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Interactions between a locally separating stable manifold and a bursting periodic orbit

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Abstract

Multi-spike bursting of the membrane potential is understood to be a key mechanism for cell signalling in neurons. During the active phase of a burst, the voltage potential across the cell membrane exhibits a series of spikes. This is followed by a silent (recovery) phase during which there is relatively little change in the potential. Mathematical models of this behaviour are frequently based on Hodgkin–Huxley formalism; the dynamics of the voltage is expressed in terms of ionic currents that lead to a system of ordinary differential equations in which some variables (voltage, in particular) are fast and others are slow. The bursting patterns observed in such slow-fast models are often explained in terms of transitions between different coexisting attracting states associated with the so-called fast subsystem, for which the slow variables are viewed as parameters. In particular, the threshold that determines when the voltage starts to burst is identified with the basin boundary between two attractors associated with the active and silent phases. In reality, however, the bursting threshold is a more complicated object. Numerical methods recently developed by the authors approximate the bursting threshold as a locally separating stable manifold of the full slow-fast system. Here, we use these numerical techniques to investigate how a bursting periodic orbit interacts with this stable manifold. We focus on a Morris–Lecar model, which is three dimensional with one slow and two fast variables, as a representative example. We show how the locally separating stable manifold organises the number of spikes in a bursting periodic orbit, and illustrate its role in a spike-adding transition as a parameter is varied.

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References

  1. M. Desroches, J. Guckenheimer, B. Krauskopf, C. Kuehn, H.M. Osinga, M. Wechselberger, SIAM Rev. 54, 211 (2012)

    Article  MathSciNet  Google Scholar 

  2. M. Desroches, B. Krauskopf, H.M. Osinga, SIAM J. Appl. Dyn. Syst. 7, 1131 (2008)

    Article  ADS  MathSciNet  Google Scholar 

  3. M. Desroches, B. Krauskopf, H.M. Osinga, Discr. Contin. Dyn. Syst. S 2, 807 (2009)

    Google Scholar 

  4. E.J. Doedel, Congr. Numer. 30, 265 (1981)

    MathSciNet  Google Scholar 

  5. E.J. Doedel, B.E. Oldeman, AUTO-07p: Continuation and bifurcation software for ordinary differential equations (Concordia University, Montreal, Canada), with major contributions from A.C. Champneys, T.F. Fairgrieve, Yu.A. Kuznetsov, R.C. Paffenroth, B. Sandstede, X.J. Wang, and C. Zhang. Available at https://doi.org/cmvl.cs.concordia.ca/auto/

  6. S. Farjami, V. Kirk, H.M. Osinga, Eur. Phys. J. Special Topics 225, 2601 (2016)

    Article  ADS  Google Scholar 

  7. S. Farjami, V. Kirk, H.M. Osinga, SIAM J. Appl. Dyn. Syst. 17, 350 (2018)

    Article  MathSciNet  Google Scholar 

  8. N. Fenichel, Indiana Univ. Math. J. 21, 193 (1972)

    Article  MathSciNet  Google Scholar 

  9. N. Fenichel, J. Differ. Equ. 31, 53 (1979)

    Article  ADS  MathSciNet  Google Scholar 

  10. J. Guckenheimer, C. Kuehn, SIAM J. Appl. Dyn. Syst. 8, 854 (2009)

    Article  ADS  MathSciNet  Google Scholar 

  11. A.L. Hodgkin, A.F. Huxley, J. Physiol. 117, 500 (1952)

    Article  Google Scholar 

  12. E.M. Izhikevich,Dynamical Systems in Neuroscience: The Geometry of Excitability and Bursting (The MIT Press, 2007)

  13. C.K.R.T. Jones, N. Kopell, J. Differ. Equ. 108, 64 (1994)

    Article  ADS  Google Scholar 

  14. K.U. Kristiansen, SIAM J. Appl. Dyn. Syst. 14, 1189 (2015)

    Article  MathSciNet  Google Scholar 

  15. E. Lee, D. Terman, J. Differ. Equ. 158, 48 (1999)

    Article  ADS  Google Scholar 

  16. C. Morris, H. Lecar, Biophys. J. 35, 193 (1981)

    Article  ADS  Google Scholar 

  17. H.M. Osinga, K.T. Tsaneva-Atanasova, Chaos 23, 046107 (2013)

    Article  ADS  MathSciNet  Google Scholar 

  18. J. Rinzel, A formal classification of bursting mechanisms in excitable systems, inProc. Int. Congress Math., edited by A.M. Gleason (1986), Vol. 2, pp. 1578–1593

  19. J. Rinzel, B. Ermentrout, Analysis of neural excitability and oscillations, inMethods of Neural Modeling: From Synapses to Networks, edited by C. Koch, I. Segev (1989), pp. 135–169

  20. D. Terman, SIAM J. Appl. Math. 51, 1418 (1991)

    Article  MathSciNet  Google Scholar 

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Farjami, S., Kirk, V. & Osinga, H.M. Interactions between a locally separating stable manifold and a bursting periodic orbit. Eur. Phys. J. Spec. Top. 227, 603–614 (2018). https://doi.org/10.1140/epjst/e2018-00138-1

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  • DOI: https://doi.org/10.1140/epjst/e2018-00138-1

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