A history of spike-timing-dependent plasticity

How learning and memory is achieved in the brain is a central question in neuroscience research. Key to today’s research into information storage in the brain is the concept of synaptic plasticity, a notion that has been heavily influenced by Donald Hebb’s 1949 postulate. Hebb conjectured that repea...

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Main Authors: Henry eMarkram, Wulfram eGerstner, Per Jesper eSjöström
Format: Article
Language:English
Published: Frontiers Media S.A. 2011-08-01
Series:Frontiers in Synaptic Neuroscience
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fnsyn.2011.00004/full
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author Henry eMarkram
Wulfram eGerstner
Per Jesper eSjöström
Per Jesper eSjöström
author_facet Henry eMarkram
Wulfram eGerstner
Per Jesper eSjöström
Per Jesper eSjöström
author_sort Henry eMarkram
collection DOAJ
description How learning and memory is achieved in the brain is a central question in neuroscience research. Key to today’s research into information storage in the brain is the concept of synaptic plasticity, a notion that has been heavily influenced by Donald Hebb’s 1949 postulate. Hebb conjectured that repeatedly and persistently coactive cells should increase connective strength among populations of interconnected neurons as a means of storing a memory trace, also known as an engram. Hebb certainly was not the first to make such a conjecture, as we show in this history. Nevertheless, literally thousands of studies into the classical frequency-dependent paradigm of cellular learning rules were directly inspired by the Hebbian postulate. But in more recent years, a novel concept in cellular learning has emerged, where temporal order instead of frequency is emphasized. This new learning paradigm — known as Spike-Timing-Dependent Plasticity, or STDP — has rapidly gained tremendous interest, perhaps because of its combination of elegant simplicity, biological plausibility, and computational power. But what are the roots of today’s STDP concept? Here, we discuss several centuries of diverse thinking, beginning with philosophers such as Aristotle, Locke and Ribot, traversing e.g. Lugaro’s plasticità and Rosenblatt’s Perceptron, and culminating with the discovery of STDP. We highlight interactions between theoretical and experimental fields, showing how discoveries sometimes occurred in parallel, seemingly without much knowledge of the other field, and sometimes via concrete back-and-forth communication. We point out where the future directions may lie, which includes interneuron STDP, the functional impact of STDP, its mechanisms and its neuromodulatory regulation, and the linking of STDP to the developmental formation and continuous plasticity of neuronal networks.
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spelling doaj.art-e82f2f501c964267a8c70dcf29e27b2e2022-12-22T00:55:09ZengFrontiers Media S.A.Frontiers in Synaptic Neuroscience1663-35632011-08-01310.3389/fnsyn.2011.0000410132A history of spike-timing-dependent plasticityHenry eMarkram0Wulfram eGerstner1Per Jesper eSjöström2Per Jesper eSjöström3Ecole Polytechnique Federale de LausanneEcole Polytechnique Federale de LausanneUniversity College LondonMontreal General HospitalHow learning and memory is achieved in the brain is a central question in neuroscience research. Key to today’s research into information storage in the brain is the concept of synaptic plasticity, a notion that has been heavily influenced by Donald Hebb’s 1949 postulate. Hebb conjectured that repeatedly and persistently coactive cells should increase connective strength among populations of interconnected neurons as a means of storing a memory trace, also known as an engram. Hebb certainly was not the first to make such a conjecture, as we show in this history. Nevertheless, literally thousands of studies into the classical frequency-dependent paradigm of cellular learning rules were directly inspired by the Hebbian postulate. But in more recent years, a novel concept in cellular learning has emerged, where temporal order instead of frequency is emphasized. This new learning paradigm — known as Spike-Timing-Dependent Plasticity, or STDP — has rapidly gained tremendous interest, perhaps because of its combination of elegant simplicity, biological plausibility, and computational power. But what are the roots of today’s STDP concept? Here, we discuss several centuries of diverse thinking, beginning with philosophers such as Aristotle, Locke and Ribot, traversing e.g. Lugaro’s plasticità and Rosenblatt’s Perceptron, and culminating with the discovery of STDP. We highlight interactions between theoretical and experimental fields, showing how discoveries sometimes occurred in parallel, seemingly without much knowledge of the other field, and sometimes via concrete back-and-forth communication. We point out where the future directions may lie, which includes interneuron STDP, the functional impact of STDP, its mechanisms and its neuromodulatory regulation, and the linking of STDP to the developmental formation and continuous plasticity of neuronal networks.http://journal.frontiersin.org/Journal/10.3389/fnsyn.2011.00004/fullLearningMemorysynaptic plasticityHistorybidirectional plasticityLong Term Depression
spellingShingle Henry eMarkram
Wulfram eGerstner
Per Jesper eSjöström
Per Jesper eSjöström
A history of spike-timing-dependent plasticity
Frontiers in Synaptic Neuroscience
Learning
Memory
synaptic plasticity
History
bidirectional plasticity
Long Term Depression
title A history of spike-timing-dependent plasticity
title_full A history of spike-timing-dependent plasticity
title_fullStr A history of spike-timing-dependent plasticity
title_full_unstemmed A history of spike-timing-dependent plasticity
title_short A history of spike-timing-dependent plasticity
title_sort history of spike timing dependent plasticity
topic Learning
Memory
synaptic plasticity
History
bidirectional plasticity
Long Term Depression
url http://journal.frontiersin.org/Journal/10.3389/fnsyn.2011.00004/full
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