Skip to main content

Influence of Astrocytic Gap Junction Coupling on in Silico Neuronal Network Activity

  • Conference paper
  • First Online:
XV Mediterranean Conference on Medical and Biological Engineering and Computing – MEDICON 2019 (MEDICON 2019)

Abstract

Astrocytes cover a plethora of roles supporting neurons in their maturation and regulating the concentrations of several ions and neurotransmitters. Moreover, astrocytes dysfunctions are, nowadays, suspected to have important implication in several brain diseases, as for example in epilepsy and Alzheimer’s disease. The astrocytes themselves are forming a network mediated by gap junctions. A loss of gap junctions between astrocytes has been connected with epilepsy. The aim of this study is to computationally test the influence of astrocytes connectivity in regulating activity in the neuronal network. To conduct the study, it has been used an in silico neuron-astrocyte model developed in our group. The model simulates the processes governing the communications between an astrocyte and a pre- and a postsynaptic neuron in the tripartite synapse, as well as between astrocytes through gap junction coupling. The modeled network comprises 250 neurons and 107 astrocytes. Three different astrocytic connectivity levels have been studied – representing 0, 2 and 4 gap junctions on average per astrocyte. Additionally, three different noise levels have been applied to the presynaptic terminal to simulate low, high and hyperactivity. Since the activation of astrocytes is driven by the activity of the neuronal network, the results showed that in case of low activity astrocytes were not activated and did not regulate neuronal activity. In case of high neuronal activity and hyperactivity, astrocytes showed an increased capability of downregulating neuronal activity when increasing the astrocytic connectivity. These results are in accordance with several in vivo experiments from different laboratories.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Nedergaard, M.: Direct signaling from astrocytes to neurons in cultures of mammalian brain cells. Science 263, 1768–1771 (1994)

    Article  Google Scholar 

  2. Parpura, V., Basarsky, T.A., Liu, F., et al.: Glutamate-mediated astrocyte–neuron signaling. Nature 369, 744–747 (1994)

    Article  Google Scholar 

  3. Araque, A., Parpura, V., Sanzgiri, R.P., et al.: Tripartite synapses: glia, the unacknowledged partner. Trends Neurosci. 22, 208–215 (1999)

    Article  Google Scholar 

  4. Vasile, F., Dossi, E., Rouach, N.: Human astrocytes: structure and functions in the healthy brain. Brain struct. funct. 222, 2017–2029 (2017)

    Article  Google Scholar 

  5. Bazargani, N., Attwell, D.: Astrocyte calcium signaling: the third wave. Nat. Neurosci. 19, 182–189 (2016)

    Article  Google Scholar 

  6. Perea, G., Navarrete, M., Araque, A.: Tripartite synapses: astrocytes process and control synaptic information. Trends Neurosci. 32, 421–431 (2009)

    Article  Google Scholar 

  7. Savtchouk, I., Volterra, A.: Gliotransmission: beyond black-and-white. J. Neurosci. 38, 14–25 (2018)

    Article  Google Scholar 

  8. Seifert, G., Schilling, K., Steinhäuser, C.: Astrocyte dysfunction in neurological disorders: a molecular perspective. Nat. Rev. Neurosci. 7, 194–206 (2006)

    Article  Google Scholar 

  9. Dossi, E., Vasile, F., Rouach, N.: Human astrocytes in the diseased brain. Brain Res. Bull. 136, 140–147 (2018)

    Article  Google Scholar 

  10. Seifert, G., Carmignoto, G., Steinhäuser, C.: Astrocyte dysfunction in epilepsy. Brain Res. Rev. 63, 212–221 (2010)

    Article  Google Scholar 

  11. Oschmann, F., Berry, H., Obermayer, K., et al.: From in silico astrocyte cell models to neuron-astrocyte network models: a review. Brain Res. Bull. 136, 76–84 (2018)

    Article  Google Scholar 

  12. Lenk, K., Raisanen, E., Hyttinen, J.A.K.: Understanding the role of astrocytic GABA in simulated neural networks. In: Conference Proceedings of the IEEE Engineering in Medicine and Biology Society, pp. 6121–6124 (2016)

    Google Scholar 

  13. Amiri, M., Hosseinmardi, N., Bahrami, F., et al.: Astrocyte- neuron interaction as a mechanism responsible for generation of neural synchrony: a study based on modeling and experiments. J. Comput. Neurosci. 34, 489 (2013)

    Article  MathSciNet  Google Scholar 

  14. Naeem, M., McDaid, L.J., Harkin, J., et al.: On the role of astroglial syncytia in self-repairing spiking neural networks. IEEE Trans. Neural Netw. Learn. Syst. 26(10), 2370–2380 (2015)

    Article  MathSciNet  Google Scholar 

  15. Tsodyks, M.V., Markram, H.: The neural code between neocortical pyramidal neurons depends on neurotransmitter release probability. PNAS 94, 719–723 (1997)

    Article  Google Scholar 

  16. De Pittà, M., Volman, V., Berry, H., et al.: A tale of two stories: Astrocyte regulation of synaptic depression and facilitation. PLoS Comput. Biol. 7, e1002293 (2011)

    Google Scholar 

  17. Lenk, K.: A simple phenomenological neuronal model with inhibitory and excitatory synapses. In: Conference Proceedings of NOLISP 2011. LNAI, vol. 7015 (2011)

    Chapter  Google Scholar 

  18. Lallouette, J., De Pittà, M., Ben-Jacob, E., et al.: Sparse short-distance connections enhance calcium wave propagation in a 3D model of astrocyte networks. Front. Comput. Neurosci. 8, 1–18 (2014)

    Article  Google Scholar 

  19. Oberheim, N.A., Takano, T., Hanet, X., et al.: Uniquely hominid features of adult human astrocytes. J. Neurosci. 29(10), 3276–3287 (2009)

    Article  Google Scholar 

  20. Kapucu, F., Tanskanen, J., Mikkonen, J.E., et al.: Burst analysis tool for developing neuronal networks exhibiting highly varying action potential dynamics. Front. Comput. Neurosci. 6, 1–14 (2012)

    Article  Google Scholar 

Download references

Acknowledgment

This research has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No. 713645. K. L. is funded by the Academy of Finland (decision no. 314647).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Barbara Genocchi .

Editor information

Editors and Affiliations

Ethics declarations

The authors declare that they have no conflict of interest.

Rights and permissions

Reprints and permissions

Copyright information

© 2020 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Genocchi, B., Lenk, K., Hyttinen, J. (2020). Influence of Astrocytic Gap Junction Coupling on in Silico Neuronal Network Activity. In: Henriques, J., Neves, N., de Carvalho, P. (eds) XV Mediterranean Conference on Medical and Biological Engineering and Computing – MEDICON 2019. MEDICON 2019. IFMBE Proceedings, vol 76. Springer, Cham. https://doi.org/10.1007/978-3-030-31635-8_58

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-31635-8_58

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-31634-1

  • Online ISBN: 978-3-030-31635-8

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics