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Sensory information in local field potentials and spikes from visual and auditory cortices: time scales and frequency bands
Studies analyzing sensory cortical processing or trying to decode brain activity often rely on a combination of different electrophysiological signals, such as local field potentials (LFPs) and spiking activity. Understanding the relation between these signals and sensory stimuli and between differe...
Autores principales: | , , , , |
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Formato: | Texto |
Lenguaje: | English |
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Springer US
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2978898/ https://www.ncbi.nlm.nih.gov/pubmed/20232128 http://dx.doi.org/10.1007/s10827-010-0230-y |
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author | Belitski, Andrei Panzeri, Stefano Magri, Cesare Logothetis, Nikos K. Kayser, Christoph |
author_facet | Belitski, Andrei Panzeri, Stefano Magri, Cesare Logothetis, Nikos K. Kayser, Christoph |
author_sort | Belitski, Andrei |
collection | PubMed |
description | Studies analyzing sensory cortical processing or trying to decode brain activity often rely on a combination of different electrophysiological signals, such as local field potentials (LFPs) and spiking activity. Understanding the relation between these signals and sensory stimuli and between different components of these signals is hence of great interest. We here provide an analysis of LFPs and spiking activity recorded from visual and auditory cortex during stimulation with natural stimuli. In particular, we focus on the time scales on which different components of these signals are informative about the stimulus, and on the dependencies between different components of these signals. Addressing the first question, we find that stimulus information in low frequency bands (<12 Hz) is high, regardless of whether their energy is computed at the scale of milliseconds or seconds. Stimulus information in higher bands (>50 Hz), in contrast, is scale dependent, and is larger when the energy is averaged over several hundreds of milliseconds. Indeed, combined analysis of signal reliability and information revealed that the energy of slow LFP fluctuations is well related to the stimulus even when considering individual or few cycles, while the energy of fast LFP oscillations carries information only when averaged over many cycles. Addressing the second question, we find that stimulus information in different LFP bands, and in different LFP bands and spiking activity, is largely independent regardless of time scale or sensory system. Taken together, these findings suggest that different LFP bands represent dynamic natural stimuli on distinct time scales and together provide a potentially rich source of information for sensory processing or decoding brain activity. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s10827-010-0230-y) contains supplementary material, which is available to authorized users. |
format | Text |
id | pubmed-2978898 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-29788982010-12-08 Sensory information in local field potentials and spikes from visual and auditory cortices: time scales and frequency bands Belitski, Andrei Panzeri, Stefano Magri, Cesare Logothetis, Nikos K. Kayser, Christoph J Comput Neurosci Article Studies analyzing sensory cortical processing or trying to decode brain activity often rely on a combination of different electrophysiological signals, such as local field potentials (LFPs) and spiking activity. Understanding the relation between these signals and sensory stimuli and between different components of these signals is hence of great interest. We here provide an analysis of LFPs and spiking activity recorded from visual and auditory cortex during stimulation with natural stimuli. In particular, we focus on the time scales on which different components of these signals are informative about the stimulus, and on the dependencies between different components of these signals. Addressing the first question, we find that stimulus information in low frequency bands (<12 Hz) is high, regardless of whether their energy is computed at the scale of milliseconds or seconds. Stimulus information in higher bands (>50 Hz), in contrast, is scale dependent, and is larger when the energy is averaged over several hundreds of milliseconds. Indeed, combined analysis of signal reliability and information revealed that the energy of slow LFP fluctuations is well related to the stimulus even when considering individual or few cycles, while the energy of fast LFP oscillations carries information only when averaged over many cycles. Addressing the second question, we find that stimulus information in different LFP bands, and in different LFP bands and spiking activity, is largely independent regardless of time scale or sensory system. Taken together, these findings suggest that different LFP bands represent dynamic natural stimuli on distinct time scales and together provide a potentially rich source of information for sensory processing or decoding brain activity. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s10827-010-0230-y) contains supplementary material, which is available to authorized users. Springer US 2010-03-16 2010 /pmc/articles/PMC2978898/ /pubmed/20232128 http://dx.doi.org/10.1007/s10827-010-0230-y Text en © The Author(s) 2010 https://creativecommons.org/licenses/by-nc/4.0/ This article is distributed under the terms of the Creative Commons Attribution Noncommercial License which permits any noncommercial use, distribution, and reproduction in any medium, provided the original author(s) and source are credited. |
spellingShingle | Article Belitski, Andrei Panzeri, Stefano Magri, Cesare Logothetis, Nikos K. Kayser, Christoph Sensory information in local field potentials and spikes from visual and auditory cortices: time scales and frequency bands |
title | Sensory information in local field potentials and spikes from visual and auditory cortices: time scales and frequency bands |
title_full | Sensory information in local field potentials and spikes from visual and auditory cortices: time scales and frequency bands |
title_fullStr | Sensory information in local field potentials and spikes from visual and auditory cortices: time scales and frequency bands |
title_full_unstemmed | Sensory information in local field potentials and spikes from visual and auditory cortices: time scales and frequency bands |
title_short | Sensory information in local field potentials and spikes from visual and auditory cortices: time scales and frequency bands |
title_sort | sensory information in local field potentials and spikes from visual and auditory cortices: time scales and frequency bands |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2978898/ https://www.ncbi.nlm.nih.gov/pubmed/20232128 http://dx.doi.org/10.1007/s10827-010-0230-y |
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