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Interactions in the Striatal Network with Different Oscillation Frequencies

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Artificial Neural Networks and Machine Learning – ICANN 2017 (ICANN 2017)

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Abstract

Simultaneous oscillations in different frequency bands are implicated in the striatum, and understanding their interactions will bring us one step closer to restoring the spectral characteristics of striatal activity that correspond to the healthy state. We constructed a computational model of the striatum in order to investigate how different, simultaneously present, and externally induced oscillations propagate through striatal circuitry and which stimulation parameters have a significant contribution. Our results show that features of these oscillations and their interactions can be influenced via amplitude, input frequencies, and the phase offset between different external inputs. Our findings provide further untangling of the oscillatory activity that can be seen within the striatal network.

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References

  1. Bolam, J.P., Hanley, J.J., Booth, P.A.C., Bevan, M.D.: Synaptic organisation of the basal ganglia. J. Anat. 196, 527–542 (2000)

    Article  Google Scholar 

  2. Herrmann, C.S., Murray, M.M., Ionta, S., Hutt, A., Lefebvre, J.: Shaping intrinsic neural oscillations with periodic stimulation. J. Neurosci. 36, 5328–5337 (2016)

    Article  Google Scholar 

  3. Canolty, R.T., Knight, R.T.: The functional role of cross-frequency coupling. Trends Cogn. Sci. 14, 506–515 (2010)

    Article  Google Scholar 

  4. Maris, E., Fries, P., van Ede, F.: Diverse phase relations among neuronal rhythms and their potential function. Trends Neurosci. 39, 86–99 (2016)

    Article  Google Scholar 

  5. Belić, J.J., Halje, P., Richter, U., Petersson, P., Hellgren Kotaleski, J.: Untangling cortico-striatal connectivity and cross-frequency coupling in L-DOPA-induced dyskinesia. Front. Syst. Neurosci. 10, 1–12 (2016)

    Google Scholar 

  6. Boraud, T., Brown, P., Goldberg, J.A., Graybiel, A.M., Magill, P.J.: Oscillations in the basal ganglia: the good, the bad, and the unexpected. In: Bolam, J.P., Ingham, C.A., Magill, P.J. (eds.) The Basal Ganglia VIII. Advances in Behavioral Biology, vol. 56, pp. 1–24. Springer, New York (2005). doi:10.1007/0-387-28066-9_1

    Chapter  Google Scholar 

  7. Berke, J.D.: Fast oscillations in cortical-striatal networks switch frequency following rewarding events and stimulant drugs. Eur. J. Neurosci. 30, 848–859 (2009)

    Article  Google Scholar 

  8. Oorschot, D.E.: Total number of neurons in the neostriatal, pallidal, subthalamic, and substantia nigral nuclei of the rat basal ganglia: a stereological study using the cavalieri and optical disector methods. J. Comp. Neurol. 366, 580–599 (1996)

    Article  Google Scholar 

  9. Tepper, J.M., Bolam, J.P.: Functional diversity and specificity of neostriatal interneurons. Curr. Opin. Neurobiol. 14, 685–692 (2004)

    Article  Google Scholar 

  10. Beatty, J.A., Song, S.C., Wilson, C.J.: Cell-type-specific resonances shape the responses of striatal neurons to synaptic input. J. Neurophysiol. 113, 688–700 (2015)

    Article  Google Scholar 

  11. Belić, J., Kumar, A., Hellgren Kotaleski, J.: Interplay between periodic stimulation and GABAergic inhibition in striatal network oscillations. PLoS ONE 12(4), e0175135 (2017)

    Article  Google Scholar 

  12. Tepper, J.M., Plenz, D.: Microcircuits in the striatum: striatal cell types and their interaction. Microcircuits: the interface between neurons and global brain function, pp. 127–148. The MIT Press, Massachusetts, Cambridge (2006)

    Google Scholar 

  13. Tepper, J.M., Koós, T., Wilson, C.J.: GABAergic microcircuits in the neostriatum. Trends Neurosci. 27, 662–669 (2004)

    Article  Google Scholar 

  14. Koós, T., Tepper, J.M.: Inhibitory control of neostriatal projection neurons by GABAergic interneurons. Nat. Neurosci. 2, 467–472 (1999)

    Article  Google Scholar 

  15. Gewaltig, M.O., Diesmann, M.: Nest (neural simulation tool). Scholarpedia 2, 1430 (2007). doi:10.4249/scholarpedia.1430

    Article  Google Scholar 

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Acknowledgements

The research leading to these results has received funding from The European Horizon 2020 Framework Programme under grant agreement n°720270 (Human Brain Project SGA1); The Swedish Research Council; NIAAA (grant 2R01AA016022); Swedish e-Science Research Center; EuroSPIN – an Erasmus Mundus Joint Doctoral program.

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Correspondence to Jovana J. Belić .

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Belić, J.J., Kumar, A., Hellgren Kotaleski, J. (2017). Interactions in the Striatal Network with Different Oscillation Frequencies. In: Lintas, A., Rovetta, S., Verschure, P., Villa, A. (eds) Artificial Neural Networks and Machine Learning – ICANN 2017. ICANN 2017. Lecture Notes in Computer Science(), vol 10613. Springer, Cham. https://doi.org/10.1007/978-3-319-68600-4_16

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  • DOI: https://doi.org/10.1007/978-3-319-68600-4_16

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-68599-1

  • Online ISBN: 978-3-319-68600-4

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