Abstract
We consider a two-layer, one-dimensional lattice of neurons; one layer consists of excitatory thalamocortical neurons, while the other is comprised of inhibitory reticular thalamic neurons. Such networks are known to support “lurching” waves, for which propagation does not appear smooth, but rather progresses in a saltatory fashion; these waves can be characterized by different spatial widths (different numbers of neurons active at the same time). We show that these lurching waves are fixed points of appropriately defined Poincaré maps, and follow these fixed points as parameters are varied. In this way, we are able to explain observed transitions in behavior, and, in particular, to show how branches with different spatial widths are linked with each other. Our computer-assisted analysis is quite general and could be applied to other spatially extended systems which exhibit this non-trivial form of wave propagation.
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References
Arnold VI (1965) Small denominators. I: mappings of the circumference onto itself. Am Math Soc 46: 213–284
Aronson DG, Golubitsky M, Mallet-Paret J (1991) Ponies on a merry-go-round in large arrays of Josephson junctions. Nonlinearity 4: 903–910
Baer SM, Rinzel J (1991) Propagation of dendritic spikes mediated by excitable spines: a continuum theory. J Neurophysiol 65(4): 874–890
Bressloff PC (2001) Traveling fronts and wave propagation failure in an inhomogeneous neural network. Phys D 155(1–2): 83–100
Coombes S (2003) Dynamics of synaptically coupled integrate-and-fire-or-burst neurons. Phys Rev E 67: 041910
Coombes S (2005) Waves, bumps, and patterns in neural field theories. Biol Cybern 93(2): 91–108
Coombes S, Bressloff PC (2003) Saltatory waves in the spike-diffuse-spike model of active dendritic spines. Phys Rev Lett 91(2): 28102
Coombes S, Laing CR (2010) Pulsating fronts in periodically modulated neural field models (submitted)
Destexhe A, Bal T, McCormick DA, Sejnowski TJ (1996) Ionic mechanisms underlying synchronized oscillations and propagating waves in a model of ferret thalamic slices. J Neurophysiol 76(3): 2049
Ermentrout B (1998) Neural networks as spatio-temporal pattern-forming systems. Rep Prog Phys 61: 353–430
Ermentrout GB, Kleinfeld D (2001) Traveling electrical waves in cortex: insights from phase dynamics and speculation on a computational role. Neuron 29(1): 33–44
Ermentrout GB, Rinzel J (1984) Beyond a pacemaker’s entrainment limit: phase walk-through. Am J Physiol 246(1): 102
Golomb D, Amitai Y (1997) Propagating neuronal discharges in neocortical slices: Computational and experimental study. J Neurophysiol 78: 1199–1211
Golomb D, Ermentrout GB (1999) Continuous and lurching traveling pulses in neuronal networks with delay and spatially decaying connectivity. Proc Natl Acad Sci USA 96: 13480–13485
Golomb D, Ermentrout GB (2000) Effects of delay on the type and velocity of travelling pulses in neuronal networks with spatially decaying connectivity. Netw Comput Neural Syst 11(3): 221–246
Golomb D, Ermentrout GB (2001) Bistability in pulse propagation in networks of excitatory and inhibitory populations. Phys Rev Lett 86(18): 4179–4182
Golomb D, Wang X-J, Rinzel J (1996) Propagation of spindle waves in a thalamic slice model. J Neurophysiol 75: 750–769
Guckenheimer J, Holmes P (1990) Nonlinear oscillations, dynamical systems, and bifurcations of vector fields. Springer-Verlag, New York
Hall GR (1984) Resonance zones in two-parameter families of circle homeomorphisms. SIAM J Math Anal 15: 1075–1081
Huang X, Troy WC, Yang Q, Ma H, Laing CR, Schiff SJ, Wu J-Y (2004) Spiral waves in disinhibited mammalian neocortex. J Neurosci 24(44): 9897
Keener JP (2000) Propagation of waves in an excitable medium with discrete release sites. SIAM J Appl Math 61: 317–334
Kim U, Bal T, McCormick DA (1995) Spindle waves are propagating synchronized oscillations in the ferret LGNd in vitro. J Neurophysiol 74(3): 1301
Krishnan J, Engelborghs K, Bär M, Lust K, Roose D, Kevrekidis IG (2001) A computer-assisted study of pulse dynamics in anisotropic media. Phys D 154: 85–110
Kuznetsov YA (2004) Elements of applied bifurcation theory, 3rd edn. Springer-Verlag, Berlin
Laing CR (2005) Spiral waves in nonlocal equations. SIAM J Appl Dyn Syst 4(3): 588–606
Laing C, Coombes S (2006) The importance of different timings of excitatory and inhibitory pathways in neural field models. Netw Comput Neural Syst 17(2): 151–172
Laing CR, Kevrekidis IG (2008) Periodically-forced finite networks of heterogeneous globally-coupled oscillators: A low-dimensional approach. Phys D 237(2): 207–215
Leis JR, Kramer MA (1988) An ordinary differential equation solver with explicit simultaneous sensitivity analysis. ACM Trans Math Software 14: 6167
Lord GJ, Coombes S (2002) Traveling waves in the Baer and Rinzel model of spine studded dendritic tissue. Phys D 161: 1–20
Owen MR, Laing CR, Coombes S (2007) Bumps and rings in a two-dimensional neural field: splitting and rotational instabilities. New J Phys 9: 378
Pinto DJ, Ermentrout GB (2001) Spatially structured activity in synaptically coupled neuronal networks: I. traveling fronts and pulses. SIAM J Appl Math 62(1): 206–225
Prat A, Li Y-X (2003) Stability of front solutions in inhomogeneous media. Phys D 186(1–2): 50–68
Prechtl JC, Cohen LB, Pesaran B, Mitra PP, Kleinfeld D (1997) Visual stimuli induce waves of electrical activity in turtle cortex. Proc Natl Acad Sci USA 94(14): 7621–7626
Rinzel J, Terman D, Wang X-J, Ermentrout B (1998) Propagating activity patterns in large-scale inhibitory neuronal networks. Science 279: 1351–1355
Runborg O, Theodoropoulos C, Kevrekidis IG (2002) Effective bifurcation analysis: a time-stepper-based approach. Nonlinearity 15(2): 491–512
Terman DH, Ermentrout GB, Yew AC (2001) Propagating activity patterns in thalamic neuronal networks. SIAM J Appl Math 61: 1578–1604
Wu J-Y, Guan L, Tsau Y (1999) Propagating activation during oscillations and evoked responses in neocortical slices. J Neurosci 19(12): 5005–5015
Wu J-Y, Xiaoying H, Chuan Z (2008) Propagating waves of activity in the neocortex: what they are, what they do. Neuroscientist 14(5): 487–502
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Wasylenko, T.M., Cisternas, J.E., Laing, C.R. et al. Bifurcations of lurching waves in a thalamic neuronal network. Biol Cybern 103, 447–462 (2010). https://doi.org/10.1007/s00422-010-0409-3
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DOI: https://doi.org/10.1007/s00422-010-0409-3