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Towards Investigating Global Warming Impact on Human Health Using Derivatives of Photoplethysmogram Signals

Recent clinical studies show that the contour of the photoplethysmogram (PPG) wave contains valuable information for characterizing cardiovascular activity. However, analyzing the PPG wave contour is difficult; therefore, researchers have applied first or higher order derivatives to emphasize and co...

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Autores principales: Elgendi, Mohamed, Norton, Ian, Brearley, Matt, Fletcher, Richard R., Abbott, Derek, Lovell, Nigel H., Schuurmans, Dale
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4626999/
https://www.ncbi.nlm.nih.gov/pubmed/26473907
http://dx.doi.org/10.3390/ijerph121012776
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author Elgendi, Mohamed
Norton, Ian
Brearley, Matt
Fletcher, Richard R.
Abbott, Derek
Lovell, Nigel H.
Schuurmans, Dale
author_facet Elgendi, Mohamed
Norton, Ian
Brearley, Matt
Fletcher, Richard R.
Abbott, Derek
Lovell, Nigel H.
Schuurmans, Dale
author_sort Elgendi, Mohamed
collection PubMed
description Recent clinical studies show that the contour of the photoplethysmogram (PPG) wave contains valuable information for characterizing cardiovascular activity. However, analyzing the PPG wave contour is difficult; therefore, researchers have applied first or higher order derivatives to emphasize and conveniently quantify subtle changes in the filtered PPG contour. Our hypothesis is that analyzing the whole PPG recording rather than each PPG wave contour or on a beat-by-beat basis can detect heat-stressed subjects and that, consequently, we will be able to investigate the impact of global warming on human health. Here, we explore the most suitable derivative order for heat stress assessment based on the energy and entropy of the whole PPG recording. The results of our study indicate that the use of the entropy of the seventh derivative of the filtered PPG signal shows promising results in detecting heat stress using 20-second recordings, with an overall accuracy of 71.6%. Moreover, the combination of the entropy of the seventh derivative of the filtered PPG signal with the root mean square of successive differences, or RMSSD (a traditional heart rate variability index of heat stress), improved the detection of heat stress to 88.9% accuracy.
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spelling pubmed-46269992015-11-12 Towards Investigating Global Warming Impact on Human Health Using Derivatives of Photoplethysmogram Signals Elgendi, Mohamed Norton, Ian Brearley, Matt Fletcher, Richard R. Abbott, Derek Lovell, Nigel H. Schuurmans, Dale Int J Environ Res Public Health Article Recent clinical studies show that the contour of the photoplethysmogram (PPG) wave contains valuable information for characterizing cardiovascular activity. However, analyzing the PPG wave contour is difficult; therefore, researchers have applied first or higher order derivatives to emphasize and conveniently quantify subtle changes in the filtered PPG contour. Our hypothesis is that analyzing the whole PPG recording rather than each PPG wave contour or on a beat-by-beat basis can detect heat-stressed subjects and that, consequently, we will be able to investigate the impact of global warming on human health. Here, we explore the most suitable derivative order for heat stress assessment based on the energy and entropy of the whole PPG recording. The results of our study indicate that the use of the entropy of the seventh derivative of the filtered PPG signal shows promising results in detecting heat stress using 20-second recordings, with an overall accuracy of 71.6%. Moreover, the combination of the entropy of the seventh derivative of the filtered PPG signal with the root mean square of successive differences, or RMSSD (a traditional heart rate variability index of heat stress), improved the detection of heat stress to 88.9% accuracy. MDPI 2015-10-14 2015-10 /pmc/articles/PMC4626999/ /pubmed/26473907 http://dx.doi.org/10.3390/ijerph121012776 Text en © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Elgendi, Mohamed
Norton, Ian
Brearley, Matt
Fletcher, Richard R.
Abbott, Derek
Lovell, Nigel H.
Schuurmans, Dale
Towards Investigating Global Warming Impact on Human Health Using Derivatives of Photoplethysmogram Signals
title Towards Investigating Global Warming Impact on Human Health Using Derivatives of Photoplethysmogram Signals
title_full Towards Investigating Global Warming Impact on Human Health Using Derivatives of Photoplethysmogram Signals
title_fullStr Towards Investigating Global Warming Impact on Human Health Using Derivatives of Photoplethysmogram Signals
title_full_unstemmed Towards Investigating Global Warming Impact on Human Health Using Derivatives of Photoplethysmogram Signals
title_short Towards Investigating Global Warming Impact on Human Health Using Derivatives of Photoplethysmogram Signals
title_sort towards investigating global warming impact on human health using derivatives of photoplethysmogram signals
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4626999/
https://www.ncbi.nlm.nih.gov/pubmed/26473907
http://dx.doi.org/10.3390/ijerph121012776
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