A computational study on altered theta-gamma coupling during learning and phase coding.
There is considerable interest in the role of coupling between theta and gamma oscillations in the brain in the context of learning and memory. Here we have used a neural network model which is capable of producing coupling of theta phase to gamma amplitude firstly to explore its ability to reproduc...
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2012-01-01
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doaj-8dac884978644ad9b5cc72fe3d26a9212020-11-24T21:56:34ZengPublic Library of Science (PLoS)PLoS ONE1932-62032012-01-0176e3647210.1371/journal.pone.0036472A computational study on altered theta-gamma coupling during learning and phase coding.Xuejuan ZhangKeith M KendrickHaifu ZhouYang ZhanJianfeng FengThere is considerable interest in the role of coupling between theta and gamma oscillations in the brain in the context of learning and memory. Here we have used a neural network model which is capable of producing coupling of theta phase to gamma amplitude firstly to explore its ability to reproduce reported learning changes and secondly to memory-span and phase coding effects. The spiking neural network incorporates two kinetically different GABA(A) receptor-mediated currents to generate both theta and gamma rhythms and we have found that by selective alteration of both NMDA receptors and GABA(A,slow) receptors it can reproduce learning-related changes in the strength of coupling between theta and gamma either with or without coincident changes in theta amplitude. When the model was used to explore the relationship between theta and gamma oscillations, working memory capacity and phase coding it showed that the potential storage capacity of short term memories, in terms of nested gamma-subcycles, coincides with the maximal theta power. Increasing theta power is also related to the precision of theta phase which functions as a potential timing clock for neuronal firing in the cortex or hippocampus.http://europepmc.org/articles/PMC3380897?pdf=render |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Xuejuan Zhang Keith M Kendrick Haifu Zhou Yang Zhan Jianfeng Feng |
spellingShingle |
Xuejuan Zhang Keith M Kendrick Haifu Zhou Yang Zhan Jianfeng Feng A computational study on altered theta-gamma coupling during learning and phase coding. PLoS ONE |
author_facet |
Xuejuan Zhang Keith M Kendrick Haifu Zhou Yang Zhan Jianfeng Feng |
author_sort |
Xuejuan Zhang |
title |
A computational study on altered theta-gamma coupling during learning and phase coding. |
title_short |
A computational study on altered theta-gamma coupling during learning and phase coding. |
title_full |
A computational study on altered theta-gamma coupling during learning and phase coding. |
title_fullStr |
A computational study on altered theta-gamma coupling during learning and phase coding. |
title_full_unstemmed |
A computational study on altered theta-gamma coupling during learning and phase coding. |
title_sort |
computational study on altered theta-gamma coupling during learning and phase coding. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS ONE |
issn |
1932-6203 |
publishDate |
2012-01-01 |
description |
There is considerable interest in the role of coupling between theta and gamma oscillations in the brain in the context of learning and memory. Here we have used a neural network model which is capable of producing coupling of theta phase to gamma amplitude firstly to explore its ability to reproduce reported learning changes and secondly to memory-span and phase coding effects. The spiking neural network incorporates two kinetically different GABA(A) receptor-mediated currents to generate both theta and gamma rhythms and we have found that by selective alteration of both NMDA receptors and GABA(A,slow) receptors it can reproduce learning-related changes in the strength of coupling between theta and gamma either with or without coincident changes in theta amplitude. When the model was used to explore the relationship between theta and gamma oscillations, working memory capacity and phase coding it showed that the potential storage capacity of short term memories, in terms of nested gamma-subcycles, coincides with the maximal theta power. Increasing theta power is also related to the precision of theta phase which functions as a potential timing clock for neuronal firing in the cortex or hippocampus. |
url |
http://europepmc.org/articles/PMC3380897?pdf=render |
work_keys_str_mv |
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