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Filter based phase distortions in extracellular spikes
Extracellular recordings are the primary tool for extracting neuronal spike trains in-vivo. One of the crucial pre-processing stages of this signal is the high-pass filtration used to isolate neuronal spiking activity. Filters are characterized by changes in the magnitude and phase of different freq...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5373639/ https://www.ncbi.nlm.nih.gov/pubmed/28358895 http://dx.doi.org/10.1371/journal.pone.0174790 |
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author | Yael, Dorin Bar-Gad, Izhar |
author_facet | Yael, Dorin Bar-Gad, Izhar |
author_sort | Yael, Dorin |
collection | PubMed |
description | Extracellular recordings are the primary tool for extracting neuronal spike trains in-vivo. One of the crucial pre-processing stages of this signal is the high-pass filtration used to isolate neuronal spiking activity. Filters are characterized by changes in the magnitude and phase of different frequencies. While filters are typically chosen for their effect on magnitudes, little attention has been paid to the impact of these filters on the phase of each frequency. In this study we show that in the case of nonlinear phase shifts generated by most online and offline filters, the signal is severely distorted, resulting in an alteration of the spike waveform. This distortion leads to a shape that deviates from the original waveform as a function of its constituent frequencies, and a dramatic reduction in the SNR of the waveform that disrupts spike detectability. Currently, the vast majority of articles utilizing extracellular data are subject to these distortions since most commercial and academic hardware and software utilize nonlinear phase filters. We show that this severe problem can be avoided by recording wide-band signals followed by zero phase filtering, or alternatively corrected by reversed filtering of a narrow-band filtered, and in some cases even segmented signals. Implementation of either zero phase filtering or phase correction of the nonlinear phase filtering reproduces the original spike waveforms and increases the spike detection rates while reducing the number of false negative and positive errors. This process, in turn, helps eliminate subsequent errors in downstream analyses and misinterpretations of the results. |
format | Online Article Text |
id | pubmed-5373639 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-53736392017-04-07 Filter based phase distortions in extracellular spikes Yael, Dorin Bar-Gad, Izhar PLoS One Research Article Extracellular recordings are the primary tool for extracting neuronal spike trains in-vivo. One of the crucial pre-processing stages of this signal is the high-pass filtration used to isolate neuronal spiking activity. Filters are characterized by changes in the magnitude and phase of different frequencies. While filters are typically chosen for their effect on magnitudes, little attention has been paid to the impact of these filters on the phase of each frequency. In this study we show that in the case of nonlinear phase shifts generated by most online and offline filters, the signal is severely distorted, resulting in an alteration of the spike waveform. This distortion leads to a shape that deviates from the original waveform as a function of its constituent frequencies, and a dramatic reduction in the SNR of the waveform that disrupts spike detectability. Currently, the vast majority of articles utilizing extracellular data are subject to these distortions since most commercial and academic hardware and software utilize nonlinear phase filters. We show that this severe problem can be avoided by recording wide-band signals followed by zero phase filtering, or alternatively corrected by reversed filtering of a narrow-band filtered, and in some cases even segmented signals. Implementation of either zero phase filtering or phase correction of the nonlinear phase filtering reproduces the original spike waveforms and increases the spike detection rates while reducing the number of false negative and positive errors. This process, in turn, helps eliminate subsequent errors in downstream analyses and misinterpretations of the results. Public Library of Science 2017-03-30 /pmc/articles/PMC5373639/ /pubmed/28358895 http://dx.doi.org/10.1371/journal.pone.0174790 Text en © 2017 Yael, Bar-Gad http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Yael, Dorin Bar-Gad, Izhar Filter based phase distortions in extracellular spikes |
title | Filter based phase distortions in extracellular spikes |
title_full | Filter based phase distortions in extracellular spikes |
title_fullStr | Filter based phase distortions in extracellular spikes |
title_full_unstemmed | Filter based phase distortions in extracellular spikes |
title_short | Filter based phase distortions in extracellular spikes |
title_sort | filter based phase distortions in extracellular spikes |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5373639/ https://www.ncbi.nlm.nih.gov/pubmed/28358895 http://dx.doi.org/10.1371/journal.pone.0174790 |
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