Literature DB >> 24082963

Bursts shape the NMDA-R mediated spike timing dependent plasticity curve: role of burst interspike interval and GABAergic inhibition.

Vassilis Cutsuridis1.   

Abstract

Spike timing dependent plasticity (STDP) is a synaptic learning rule where the relative timing between the presynaptic and postsynaptic action potentials determines the sign and strength of synaptic plasticity. In its basic form STDP has an asymmetric form which incorporates both persistent increases and persistent decreases in synaptic strength. The basic form of STDP, however, is not a fixed property and depends on the dendritic location. An asymmetric curve is observed in the distal dendrites, whereas a symmetrical one is observed in the proximal ones. A recent computational study has shown that the transition from the asymmetry to symmetry is due to inhibition under certain conditions. Synapses have also been observed to be unreliable at generating plasticity when excitatory postsynaptic potentials and single spikes are paired at low frequencies. Bursts of spikes, however, are reliably signaled because transmitter release is facilitated. This article presents a two-compartment model of the CA1 pyramidal cell. The model is neurophysiologically plausible with its dynamics resulting from the interplay of many ionic and synaptic currents. Plasticity is measured by a deterministic Ca(2+) dynamics model which measures the instantaneous calcium level and its time course in the dendrite and change the strength of the synapse accordingly. The model is validated to match the asymmetrical form of STDP from the pairing of a presynaptic (dendritic) and postsynaptic (somatic) spikes as observed experimentally. With the parameter set unchanged the model investigates how pairing of bursts with single spikes and bursts in the presence or absence of inhibition shapes the STDP curve. The model predicts that inhibition strength and frequency are not the only factors of the asymmetry-to-symmetry switch of the STDP curve. Burst interspike interval is another factor. This study is an important first step towards understanding how STDP is affected under natural firing patterns in vivo.

Entities:  

Keywords:  Backpropagating action potential; Calcium; Computer model; Inhibition; NMDA; Theta burst

Year:  2012        PMID: 24082963      PMCID: PMC3438326          DOI: 10.1007/s11571-012-9205-1

Source DB:  PubMed          Journal:  Cogn Neurodyn        ISSN: 1871-4080            Impact factor:   5.082


  62 in total

1.  Spike-timing-dependent synaptic modification induced by natural spike trains.

Authors:  Robert C Froemke; Yang Dan
Journal:  Nature       Date:  2002-03-28       Impact factor: 49.962

2.  Cell-specific, spike timing-dependent plasticities in the dorsal cochlear nucleus.

Authors:  Thanos Tzounopoulos; Yuil Kim; Donata Oertel; Laurence O Trussell
Journal:  Nat Neurosci       Date:  2004-06-20       Impact factor: 24.884

3.  GABA inhibition modulates NMDA-R mediated spike timing dependent plasticity (STDP) in a biophysical model.

Authors:  Vassilis Cutsuridis
Journal:  Neural Netw       Date:  2010-08-22

4.  Spike-timing-dependent synaptic plasticity depends on dendritic location.

Authors:  Robert C Froemke; Mu-Ming Poo; Yang Dan
Journal:  Nature       Date:  2005-03-10       Impact factor: 49.962

5.  Conditional dendritic spike propagation following distal synaptic activation of hippocampal CA1 pyramidal neurons.

Authors:  Tim Jarsky; Alex Roxin; William L Kath; Nelson Spruston
Journal:  Nat Neurosci       Date:  2005-11-20       Impact factor: 24.884

6.  Two coincidence detectors for spike timing-dependent plasticity in somatosensory cortex.

Authors:  Vanessa A Bender; Kevin J Bender; Daniel J Brasier; Daniel E Feldman
Journal:  J Neurosci       Date:  2006-04-19       Impact factor: 6.167

Review 7.  Spike timing-dependent plasticity: a Hebbian learning rule.

Authors:  Natalia Caporale; Yang Dan
Journal:  Annu Rev Neurosci       Date:  2008       Impact factor: 12.449

8.  Synaptic plasticity in a cerebellum-like structure depends on temporal order.

Authors:  C C Bell; V Z Han; Y Sugawara; K Grant
Journal:  Nature       Date:  1997-05-15       Impact factor: 49.962

9.  Calcium stores regulate the polarity and input specificity of synaptic modification.

Authors:  M Nishiyama; K Hong; K Mikoshiba; M M Poo; K Kato
Journal:  Nature       Date:  2000-11-30       Impact factor: 49.962

10.  Calcium time course as a signal for spike-timing-dependent plasticity.

Authors:  Jonathan E Rubin; Richard C Gerkin; Guo-Qiang Bi; Carson C Chow
Journal:  J Neurophysiol       Date:  2004-12-29       Impact factor: 2.714

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  2 in total

1.  Signal integration on the dendrites of a pyramidal neuron model.

Authors:  Li Xiumin
Journal:  Cogn Neurodyn       Date:  2013-04-03       Impact factor: 5.082

Review 2.  Modulation of Spike-Timing Dependent Plasticity: Towards the Inclusion of a Third Factor in Computational Models.

Authors:  Alexandre Foncelle; Alexandre Mendes; Joanna Jędrzejewska-Szmek; Silvana Valtcheva; Hugues Berry; Kim T Blackwell; Laurent Venance
Journal:  Front Comput Neurosci       Date:  2018-07-03       Impact factor: 2.380

  2 in total

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