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Optimal Stimulation Protocol in a Bistable Synaptic Consolidation Model

Synaptic changes induced by neural activity need to be consolidated to maintain memory over a timescale of hours. In experiments, synaptic consolidation can be induced by repeating a stimulation protocol several times and the effectiveness of consolidation depends crucially on the repetition frequen...

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Autores principales: Gastaldi, Chiara, Muscinelli, Samuel, Gerstner, Wulfram
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6874130/
https://www.ncbi.nlm.nih.gov/pubmed/31798436
http://dx.doi.org/10.3389/fncom.2019.00078
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author Gastaldi, Chiara
Muscinelli, Samuel
Gerstner, Wulfram
author_facet Gastaldi, Chiara
Muscinelli, Samuel
Gerstner, Wulfram
author_sort Gastaldi, Chiara
collection PubMed
description Synaptic changes induced by neural activity need to be consolidated to maintain memory over a timescale of hours. In experiments, synaptic consolidation can be induced by repeating a stimulation protocol several times and the effectiveness of consolidation depends crucially on the repetition frequency of the stimulations. We address the question: is there an understandable reason why induction protocols with repetitions at some frequency work better than sustained protocols—even though the accumulated stimulation strength might be exactly the same in both cases? In real synapses, plasticity occurs on multiple time scales from seconds (induction), to several minutes (early phase of long-term potentiation) to hours and days (late phase of synaptic consolidation). We use a simplified mathematical model of just two times scales to elucidate the above question in a purified setting. Our mathematical results show that, even in such a simple model, the repetition frequency of stimulation plays an important role for the successful induction, and stabilization, of potentiation.
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spelling pubmed-68741302019-12-03 Optimal Stimulation Protocol in a Bistable Synaptic Consolidation Model Gastaldi, Chiara Muscinelli, Samuel Gerstner, Wulfram Front Comput Neurosci Neuroscience Synaptic changes induced by neural activity need to be consolidated to maintain memory over a timescale of hours. In experiments, synaptic consolidation can be induced by repeating a stimulation protocol several times and the effectiveness of consolidation depends crucially on the repetition frequency of the stimulations. We address the question: is there an understandable reason why induction protocols with repetitions at some frequency work better than sustained protocols—even though the accumulated stimulation strength might be exactly the same in both cases? In real synapses, plasticity occurs on multiple time scales from seconds (induction), to several minutes (early phase of long-term potentiation) to hours and days (late phase of synaptic consolidation). We use a simplified mathematical model of just two times scales to elucidate the above question in a purified setting. Our mathematical results show that, even in such a simple model, the repetition frequency of stimulation plays an important role for the successful induction, and stabilization, of potentiation. Frontiers Media S.A. 2019-11-13 /pmc/articles/PMC6874130/ /pubmed/31798436 http://dx.doi.org/10.3389/fncom.2019.00078 Text en Copyright © 2019 Gastaldi, Muscinelli and Gerstner. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Gastaldi, Chiara
Muscinelli, Samuel
Gerstner, Wulfram
Optimal Stimulation Protocol in a Bistable Synaptic Consolidation Model
title Optimal Stimulation Protocol in a Bistable Synaptic Consolidation Model
title_full Optimal Stimulation Protocol in a Bistable Synaptic Consolidation Model
title_fullStr Optimal Stimulation Protocol in a Bistable Synaptic Consolidation Model
title_full_unstemmed Optimal Stimulation Protocol in a Bistable Synaptic Consolidation Model
title_short Optimal Stimulation Protocol in a Bistable Synaptic Consolidation Model
title_sort optimal stimulation protocol in a bistable synaptic consolidation model
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6874130/
https://www.ncbi.nlm.nih.gov/pubmed/31798436
http://dx.doi.org/10.3389/fncom.2019.00078
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