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Dynamic trajectory of multiple single-unit activity during working memory task in rats
Working memory plays an important role in complex cognitive tasks. A popular theoretical view is that transient properties of neuronal dynamics underlie cognitive processing. The question raised here as to how the transient dynamics evolve in working memory. To address this issue, we investigated th...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4585230/ https://www.ncbi.nlm.nih.gov/pubmed/26441626 http://dx.doi.org/10.3389/fncom.2015.00117 |
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author | Zhang, Xiaofan Yi, Hu Bai, Wenwen Tian, Xin |
author_facet | Zhang, Xiaofan Yi, Hu Bai, Wenwen Tian, Xin |
author_sort | Zhang, Xiaofan |
collection | PubMed |
description | Working memory plays an important role in complex cognitive tasks. A popular theoretical view is that transient properties of neuronal dynamics underlie cognitive processing. The question raised here as to how the transient dynamics evolve in working memory. To address this issue, we investigated the multiple single-unit activity dynamics in rat medial prefrontal cortex (mPFC) during a Y-maze working memory task. The approach worked by reconstructing state space from delays of the original single-unit firing rate variables, which were further analyzed using kernel principal component analysis (KPCA). Then the neural trajectories were obtained to visualize the multiple single-unit activity. Furthermore, the maximal Lyapunov exponent (MLE) was calculated to quantitatively evaluate the neural trajectories during the working memory task. The results showed that the neuronal activity produced stable and reproducible neural trajectories in the correct trials while showed irregular trajectories in the incorrect trials, which may establish a link between the neurocognitive process and behavioral performance in working memory. The MLEs significantly increased during working memory in the correctly performed trials, indicating an increased divergence of the neural trajectories. In the incorrect trials, the MLEs were nearly zero and remained unchanged during the task. Taken together, the trial-specific neural trajectory provides an effective way to track the instantaneous state of the neuronal population during the working memory task and offers valuable insights into working memory function. The MLE describes the changes of neural dynamics in working memory and may reflect different neuronal population states in working memory. |
format | Online Article Text |
id | pubmed-4585230 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-45852302015-10-05 Dynamic trajectory of multiple single-unit activity during working memory task in rats Zhang, Xiaofan Yi, Hu Bai, Wenwen Tian, Xin Front Comput Neurosci Neuroscience Working memory plays an important role in complex cognitive tasks. A popular theoretical view is that transient properties of neuronal dynamics underlie cognitive processing. The question raised here as to how the transient dynamics evolve in working memory. To address this issue, we investigated the multiple single-unit activity dynamics in rat medial prefrontal cortex (mPFC) during a Y-maze working memory task. The approach worked by reconstructing state space from delays of the original single-unit firing rate variables, which were further analyzed using kernel principal component analysis (KPCA). Then the neural trajectories were obtained to visualize the multiple single-unit activity. Furthermore, the maximal Lyapunov exponent (MLE) was calculated to quantitatively evaluate the neural trajectories during the working memory task. The results showed that the neuronal activity produced stable and reproducible neural trajectories in the correct trials while showed irregular trajectories in the incorrect trials, which may establish a link between the neurocognitive process and behavioral performance in working memory. The MLEs significantly increased during working memory in the correctly performed trials, indicating an increased divergence of the neural trajectories. In the incorrect trials, the MLEs were nearly zero and remained unchanged during the task. Taken together, the trial-specific neural trajectory provides an effective way to track the instantaneous state of the neuronal population during the working memory task and offers valuable insights into working memory function. The MLE describes the changes of neural dynamics in working memory and may reflect different neuronal population states in working memory. Frontiers Media S.A. 2015-09-24 /pmc/articles/PMC4585230/ /pubmed/26441626 http://dx.doi.org/10.3389/fncom.2015.00117 Text en Copyright © 2015 Zhang, Yi, Bai and Tian. 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) or licensor 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 Zhang, Xiaofan Yi, Hu Bai, Wenwen Tian, Xin Dynamic trajectory of multiple single-unit activity during working memory task in rats |
title | Dynamic trajectory of multiple single-unit activity during working memory task in rats |
title_full | Dynamic trajectory of multiple single-unit activity during working memory task in rats |
title_fullStr | Dynamic trajectory of multiple single-unit activity during working memory task in rats |
title_full_unstemmed | Dynamic trajectory of multiple single-unit activity during working memory task in rats |
title_short | Dynamic trajectory of multiple single-unit activity during working memory task in rats |
title_sort | dynamic trajectory of multiple single-unit activity during working memory task in rats |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4585230/ https://www.ncbi.nlm.nih.gov/pubmed/26441626 http://dx.doi.org/10.3389/fncom.2015.00117 |
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