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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
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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. |
format | Online Article Text |
id | pubmed-6874130 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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