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Pooling and Correlated Neural Activity
Correlations between spike trains can strongly modulate neuronal activity and affect the ability of neurons to encode information. Neurons integrate inputs from thousands of afferents. Similarly, a number of experimental techniques are designed to record pooled cell activity. We review and generaliz...
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
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Frontiers Research Foundation
2010
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2870944/ https://www.ncbi.nlm.nih.gov/pubmed/20485451 http://dx.doi.org/10.3389/fncom.2010.00009 |
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author | Rosenbaum, Robert J. Trousdale, James Josić, Krešimir |
author_facet | Rosenbaum, Robert J. Trousdale, James Josić, Krešimir |
author_sort | Rosenbaum, Robert J. |
collection | PubMed |
description | Correlations between spike trains can strongly modulate neuronal activity and affect the ability of neurons to encode information. Neurons integrate inputs from thousands of afferents. Similarly, a number of experimental techniques are designed to record pooled cell activity. We review and generalize a number of previous results that show how correlations between cells in a population can be amplified and distorted in signals that reflect their collective activity. The structure of the underlying neuronal response can significantly impact correlations between such pooled signals. Therefore care needs to be taken when interpreting pooled recordings, or modeling networks of cells that receive inputs from large presynaptic populations. We also show that the frequently observed runaway synchrony in feedforward chains is primarily due to the pooling of correlated inputs. |
format | Text |
id | pubmed-2870944 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Frontiers Research Foundation |
record_format | MEDLINE/PubMed |
spelling | pubmed-28709442010-05-18 Pooling and Correlated Neural Activity Rosenbaum, Robert J. Trousdale, James Josić, Krešimir Front Comput Neurosci Neuroscience Correlations between spike trains can strongly modulate neuronal activity and affect the ability of neurons to encode information. Neurons integrate inputs from thousands of afferents. Similarly, a number of experimental techniques are designed to record pooled cell activity. We review and generalize a number of previous results that show how correlations between cells in a population can be amplified and distorted in signals that reflect their collective activity. The structure of the underlying neuronal response can significantly impact correlations between such pooled signals. Therefore care needs to be taken when interpreting pooled recordings, or modeling networks of cells that receive inputs from large presynaptic populations. We also show that the frequently observed runaway synchrony in feedforward chains is primarily due to the pooling of correlated inputs. Frontiers Research Foundation 2010-04-19 /pmc/articles/PMC2870944/ /pubmed/20485451 http://dx.doi.org/10.3389/fncom.2010.00009 Text en Copyright © 2010 Rosenbaum, Trousdale and Josić. http://www.frontiersin.org/licenseagreement This is an open-access article subject to an exclusive license agreement between the authors and the Frontiers Research Foundation, which permits unrestricted use, distribution, and reproduction in any medium, provided the original authors and source are credited. |
spellingShingle | Neuroscience Rosenbaum, Robert J. Trousdale, James Josić, Krešimir Pooling and Correlated Neural Activity |
title | Pooling and Correlated Neural Activity |
title_full | Pooling and Correlated Neural Activity |
title_fullStr | Pooling and Correlated Neural Activity |
title_full_unstemmed | Pooling and Correlated Neural Activity |
title_short | Pooling and Correlated Neural Activity |
title_sort | pooling and correlated neural activity |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2870944/ https://www.ncbi.nlm.nih.gov/pubmed/20485451 http://dx.doi.org/10.3389/fncom.2010.00009 |
work_keys_str_mv | AT rosenbaumrobertj poolingandcorrelatedneuralactivity AT trousdalejames poolingandcorrelatedneuralactivity AT josickresimir poolingandcorrelatedneuralactivity |