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Measurement of stress-induced sympathetic nervous activity using multi-wavelength PPG

The onset of stress triggers sympathetic arousal (SA), which causes detectable changes to physiological parameters such as heart rate, blood pressure, dilation of the pupils and sweat release. The objective quantification of SA has tremendous potential to prevent and manage psychological disorders....

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Autores principales: Udhayakumar, Radhagayathri, Rahman, Saifur, Buxi, Dilpreet, Macefield, Vaughan G., Dawood, Tye, Mellor, Nicholas, Karmakar, Chandan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10465208/
https://www.ncbi.nlm.nih.gov/pubmed/37650068
http://dx.doi.org/10.1098/rsos.221382
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author Udhayakumar, Radhagayathri
Rahman, Saifur
Buxi, Dilpreet
Macefield, Vaughan G.
Dawood, Tye
Mellor, Nicholas
Karmakar, Chandan
author_facet Udhayakumar, Radhagayathri
Rahman, Saifur
Buxi, Dilpreet
Macefield, Vaughan G.
Dawood, Tye
Mellor, Nicholas
Karmakar, Chandan
author_sort Udhayakumar, Radhagayathri
collection PubMed
description The onset of stress triggers sympathetic arousal (SA), which causes detectable changes to physiological parameters such as heart rate, blood pressure, dilation of the pupils and sweat release. The objective quantification of SA has tremendous potential to prevent and manage psychological disorders. Photoplethysmography (PPG), a non-invasive method to measure skin blood flow changes, has been used to estimate SA indirectly. However, the impact of various wavelengths of the PPG signal has not been investigated for estimating SA. In this study, we explore the feasibility of using various statistical and nonlinear features derived from peak-to-peak (AC) values of PPG signals of different wavelengths (green, blue, infrared and red) to estimate stress-induced changes in SA and compare their performances. The impact of two physical stressors: and Hand Grip are studied on 32 healthy individuals. Linear (Mean, s.d.) and nonlinear (Katz, Petrosian, Higuchi, SampEn, TotalSampEn) features are extracted from the PPG signal’s AC amplitudes to identify the onset, continuation and recovery phases of those stressors. The results show that the nonlinear features are the most promising in detecting stress-induced sympathetic activity. TotalSampEn feature was capable of detecting stress-induced changes in SA for all wavelengths, whereas other features (Petrosian, AvgSampEn) are significant (AUC ≥ 0.8) only for IR and Red wavelengths. The outcomes of this study can be used to make device design decisions as well as develop stress detection algorithms.
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spelling pubmed-104652082023-08-30 Measurement of stress-induced sympathetic nervous activity using multi-wavelength PPG Udhayakumar, Radhagayathri Rahman, Saifur Buxi, Dilpreet Macefield, Vaughan G. Dawood, Tye Mellor, Nicholas Karmakar, Chandan R Soc Open Sci Engineering The onset of stress triggers sympathetic arousal (SA), which causes detectable changes to physiological parameters such as heart rate, blood pressure, dilation of the pupils and sweat release. The objective quantification of SA has tremendous potential to prevent and manage psychological disorders. Photoplethysmography (PPG), a non-invasive method to measure skin blood flow changes, has been used to estimate SA indirectly. However, the impact of various wavelengths of the PPG signal has not been investigated for estimating SA. In this study, we explore the feasibility of using various statistical and nonlinear features derived from peak-to-peak (AC) values of PPG signals of different wavelengths (green, blue, infrared and red) to estimate stress-induced changes in SA and compare their performances. The impact of two physical stressors: and Hand Grip are studied on 32 healthy individuals. Linear (Mean, s.d.) and nonlinear (Katz, Petrosian, Higuchi, SampEn, TotalSampEn) features are extracted from the PPG signal’s AC amplitudes to identify the onset, continuation and recovery phases of those stressors. The results show that the nonlinear features are the most promising in detecting stress-induced sympathetic activity. TotalSampEn feature was capable of detecting stress-induced changes in SA for all wavelengths, whereas other features (Petrosian, AvgSampEn) are significant (AUC ≥ 0.8) only for IR and Red wavelengths. The outcomes of this study can be used to make device design decisions as well as develop stress detection algorithms. The Royal Society 2023-08-30 /pmc/articles/PMC10465208/ /pubmed/37650068 http://dx.doi.org/10.1098/rsos.221382 Text en © 2023 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited.
spellingShingle Engineering
Udhayakumar, Radhagayathri
Rahman, Saifur
Buxi, Dilpreet
Macefield, Vaughan G.
Dawood, Tye
Mellor, Nicholas
Karmakar, Chandan
Measurement of stress-induced sympathetic nervous activity using multi-wavelength PPG
title Measurement of stress-induced sympathetic nervous activity using multi-wavelength PPG
title_full Measurement of stress-induced sympathetic nervous activity using multi-wavelength PPG
title_fullStr Measurement of stress-induced sympathetic nervous activity using multi-wavelength PPG
title_full_unstemmed Measurement of stress-induced sympathetic nervous activity using multi-wavelength PPG
title_short Measurement of stress-induced sympathetic nervous activity using multi-wavelength PPG
title_sort measurement of stress-induced sympathetic nervous activity using multi-wavelength ppg
topic Engineering
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10465208/
https://www.ncbi.nlm.nih.gov/pubmed/37650068
http://dx.doi.org/10.1098/rsos.221382
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