte-inspired stimulator to desynchronize two coupled oscillators , 2014, 2014 21th Iranian Conference on Biomedical Engineering (ICBME).

[25]  Giacomo Indiveri,et al.  A VLSI array of low-power spiking neurons and bistable synapses with spike-timing dependent plasticity , 2006, IEEE Transactions on Neural Networks.

[26]  Mahmood Amiri,et al.  A bio-inspired stimulator to desynchronize epileptic cortical population models: A digital implementation framework , 2015, Neural Networks.

[27]  Mahmood Amiri,et al.  Modified thalamocortical model: A step towards more understanding of the functional contribution of astrocytes to epilepsy , 2012, Journal of Computational Neuroscience.

[28]  Enrique Fernández-Blanco,et al.  Artificial Neuron-Glia Networks Learning Approach Based on Cooperative Coevolution , 2015, Int. J. Neural Syst..

[29]  Wulfram Gerstner,et al.  Adaptive exponential integrate-and-fire model as an effective description of neuronal activity. , 2005, Journal of neurophysiology.

[30]  Yan Ao,et al.  Astrocyte Kir4.1 ion channel deficits contribute to neuronal dysfunction in Huntington's disease model mice , 2014, Nature Neuroscience.

[31]  M. Giugliano Calcium Waves in Astrocyte Networks: Theory and Experiments , 2009, Front. Neurosci..

[32]  G. Carmignoto,et al.  Neurone‐to‐astrocyte signalling in the brain represents a distinct multifunctional unit , 2004, The Journal of physiology.

[33]  Piotr Dudek,et al.  VLSI circuits implementing computational models of neocortical circuits , 2012, Journal of Neuroscience Methods.

[34]  Leif Hertz,et al.  Astrocytic control of glutamatergic activity: astrocytes as stars of the show , 2004, Trends in Neurosciences.

[35]  E. Ullian,et al.  New roles for astrocytes in developing synaptic circuits , 2008, Communicative & integrative biology.

[36]  Karim Faez,et al.  A digital neurmorphic circuit for a simplified model of astrocyte dynamics , 2014, Neuroscience Letters.

[37]  Mohammad Javad Yazdanpanah,et al.  Astrocyte-inspired controller design for desynchronization of two coupled limit-cycle oscillators , 2011, 2011 Third World Congress on Nature and Biologically Inspired Computing.

[38]  E. Newman New roles for astrocytes: Regulation of synaptic transmission , 2003, Trends in Neurosciences.

[39]  Mahmood Amiri,et al.  Analog implementation of neuron–astrocyte interaction in tripartite synapse , 2016 .

[40]  Mahmood Amiri,et al.  A phase plane analysis of neuron-astrocyte interactions , 2013, Neural Networks.

[41]  Giacomo Indiveri Neuromorphic Bisable VLSI Synapses with Spike-Timing-Dependent Plasticity , 2002, NIPS 2002.

[42]  T. Serrano-Gotarredona,et al.  STDP and STDP variations with memristors for spiking neuromorphic learning systems , 2013, Front. Neurosci..

[43]  Karim Faez,et al.  A novel digital implementation of neuron–astrocyte interactions , 2015 .

[44]  Alice C. Parker,et al.  A biomimetic fabricated carbon nanotube synapse for prosthetic applications , 2011, 2011 IEEE/NIH Life Science Systems and Applications Workshop (LiSSA).

[45]  Peter Vogel,et al.  Microenvironment and Immunology Immune Inhibitory Molecules Lag-3 and Pd-1 Synergistically Regulate T-cell Function to Promote Tumoral Immune Escape , 2022 .

[46]  Wulfram Gerstner,et al.  Firing patterns in the adaptive exponential integrate-and-fire model , 2008, Biological Cybernetics.

[47]  André van Schaik,et al.  AER EAR: A Matched Silicon Cochlea Pair With Address Event Representation Interface , 2005, IEEE Transactions on Circuits and Systems I: Regular Papers.

[48]  Mahmood Amiri,et al.  Functional modeling of astrocytes in epilepsy: a feedback system perspective , 2011, Neural Computing and Applications.

[49]  Boahen Kwabena Robust spatial working memory through inhibitory gamma synchrony , 2010 .

[50]  Andreas G. Andreou,et al.  Modeling inner and outer plexiform retinal processing using nonlinear coupled resistive networks , 1991, Electronic Imaging.

[51]  Karim Faez,et al.  Multiplier-less digital implementation of neuron-astrocyte signalling on FPGA , 2015, Neurocomputing.

[52]  Roman Manevich,et al.  JANUS: exploiting parallelism via hindsight , 2012, PLDI '12.

[53]  Mahmood Amiri,et al.  On the role of astrocytes in synchronization of two coupled neurons: a mathematical perspective , 2011, Biological Cybernetics.

[54]  Rachael D. Seidler,et al.  A simple solution for model comparison in bold imaging: the special case of reward prediction error and reward outcomes , 2013, Front. Neurosci..

[55]  Yilda Irizarry-Valle,et al.  A CMOS neuromorphic approach to emulate neuro-astrocyte interactions , 2013, The 2013 International Joint Conference on Neural Networks (IJCNN).

[56]  T. Fellin,et al.  Astrocytes coordinate synaptic networks: balanced excitation and inhibition. , 2006, Physiology.