Skip to main content

Advertisement

Log in

Dendritic Synchrony and Transient Dynamics in a Coupled Oscillator Model of the Dopaminergic Neuron

  • Published:
Journal of Computational Neuroscience Aims and scope Submit manuscript

Abstract

Transient increases in spontaneous firing rate of mesencephalic dopaminergic neurons have been suggested to act as a reward prediction error signal. A mechanism previously proposed involves subthreshold calcium-dependent oscillations in all parts of the neuron. In that mechanism, the natural frequency of oscillation varies with diameter of cell processes, so there is a wide variation of natural frequencies on the cell, but strong voltage coupling enforces a single frequency of oscillation under resting conditions. In previous work, mathematical analysis of a simpler system of oscillators showed that the chain of oscillators could produce transient dynamics in which the frequency of the coupled system increased temporarily, as seen in a biophysical model of the dopaminergic neuron. The transient dynamics was shown to be consequence of a slow drift along an invariant subset of phase space, with rate of drift given by a Lyapunov function. In this paper, we show that the same mathematical structure exists for the full biophysical model, giving physiological meaning to the slow drift and the Lyapunov function, which is shown to describe differences in intracellular calcium concentration in different parts of the cell. The duration of transients was long, being comparable to the time constant of calcium disposition. These results indicate that brief changes in input to the dopaminergic neuron can produce long lasting firing rate transients whose form is determined by intrinsic cell properties.

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

Access this article

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

Explore related subjects

Discover the latest articles and news from researchers in related subjects, suggested using machine learning.

References

  • Afraimovich VS, Verichev NN, Rabinovich MI (1986) Stochastic synchronization of oscillations in dissipative systems. Sov. Radiophys. 29: 795-800.

    Google Scholar 

  • Afraimovich VS, Chow S-N, Hale JK (1997) Synchronization in lattices of coupled oscillators. Physica D 103: 442-451.

    Google Scholar 

  • Arnold VI (1996) Geometrical Methods in the Theory of Ordinary Differential Equations. Springer-Verlag, New York.

    Google Scholar 

  • Belair J, Holmes PJ (1984) On linearly coupled relaxation oscillators. Quarterly of Appl. Math. 42: 193-219.

    Google Scholar 

  • Chow C, Kopell N (2000) Dynamics of spiking neurons with electrical coupling. Neural Computation 12: 1643-1678.

    Article  PubMed  Google Scholar 

  • deVries G, Zhu HR, Sherman A (1998) Diffusively coupled bursters: Effects of heterogeneity. Bull. Math. Biol. 60: 1167-1200.

    Article  Google Scholar 

  • Grasman J (1984) The mathematical modeling of entrained biological oscillators. Bull. of Math. Biol. 46: 407-422.

    Google Scholar 

  • Grasman J (1987) Asymptotic Methods for Relaxation Oscillations and Applications. Springer-Verlag, NY.

    Google Scholar 

  • Hale JK (1997) Diffusive coupling, dissipation, and synchronization. J. of Dynamics and Dif. Eqns 9: 1-52.

    Google Scholar 

  • Hausser M, Stuart G, Racca C, Sakmann B (1995) Axonal initiation and active dendritic propagation of action potentials in substantia nigra neurons. Neuron 15: 637-647.

    Article  PubMed  Google Scholar 

  • Heeringa MJ, Aberrcrombie ED (1995) Biochemistry of somatodendritic dopamine release in substantia nigra: An in vivo comparison with striatal dopamine release. J. Neurochem. 65: 192-200.

    PubMed  Google Scholar 

  • Izhikevich EM (2000) Phase equations for relaxation oscillations. SIAM J. Appl. Math. 60: 1789-1804.

    Article  Google Scholar 

  • Kopell N, Abbott L, Soto-Trevino C (1998) On the behavior of a neural oscillator electrically coupled to a bistable element. Physica D 121: 367-395.

    Google Scholar 

  • Kopell N, Ermentrout GB (1986) Symmetry and phaselocking in chains of weakly coupled oscillators. Comm. Pure Appl. Math. 39: 623-660.

    Google Scholar 

  • Kopell N, Ermentrout GB (2002) Mechanisms of phase-locking and frequency control in pairs of coupled neural oscillators. In: B Fiedler, ed. Handbook on Dynamical Systems. Elsevier, Amsterdam, pp. 3-54.

    Google Scholar 

  • Manor Y, Rinzel J, Segev I, Yarom Y(1997) Low amplitude oscillations in the inferior olive: A model based on electrical coupling of neurons with heterogeneous channel densitites. J. Neurophysiol. 77: 2736-2752.

    PubMed  Google Scholar 

  • Medvedev GS (2002) A multidimensional continuous attractor in a chain of coupled oscillators. Submitted.

  • Medvedev GS, Kopell N (2001) Synchronization and transient dynamics in the chains of electrically coupled FitzHugh-Nagumo oscillators. SIAM J. of Appl. Math. 61: 1762-1801.

    Article  Google Scholar 

  • Mishchenko EF, Kolesov YuS, Kolesov AYu, Rozov NKh (1994) Asymptotic Methods in Singularly Perturbed Systems. Consultants Burea, New York and London.

    Google Scholar 

  • Rand RH, Holmes PJ (1980) Bifurcations of periodic motions in two weakly coupled van der Pol oscillators. Int. J. Nonlinear Mech. 15: 387-399.

    Article  Google Scholar 

  • Rice ME, Cragg SJ, Greenfield SA (1997) Characteristics of electrically evoked somatodendritic dopamine release in substantia nigra and ventral tegmental area in vitro. J. Neurophysiology 77: 853-862.

    Google Scholar 

  • Rotstein HG, Kopell N, Zhabotinsky AM, Epstein IR (2003) A canard mechanism in systems of globally coupled oscillators. To appear in J. Appl. Math..

  • Rubin J, Terman D (2000) Geometric analysis of population rhythms in synaptically coupled neuronal networks. Neural Comp. 12: 597- 645.

    Article  Google Scholar 

  • Sherman A, Rinzel J (1992) Rhythmogenic effects of weak electrotonic coupling in neuronal models. Proc. Nat. Acad. Sci. USA 89: 2471-2474.

    PubMed  Google Scholar 

  • Skinner FK, Kopell N, Mulloney B (1997) How does the crayfish swimmeret system work? Insights from nearest-neighbor coupled oscillator models. J. Comput. Neurosci. 4: 151-160.

    Article  PubMed  Google Scholar 

  • Smolen P, Rinzel J, Sherman A (1993) Why pancreatic islets bursts but single β-cells do not. The heterogeneity hypothesis. Biophysics J. 64: 1668-1680.

    Google Scholar 

  • Somers D, Kopell N (1993) Rapid synchronization through fast threshold modulation. Biol. Cybern. 68: 393-407.

    Article  PubMed  Google Scholar 

  • Somers D, Kopell N (1995)Waves and synchrony in arrays of oscillators of relaxation and non-relaxation type. Physica D 89: 169- 183.

    Google Scholar 

  • Storti SW, Rand RH (1986) The dynamics of two strongly coupled relaxation oscillators. SIAM J. Appl. Math. 46: 56-67.

    Google Scholar 

  • Waelti P, Dickinson A, Schultz W (2001) Dopamine responses comply with basic assumptions of formal learning theory. Nature 412: 43-48.

    Article  PubMed  Google Scholar 

  • Wang DL (1995) Emergent synchrony in locally coupled neural oscillators. IEEE Trans. on Neural Networks 6: 941-948.

    Article  Google Scholar 

  • Wang XJ, Rinzel J (1995) Oscillatory and bursting properties of neurons. In:MA Arbib, ed. Handbook of Brain Theory and Neural Networks. MIT Press, Cambridge, MA. pp. 686-691.

    Google Scholar 

  • Wang DL, Terman D (1995) Global competition and local cooperation in a network of neural oscillators. Physica D 81: 148-176.

    Google Scholar 

  • Wilson CJ, Callaway JC (2000) A coupled oscillator model of the dopaminergic neuron of the substantia nigra. J. Neurophysiol. 83: 3084-3100.

    PubMed  Google Scholar 

  • Wilson CJ, Groves PM, Fifkova E (1997) Monoaminergic synapses including dendro-dendritic synapses in the rat substantia nigra. Exp. Brain Res. 30: 161-174.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Medvedev, G., Wilson, C., Callaway, J. et al. Dendritic Synchrony and Transient Dynamics in a Coupled Oscillator Model of the Dopaminergic Neuron. J Comput Neurosci 15, 53–69 (2003). https://doi.org/10.1023/A:1024422802673

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1023/A:1024422802673