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Using Modified Sample Entropy to Characterize Aging-Associated Microvascular Dysfunction
Cutaneous microvascular function can be assessed by skin blood flow (SBF) response to thermal stimuli. Usually, the activities of the regulatory mechanisms are quantified by means of spectral analysis of the response. However, spectral measures are unable to characterize the nonlinear dynamics of SB...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4828462/ https://www.ncbi.nlm.nih.gov/pubmed/27148065 http://dx.doi.org/10.3389/fphys.2016.00126 |
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author | Liao, Fuyuan Jan, Yih-Kuen |
author_facet | Liao, Fuyuan Jan, Yih-Kuen |
author_sort | Liao, Fuyuan |
collection | PubMed |
description | Cutaneous microvascular function can be assessed by skin blood flow (SBF) response to thermal stimuli. Usually, the activities of the regulatory mechanisms are quantified by means of spectral analysis of the response. However, spectral measures are unable to characterize the nonlinear dynamics of SBF signal. Sample entropy (SampEn) is a commonly used nonlinear measure of the degree of regularity of time series. However, SampEn value depends on the relationship between the frequency of the studied dynamics and sampling rate. Hence, when time series data are oversampled, SampEn may give misleading results. We modified the definition of SampEn by including a lag between successive data points of the vectors to be compared to address the oversampled issue. The lag could be chosen as the first minimum of the auto mutual information function of the time series. We tested the performance of modified SampEn using simulated signals and SBF data in the young and old groups. The results indicated that modified SampEn yields consistent results for different sampling rates in simulated data, but SampEn cannot. Blood flow data showed a higher degree of regularity during the maximal vasodilation period as compared to the baseline in both groups and a higher degree of regularity in the older group as compared to the young group. Furthermore, our results showed that during the second peak the more regular behavior of blood flow oscillations (BFO) is mainly attributed to enhanced cardiac oscillations. This study suggests that the modified SampEn approach may be useful for assessing microvascular function. |
format | Online Article Text |
id | pubmed-4828462 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-48284622016-05-04 Using Modified Sample Entropy to Characterize Aging-Associated Microvascular Dysfunction Liao, Fuyuan Jan, Yih-Kuen Front Physiol Physiology Cutaneous microvascular function can be assessed by skin blood flow (SBF) response to thermal stimuli. Usually, the activities of the regulatory mechanisms are quantified by means of spectral analysis of the response. However, spectral measures are unable to characterize the nonlinear dynamics of SBF signal. Sample entropy (SampEn) is a commonly used nonlinear measure of the degree of regularity of time series. However, SampEn value depends on the relationship between the frequency of the studied dynamics and sampling rate. Hence, when time series data are oversampled, SampEn may give misleading results. We modified the definition of SampEn by including a lag between successive data points of the vectors to be compared to address the oversampled issue. The lag could be chosen as the first minimum of the auto mutual information function of the time series. We tested the performance of modified SampEn using simulated signals and SBF data in the young and old groups. The results indicated that modified SampEn yields consistent results for different sampling rates in simulated data, but SampEn cannot. Blood flow data showed a higher degree of regularity during the maximal vasodilation period as compared to the baseline in both groups and a higher degree of regularity in the older group as compared to the young group. Furthermore, our results showed that during the second peak the more regular behavior of blood flow oscillations (BFO) is mainly attributed to enhanced cardiac oscillations. This study suggests that the modified SampEn approach may be useful for assessing microvascular function. Frontiers Media S.A. 2016-04-12 /pmc/articles/PMC4828462/ /pubmed/27148065 http://dx.doi.org/10.3389/fphys.2016.00126 Text en Copyright © 2016 Liao and Jan. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Physiology Liao, Fuyuan Jan, Yih-Kuen Using Modified Sample Entropy to Characterize Aging-Associated Microvascular Dysfunction |
title | Using Modified Sample Entropy to Characterize Aging-Associated Microvascular Dysfunction |
title_full | Using Modified Sample Entropy to Characterize Aging-Associated Microvascular Dysfunction |
title_fullStr | Using Modified Sample Entropy to Characterize Aging-Associated Microvascular Dysfunction |
title_full_unstemmed | Using Modified Sample Entropy to Characterize Aging-Associated Microvascular Dysfunction |
title_short | Using Modified Sample Entropy to Characterize Aging-Associated Microvascular Dysfunction |
title_sort | using modified sample entropy to characterize aging-associated microvascular dysfunction |
topic | Physiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4828462/ https://www.ncbi.nlm.nih.gov/pubmed/27148065 http://dx.doi.org/10.3389/fphys.2016.00126 |
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