A Computational Model to Investigate GABA-Activated Astrocyte Modulation of Neuronal Excitation

Gamma-aminobutyric acid (GABA) is critical for proper neural network function and can activate astrocytes to induce neuronal excitability; however, the mechanism by which astrocytes transform inhibitory signaling to excitatory enhancement remains unclear. Computational modeling can be a powerful tool to provide further understanding of how GABA-activated astrocytes modulate neuronal excitation. In the present study, we implemented a biophysical neuronal network model to investigate the effects of astrocytes on excitatory pre- and postsynaptic terminals following exposure to increasing concentrations of external GABA. The model completely describes the effects of GABA on astrocytes and excitatory presynaptic terminals within the framework of glutamatergic gliotransmission according to neurophysiological findings. Utilizing this model, our results show that astrocytes can rapidly respond to incoming GABA by inducing Ca2+ oscillations and subsequent gliotransmitter glutamate release. Elevation in GABA concentrations not only naturally decreases neuronal spikes but also enhances astrocytic glutamate release, which leads to an increase in astrocyte-mediated presynaptic release and postsynaptic slow inward currents. Neuronal excitation induced by GABA-activated astrocytes partly counteracts the inhibitory effect of GABA. Overall, the model helps to increase knowledge regarding the involvement of astrocytes in neuronal regulation using simulated bath perfusion of GABA, which may be useful for exploring the effects of GABA-type antiepileptic drugs.

[1]  Charlotte J Stagg,et al.  The dynamics of cortical GABA in human motor learning , 2018, bioRxiv.

[2]  S. Russek,et al.  GABA Induces Activity Dependent Delayed-onset Uncoupling of GABA/Benzodiazepine Site Interactions in Neocortical Neurons* , 2005, Journal of Biological Chemistry.

[3]  S. Nadkarni,et al.  Spontaneous oscillations of dressed neurons: a new mechanism for epilepsy? , 2003, Physical review letters.

[4]  T. Sudhof,et al.  The synaptic vesicle cycle. , 2004, Annual review of neuroscience.

[5]  N. Brunel,et al.  Modulation of Synaptic Plasticity by Glutamatergic Gliotransmission: A Modeling Study , 2016, Neural plasticity.

[6]  P. Jonas,et al.  Efficacy and Stability of Quantal GABA Release at a Hippocampal Interneuron–Principal Neuron Synapse , 2000, The Journal of Neuroscience.

[7]  Romain Brette,et al.  Neuroinformatics Original Research Article Brian: a Simulator for Spiking Neural Networks in Python , 2022 .

[8]  N. Bowery,et al.  GABA and glycine as neurotransmitters: a brief history , 2006, British journal of pharmacology.

[9]  E. Ben-Jacob,et al.  Multimodal encoding in a simplified model of intracellular calcium signaling , 2009, Cognitive Processing.

[10]  Michela Matteoli,et al.  Vesicular transmitter release from astrocytes , 2006, Glia.

[11]  H. Parri,et al.  Spontaneous astrocytic Ca2+ oscillations in situ drive NMDAR-mediated neuronal excitation , 2001, Nature Neuroscience.

[12]  Terrence J. Sejnowski,et al.  Synthesis of models for excitable membranes, synaptic transmission and neuromodulation using a common kinetic formalism , 1994, Journal of Computational Neuroscience.

[13]  Letizia Mariotti,et al.  The inhibitory neurotransmitter GABA evokes long‐lasting Ca2+ oscillations in cortical astrocytes , 2015, Glia.

[14]  Tiina Manninen,et al.  Computational Models for Calcium-Mediated Astrocyte Functions , 2018, Front. Comput. Neurosci..

[15]  J. Rinzel,et al.  Equations for InsP3 receptor-mediated [Ca2+]i oscillations derived from a detailed kinetic model: a Hodgkin-Huxley like formalism. , 1994, Journal of theoretical biology.

[16]  D. Rusakov Disentangling calcium-driven astrocyte physiology , 2015, Nature Reviews Neuroscience.

[17]  T. Takano,et al.  An astrocytic basis of epilepsy , 2005, Nature Medicine.

[18]  L. Abbott,et al.  Synaptic computation , 2004, Nature.

[19]  P. Mareš,et al.  Contradictory effects of GABA-B receptor agonists on cortical epileptic afterdischarges in immature rats , 2008, Brain Research Bulletin.

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

[21]  Alfonso Araque,et al.  Neuronal activity determines distinct gliotransmitter release from a single astrocyte , 2018, eLife.

[22]  N. J. Allen,et al.  The diverse actions of astrocytes during synaptic development , 2017, Current Opinion in Neurobiology.

[23]  Michael M. Halassa,et al.  Synaptic Islands Defined by the Territory of a Single Astrocyte , 2007, The Journal of Neuroscience.

[24]  John C. Rothwell,et al.  Membrane resistance and shunting inhibition: where biophysics meets state‐dependent human neurophysiology , 2016, The Journal of physiology.

[25]  Henry Markram,et al.  Neural Networks with Dynamic Synapses , 1998, Neural Computation.

[26]  A. Araque,et al.  Tripartite synapses: glia, the unacknowledged partner , 1999, Trends in Neurosciences.

[27]  D. Nutt,et al.  Role of GABA in anxiety and depression , 2004, Eksperimental'naia i klinicheskaia farmakologiia.

[28]  Eshel Ben-Jacob,et al.  A Tale of Two Stories: Astrocyte Regulation of Synaptic Depression and Facilitation , 2011, PLoS Comput. Biol..

[29]  Adam G. Carter,et al.  GABAB Receptors Modulate NMDA Receptor Calcium Signals in Dendritic Spines , 2010, Neuron.

[30]  J. Wolff,et al.  Subcellular Topography and Plasticity of Gap Junction Distribution on Astrocytes , 1996 .

[31]  Maiken Nedergaard,et al.  Astrocytic glutamate release-induced transient depolarization and epileptiform discharges in hippocampal CA1 pyramidal neurons. , 2005, Journal of neurophysiology.

[32]  C. Rose,et al.  Developmental profile and mechanisms of GABA‐induced calcium signaling in hippocampal astrocytes , 2008, Glia.

[33]  Andrea Volterra,et al.  Gliotransmission: Beyond Black-and-White , 2018, The Journal of Neuroscience.

[34]  V. Parpura,et al.  Mechanisms of glutamate release from astrocytes , 2008, Neurochemistry International.

[35]  M. Tsodyks Activity-Dependent Transmission in Neocortical Synapses , 2005 .

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

[37]  H. Bradford Glutamate, GABA and epilepsy , 1995, Progress in Neurobiology.

[38]  E. Neher,et al.  Direct modulation of synaptic vesicle priming by GABAB receptor activation at a glutamatergic synapse , 2003, Nature.

[39]  Suhita Nadkarni,et al.  Synaptic inhibition and pathologic hyperexcitability through enhanced neuron-astrocyte interaction: a modeling study. , 2005, Journal of integrative neuroscience.

[40]  Vladimir Ivanov,et al.  A Neural-Astrocytic Network Architecture: Astrocytic calcium waves modulate synchronous neuronal activity , 2018, Proceedings of the International Conference on Neuromorphic Systems.

[41]  Serge Charpak,et al.  GABA, a forgotten gliotransmitter , 2008, Progress in Neurobiology.

[42]  L. Savtchenko,et al.  Tonic excitation or inhibition is set by GABAA conductance in hippocampal interneurons , 2011, Nature communications.

[43]  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.

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

[45]  Romain Brette,et al.  Modeling Neuron–Glia Interactions with the Brian 2 Simulator , 2019, Springer Series in Computational Neuroscience.

[46]  Eshel Ben-Jacob,et al.  Nonlinear Gap Junctions Enable Long-Distance Propagation of Pulsating Calcium Waves in Astrocyte Networks , 2010, PLoS Comput. Biol..

[47]  D. Riccio,et al.  GABA-mediated presynaptic inhibition is required for precision of long-term memory , 2014, Learning & memory.

[48]  P. Haydon,et al.  Physiological astrocytic calcium levels stimulate glutamate release to modulate adjacent neurons. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[49]  Yuguo Yu,et al.  Synaptic E-I Balance Underlies Efficient Neural Coding , 2018, Front. Neurosci..

[50]  Eshel Ben-Jacob,et al.  Glutamate Mediated Astrocytic Filtering of Neuronal Activity , 2014, PLoS Comput. Biol..

[51]  J. Bekkers,et al.  Pre- and Postsynaptic Activation of GABAB Receptors Modulates Principal Cell Excitation in the Piriform Cortex , 2018, Front. Cell. Neurosci..

[52]  Rong Wang,et al.  A neglected GABAergic astrocyte: Calcium dynamics and involvement in seizure activity , 2017 .

[53]  S. Nadkarni,et al.  Modeling synaptic transmission of the tripartite synapse , 2007, Physical biology.

[54]  D. McCormick,et al.  Turning on and off recurrent balanced cortical activity , 2003, Nature.

[55]  Jiajia Li,et al.  Dynamic transition of neuronal firing induced by abnormal astrocytic glutamate oscillation , 2016, Scientific Reports.

[56]  H. Park,et al.  Control of motor coordination by astrocytic tonic GABA release through modulation of excitation/inhibition balance in cerebellum , 2018, Proceedings of the National Academy of Sciences.

[57]  Tomoyuki Takahashi,et al.  Vesicular GABA Uptake Can Be Rate Limiting for Recovery of IPSCs from Synaptic Depression. , 2018, Cell reports.

[58]  J. Keizer,et al.  A single-pool inositol 1,4,5-trisphosphate-receptor-based model for agonist-stimulated oscillations in Ca2+ concentration. , 1992, Proceedings of the National Academy of Sciences of the United States of America.

[59]  Xuan Ma,et al.  The Effects of Acute GABA Treatment on the Functional Connectivity and Network Topology of Cortical Cultures , 2017, Neurochemical Research.

[60]  Henning Sprekeler,et al.  Inhibitory Plasticity Balances Excitation and Inhibition in Sensory Pathways and Memory Networks , 2011, Science.

[61]  Michael Rudolph,et al.  Estimation of synaptic conductances and their variances from intracellular recordings of neocortical neurons in vivo , 2004, Neurocomputing.

[62]  Eduardo D. Martín,et al.  Activity-dependent switch of GABAergic inhibition into glutamatergic excitation in astrocyte-neuron networks , 2016, eLife.

[63]  Todd A Fiacco,et al.  Multiple Lines of Evidence Indicate That Gliotransmission Does Not Occur under Physiological Conditions , 2018, The Journal of Neuroscience.

[64]  Xiangrong Li,et al.  Comparative study of striatum GABA concentrations and magnetic resonance spectroscopic imaging in Parkinson's disease monkeys , 2019, BMC Neuroscience.

[65]  Ghanim Ullah,et al.  Anti-phase calcium oscillations in astrocytes via inositol (1, 4, 5)-trisphosphate regeneration. , 2006, Cell calcium.

[66]  Khaleel Bhaukaurally,et al.  Glutamate exocytosis from astrocytes controls synaptic strength , 2007, Nature Neuroscience.

[67]  N. J. Allen,et al.  Astrocyte regulation of synaptic behavior. , 2014, Annual review of cell and developmental biology.

[68]  H. Markram,et al.  Physiology and anatomy of synaptic connections between thick tufted pyramidal neurones in the developing rat neocortex. , 1997, The Journal of physiology.

[69]  KongFatt Wong-Lin,et al.  A computational study of astrocytic glutamate influence on post-synaptic neuronal excitability , 2018, PLoS Comput. Biol..

[70]  A. Tobin,et al.  GABA signalling: therapeutic targets for epilepsy, Parkinson’s disease and Huntington’s disease , 2001, Expert opinion on therapeutic targets.

[71]  G. Westbrook,et al.  Measuring and Modeling the Spatiotemporal Profile of GABA at the Synapse , 2003 .

[72]  Michael M. Halassa,et al.  The tripartite synapse: roles for gliotransmission in health and disease. , 2007, Trends in molecular medicine.

[73]  Shizhe Li,et al.  Quantification of cortical GABA-glutamine cycling rate using in vivo magnetic resonance signal of [2-13C]GABA derived from glia-specific substrate [2-13C]acetate , 2007, Neurochemistry International.