Timing is not everything: neuromodulation opens the STDP gate

Spike timing dependent plasticity (STDP) is a temporally specific extension of Hebbian associative plasticity that has tied together the timing of presynaptic inputs relative to the postsynaptic single spike. However, it is difficult to translate this mechanism to in vivo conditions where there is a...

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Main Authors: Verena Pawlak, Jeffery R Wickens, Alfredo Kirkwood, Jason N D Kerr
Format: Article
Language:English
Published: Frontiers Media S.A. 2010-10-01
Series:Frontiers in Synaptic Neuroscience
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fnsyn.2010.00146/full
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spelling doaj-415910dbbe414b3ab04600d5458657622020-11-24T22:05:30ZengFrontiers Media S.A.Frontiers in Synaptic Neuroscience1663-35632010-10-01210.3389/fnsyn.2010.001461773Timing is not everything: neuromodulation opens the STDP gateVerena Pawlak0Jeffery R Wickens1Alfredo Kirkwood2Jason N D Kerr3Max Planck Institute for Biological CyberneticsOkinawa Institute of Science and TechnologyJohns Hopkins UniversityMax Planck Institute for Biological CyberneticsSpike timing dependent plasticity (STDP) is a temporally specific extension of Hebbian associative plasticity that has tied together the timing of presynaptic inputs relative to the postsynaptic single spike. However, it is difficult to translate this mechanism to in vivo conditions where there is an abundance of presynaptic activity constantly impinging upon the dendritic tree as well as ongoing postsynaptic spiking activity that backpropagates along the dendrite. Theoretical studies have proposed that, in addition to this pre- and postsynaptic activity, a ‘third factor’ would enable the association of specific inputs to specific outputs. Experimentally, the picture that is beginning to emerge, is that in addition to the precise timing of pre- and postsynaptic spikes, this third factor involves neuromodulators that have a distinctive influence on STDP rules. Specifically, neuromodulatory systems can influence STDP rules by acting via dopaminergic, noradrenergic, muscarinic and nicotinic receptors. Neuromodulator actions can enable STDP induction or - by increasing or decreasing the threshold - can change the conditions for plasticity induction. Because some of the neuromodulators are also involved in reward, a link between STDP and reward-mediated learning is emerging. However, many outstanding questions concerning the relationship between neuromodulatory systems and STDP rules remain, that once solved, will help make the crucial link from timing-based synaptic plasticity rules to behaviorally-based learning.http://journal.frontiersin.org/Journal/10.3389/fnsyn.2010.00146/fullLearningMemoryRewardSTDPNeuromodulationbackpropagation
collection DOAJ
language English
format Article
sources DOAJ
author Verena Pawlak
Jeffery R Wickens
Alfredo Kirkwood
Jason N D Kerr
spellingShingle Verena Pawlak
Jeffery R Wickens
Alfredo Kirkwood
Jason N D Kerr
Timing is not everything: neuromodulation opens the STDP gate
Frontiers in Synaptic Neuroscience
Learning
Memory
Reward
STDP
Neuromodulation
backpropagation
author_facet Verena Pawlak
Jeffery R Wickens
Alfredo Kirkwood
Jason N D Kerr
author_sort Verena Pawlak
title Timing is not everything: neuromodulation opens the STDP gate
title_short Timing is not everything: neuromodulation opens the STDP gate
title_full Timing is not everything: neuromodulation opens the STDP gate
title_fullStr Timing is not everything: neuromodulation opens the STDP gate
title_full_unstemmed Timing is not everything: neuromodulation opens the STDP gate
title_sort timing is not everything: neuromodulation opens the stdp gate
publisher Frontiers Media S.A.
series Frontiers in Synaptic Neuroscience
issn 1663-3563
publishDate 2010-10-01
description Spike timing dependent plasticity (STDP) is a temporally specific extension of Hebbian associative plasticity that has tied together the timing of presynaptic inputs relative to the postsynaptic single spike. However, it is difficult to translate this mechanism to in vivo conditions where there is an abundance of presynaptic activity constantly impinging upon the dendritic tree as well as ongoing postsynaptic spiking activity that backpropagates along the dendrite. Theoretical studies have proposed that, in addition to this pre- and postsynaptic activity, a ‘third factor’ would enable the association of specific inputs to specific outputs. Experimentally, the picture that is beginning to emerge, is that in addition to the precise timing of pre- and postsynaptic spikes, this third factor involves neuromodulators that have a distinctive influence on STDP rules. Specifically, neuromodulatory systems can influence STDP rules by acting via dopaminergic, noradrenergic, muscarinic and nicotinic receptors. Neuromodulator actions can enable STDP induction or - by increasing or decreasing the threshold - can change the conditions for plasticity induction. Because some of the neuromodulators are also involved in reward, a link between STDP and reward-mediated learning is emerging. However, many outstanding questions concerning the relationship between neuromodulatory systems and STDP rules remain, that once solved, will help make the crucial link from timing-based synaptic plasticity rules to behaviorally-based learning.
topic Learning
Memory
Reward
STDP
Neuromodulation
backpropagation
url http://journal.frontiersin.org/Journal/10.3389/fnsyn.2010.00146/full
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