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Slow gain fluctuations limit benefits of temporal integration in visual cortex

Sensory neurons represent stimulus information with sequences of action potentials that differ across repeated measurements. This variability limits the information that can be extracted from momentary observations of a neuron's response. It is often assumed that integrating responses over time...

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Autores principales: Goris, Robbe L. T., Ziemba, Corey M., Movshon, J. Anthony, Simoncelli, Eero P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Association for Research in Vision and Ophthalmology 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6107324/
https://www.ncbi.nlm.nih.gov/pubmed/30140890
http://dx.doi.org/10.1167/18.8.8
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author Goris, Robbe L. T.
Ziemba, Corey M.
Movshon, J. Anthony
Simoncelli, Eero P.
author_facet Goris, Robbe L. T.
Ziemba, Corey M.
Movshon, J. Anthony
Simoncelli, Eero P.
author_sort Goris, Robbe L. T.
collection PubMed
description Sensory neurons represent stimulus information with sequences of action potentials that differ across repeated measurements. This variability limits the information that can be extracted from momentary observations of a neuron's response. It is often assumed that integrating responses over time mitigates this limitation. However, temporal response correlations can reduce the benefits of temporal integration. We examined responses of individual orientation-selective neurons in the primary visual cortex of two macaque monkeys performing an orientation-discrimination task. The signal-to-noise ratio of temporally integrated responses increased for durations up to a few hundred milliseconds but saturated for longer durations. This was true even when cells exhibited little or no adaptation in their response levels. These observations are well explained by a statistical response model in which spikes arise from a Poisson process whose stimulus-dependent rate is modulated by slow, stimulus-independent fluctuations in gain. The response variability arising from the Poisson process is reduced by temporal integration, but the slow modulatory nature of variability due to gain fluctuations is not. Slow gain fluctuations therefore impose a fundamental limit on the benefits of temporal integration.
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spelling pubmed-61073242018-08-24 Slow gain fluctuations limit benefits of temporal integration in visual cortex Goris, Robbe L. T. Ziemba, Corey M. Movshon, J. Anthony Simoncelli, Eero P. J Vis Article Sensory neurons represent stimulus information with sequences of action potentials that differ across repeated measurements. This variability limits the information that can be extracted from momentary observations of a neuron's response. It is often assumed that integrating responses over time mitigates this limitation. However, temporal response correlations can reduce the benefits of temporal integration. We examined responses of individual orientation-selective neurons in the primary visual cortex of two macaque monkeys performing an orientation-discrimination task. The signal-to-noise ratio of temporally integrated responses increased for durations up to a few hundred milliseconds but saturated for longer durations. This was true even when cells exhibited little or no adaptation in their response levels. These observations are well explained by a statistical response model in which spikes arise from a Poisson process whose stimulus-dependent rate is modulated by slow, stimulus-independent fluctuations in gain. The response variability arising from the Poisson process is reduced by temporal integration, but the slow modulatory nature of variability due to gain fluctuations is not. Slow gain fluctuations therefore impose a fundamental limit on the benefits of temporal integration. The Association for Research in Vision and Ophthalmology 2018-08-22 /pmc/articles/PMC6107324/ /pubmed/30140890 http://dx.doi.org/10.1167/18.8.8 Text en Copyright 2018 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
spellingShingle Article
Goris, Robbe L. T.
Ziemba, Corey M.
Movshon, J. Anthony
Simoncelli, Eero P.
Slow gain fluctuations limit benefits of temporal integration in visual cortex
title Slow gain fluctuations limit benefits of temporal integration in visual cortex
title_full Slow gain fluctuations limit benefits of temporal integration in visual cortex
title_fullStr Slow gain fluctuations limit benefits of temporal integration in visual cortex
title_full_unstemmed Slow gain fluctuations limit benefits of temporal integration in visual cortex
title_short Slow gain fluctuations limit benefits of temporal integration in visual cortex
title_sort slow gain fluctuations limit benefits of temporal integration in visual cortex
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6107324/
https://www.ncbi.nlm.nih.gov/pubmed/30140890
http://dx.doi.org/10.1167/18.8.8
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