ICANN 2010: Artificial Neural Networks – ICANN 2010 pp 107-116 | Cite as
Action Potential Bursts Modulate the NMDA-R Mediated Spike Timing Dependent Plasticity in a Biophysical Model
Abstract
Spike timing dependent plasticity (STDP) requires the temporal association of presynaptic and postsynaptic action potentials (APs). However, some synapses in the CA1 region of the hippocampus are suprisingle unreliable at signaling the arrival of single spikes to the postsynaptic neuron [4]. In such unreliable synapses pairing of excitatory postsynaptic potentials (EPSPs) and single APs at low frequencies is ineffective at generating plasticity [2], [3]. A recent computational study [7] has shown that the shape of the STDP curve strongly depends on the burst interspike interval in the presence/absence of inhibition when a presynaptic dendritic burst and a postsynaptic somatic spike were paired together. In this study, we investigate via computer simulations the conditions under which STDP is affected when now a high frequency somatic burst instead of a single spike is paired with another dendritic spike. We show that during such pairing conditions in the absence of inhibition a symmetric STDP profile with a distinct positive LTP region is evident at 10-30ms interstimulus interval and flat LTD tails at all other interstimulus intervals. The symmetry is preserved at all burst interspike intervals. When inhibition is present, the STDP profile shape into a Mexican hat shaped one or an inverted symmetrical one with flat LTP tails.
Keywords
Single Spike NMDA Channel Calcium Spike Gaba Inhibition Presynaptic SpikePreview
Unable to display preview. Download preview PDF.
References
- [1]Hebb, D.O.: The organization of behavior. John Wiley, New York (1949)Google Scholar
- [2]Kampa, B.M., Letzkus, J.J., Stuart, G.J.: Requirement of dendritic calcium spikes for induction of spike-timing-dependent synaptic plasticity. J. Physiol. 574(1), 283–290 (2006)CrossRefGoogle Scholar
- [3]Letzkus, J.J., Kampa, B.M., Stuart, G.J.: Learning rules for spike timing-dependent plasticity depend on dendritic synapse location. J. Neurosci. 26(41), 10420–10429 (2006)CrossRefGoogle Scholar
- [4]Allen, C., Stevens, C.F.: An evaluation of causes for unreliability of synaptic transmission. Proc. Natl. Acad. Sci. U.S.A. 91(22), 10380–10383 (1994)CrossRefGoogle Scholar
- [5]Bi, G.Q., Poo, M.M.: Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength and postsynaptic cell type. J. Neurosci. 18, 10464–10472 (1998)Google Scholar
- [6]Cutsuridis, V., Cobb, S., Graham, B.P.: A Ca2 + dynamics model of the STDP symmetry-to-asymmetry transition in the CA1 pyramidal cell of the hippocampus. In: Kůrková, V., Neruda, R., Koutník, J. (eds.) ICANN 2008,, Part II. LNCS, vol. 5164, pp. 627–635. Springer, Heidelberg (2008)CrossRefGoogle Scholar
- [7]Cutsuridis, V., Cobb, S., Graham, B.P.: How Bursts Shape the STDP Curve in the Presence/Absence of GABA Inhibition. In: Alippi, C., et al. (eds.) ICANN 2009. LNCS, vol. 5768, pp. 229–238. Springer, Heidelberg (2009)CrossRefGoogle Scholar
- [8]Cutsuridis, V., Cobb, S., Graham, B.P.: Modelling the STDP Symmetry-to-Asymmetry Transition in the Presence of GABAergic Inhibition. Neural Network World 19(5), 471–481Google Scholar
- [9]Rubin, J.E., Gerkin, R.C., Bi, G.Q., Chow, C.C.: Calcium time course as signal for spike-timing-dependent plasticity. J. Neurophysiol. 93, 2600–2613 (2005)CrossRefGoogle Scholar
- [10]Aihara, T., Abiru, Y., Yamazaki, Y., Watanabe, H., Fukushima, Y., Tsukada, M.: The relation between spike-timing dependent plasticity and Ca2 + dynamics in the hippocampal CA1 network. Neuroscience 145(1), 80–87 (2007)CrossRefGoogle Scholar
- [11]Tsukada, M., Aihara, T., Kobayashi, Y., Shimazaki, H.: Spatial analysis of spike-timing-dependent LTP and LTD in the CA1 area of hippocampal slices using optical imaging. Hippocampus 15(1), 104–109 (2005)CrossRefGoogle Scholar
- [12]Nishiyama, M., Hong, K., Mikoshiba, K., Poo, M., Kato, K.: Calcium stores regulate the polarity and input specificity of synaptic modification. Nature 408, 584–589 (2000)CrossRefGoogle Scholar
- [13]Jarsky, T., Roxin, A., Kath, W.L., Spruston, N.: Conditional dendritic spike propagation following distal synaptic activation of hippocampal CA1 pyramidal neurons. Nat. Neurosci. 8(12), 1667–1676 (2005)CrossRefGoogle Scholar