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Place Cell Rate Remapping by CA3 Recurrent Collaterals

Episodic-like memory is thought to be supported by attractor dynamics in the hippocampus. A possible neural substrate for this memory mechanism is rate remapping, in which the spatial map of place cells encodes contextual information through firing rate variability. To test whether memories are stor...

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Detalles Bibliográficos
Autores principales: Solstad, Trygve, Yousif, Hosam N., Sejnowski, Terrence J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4046921/
https://www.ncbi.nlm.nih.gov/pubmed/24902003
http://dx.doi.org/10.1371/journal.pcbi.1003648
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author Solstad, Trygve
Yousif, Hosam N.
Sejnowski, Terrence J.
author_facet Solstad, Trygve
Yousif, Hosam N.
Sejnowski, Terrence J.
author_sort Solstad, Trygve
collection PubMed
description Episodic-like memory is thought to be supported by attractor dynamics in the hippocampus. A possible neural substrate for this memory mechanism is rate remapping, in which the spatial map of place cells encodes contextual information through firing rate variability. To test whether memories are stored as multimodal attractors in populations of place cells, recent experiments morphed one familiar context into another while observing the responses of CA3 cell ensembles. Average population activity in CA3 was reported to transition gradually rather than abruptly from one familiar context to the next, suggesting a lack of attractive forces associated with the two stored representations. On the other hand, individual CA3 cells showed a mix of gradual and abrupt transitions at different points along the morph sequence, and some displayed hysteresis which is a signature of attractor dynamics. To understand whether these seemingly conflicting results are commensurate with attractor network theory, we developed a neural network model of the CA3 with attractors for both position and discrete contexts. We found that for memories stored in overlapping neural ensembles within a single spatial map, position-dependent context attractors made transitions at different points along the morph sequence. Smooth transition curves arose from averaging across the population, while a heterogeneous set of responses was observed on the single unit level. In contrast, orthogonal memories led to abrupt and coherent transitions on both population and single unit levels as experimentally observed when remapping between two independent spatial maps. Strong recurrent feedback entailed a hysteretic effect on the network which diminished with the amount of overlap in the stored memories. These results suggest that context-dependent memory can be supported by overlapping local attractors within a spatial map of CA3 place cells. Similar mechanisms for context-dependent memory may also be found in other regions of the cerebral cortex.
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spelling pubmed-40469212014-06-09 Place Cell Rate Remapping by CA3 Recurrent Collaterals Solstad, Trygve Yousif, Hosam N. Sejnowski, Terrence J. PLoS Comput Biol Research Article Episodic-like memory is thought to be supported by attractor dynamics in the hippocampus. A possible neural substrate for this memory mechanism is rate remapping, in which the spatial map of place cells encodes contextual information through firing rate variability. To test whether memories are stored as multimodal attractors in populations of place cells, recent experiments morphed one familiar context into another while observing the responses of CA3 cell ensembles. Average population activity in CA3 was reported to transition gradually rather than abruptly from one familiar context to the next, suggesting a lack of attractive forces associated with the two stored representations. On the other hand, individual CA3 cells showed a mix of gradual and abrupt transitions at different points along the morph sequence, and some displayed hysteresis which is a signature of attractor dynamics. To understand whether these seemingly conflicting results are commensurate with attractor network theory, we developed a neural network model of the CA3 with attractors for both position and discrete contexts. We found that for memories stored in overlapping neural ensembles within a single spatial map, position-dependent context attractors made transitions at different points along the morph sequence. Smooth transition curves arose from averaging across the population, while a heterogeneous set of responses was observed on the single unit level. In contrast, orthogonal memories led to abrupt and coherent transitions on both population and single unit levels as experimentally observed when remapping between two independent spatial maps. Strong recurrent feedback entailed a hysteretic effect on the network which diminished with the amount of overlap in the stored memories. These results suggest that context-dependent memory can be supported by overlapping local attractors within a spatial map of CA3 place cells. Similar mechanisms for context-dependent memory may also be found in other regions of the cerebral cortex. Public Library of Science 2014-06-05 /pmc/articles/PMC4046921/ /pubmed/24902003 http://dx.doi.org/10.1371/journal.pcbi.1003648 Text en © 2014 Solstad et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Solstad, Trygve
Yousif, Hosam N.
Sejnowski, Terrence J.
Place Cell Rate Remapping by CA3 Recurrent Collaterals
title Place Cell Rate Remapping by CA3 Recurrent Collaterals
title_full Place Cell Rate Remapping by CA3 Recurrent Collaterals
title_fullStr Place Cell Rate Remapping by CA3 Recurrent Collaterals
title_full_unstemmed Place Cell Rate Remapping by CA3 Recurrent Collaterals
title_short Place Cell Rate Remapping by CA3 Recurrent Collaterals
title_sort place cell rate remapping by ca3 recurrent collaterals
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4046921/
https://www.ncbi.nlm.nih.gov/pubmed/24902003
http://dx.doi.org/10.1371/journal.pcbi.1003648
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