Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Rosenbaum, Robert J., Trousdale, James, Josić, Krešimir
Formato: Texto
Lenguaje:English
Publicado: Frontiers Research Foundation 2010
Materias:
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
_version_ 1782181133908180992
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