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Comparing task‐induced psychophysiological responses between persons with stress‐related complaints and healthy controls: A methodological pilot study

AIMS: Chronic stress is an important factor for a variety of health problems, highlighting the importance of early detection of stress‐related problems. This methodological pilot study investigated whether the physiological response to and recovery from a stress task can differentiate healthy partic...

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Autores principales: Smets, Elena, Schiavone, Giuseppina, Velazquez, Emmanuel Rios, De Raedt, Walter, Bogaerts, Katleen, Van Diest, Ilse, Van Hoof, Chris
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6266450/
https://www.ncbi.nlm.nih.gov/pubmed/30623095
http://dx.doi.org/10.1002/hsr2.60
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author Smets, Elena
Schiavone, Giuseppina
Velazquez, Emmanuel Rios
De Raedt, Walter
Bogaerts, Katleen
Van Diest, Ilse
Van Hoof, Chris
author_facet Smets, Elena
Schiavone, Giuseppina
Velazquez, Emmanuel Rios
De Raedt, Walter
Bogaerts, Katleen
Van Diest, Ilse
Van Hoof, Chris
author_sort Smets, Elena
collection PubMed
description AIMS: Chronic stress is an important factor for a variety of health problems, highlighting the importance of early detection of stress‐related problems. This methodological pilot study investigated whether the physiological response to and recovery from a stress task can differentiate healthy participants and persons with stress‐related complaints. METHODS AND RESULTS: Healthy participants (n = 20) and participants with stress‐related complaints (n = 12) participated in a laboratory stress test, which included 3 stress tasks. Three physiological signals were recorded: galvanic skin response (GSR), heart rate (HR), and skin temperature (ST). From these signals, 126 features were extracted, including static (eg, mean) and dynamic (eg, recovery time) features. Unsupervised feature selection reduced the set to 26 features. A logistic regression model was developed for 6 feature sets, analysing single‐parameter and multiparameter models as well as models using recovery vs response‐related features. The highest classification performance (accuracy = 78%) was obtained using the response‐related feature set, including all physiological signals and using GSR‐related features. A worse performance was obtained using single‐signal feature sets based on HR (accuracy = 66%) and ST (accuracy = 59%). Response‐related features outperformed recovery‐related features (accuracy = 63%). CONCLUSION: Participants with stress‐related complaints may be differentiated from healthy controls by physiological responses to stress tasks. We aimed to bring attention to new exploratory methodologies; further research is needed to validate and replicate the results on larger populations and patients on different areas along the stress continuum.
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spelling pubmed-62664502019-01-08 Comparing task‐induced psychophysiological responses between persons with stress‐related complaints and healthy controls: A methodological pilot study Smets, Elena Schiavone, Giuseppina Velazquez, Emmanuel Rios De Raedt, Walter Bogaerts, Katleen Van Diest, Ilse Van Hoof, Chris Health Sci Rep Research Articles AIMS: Chronic stress is an important factor for a variety of health problems, highlighting the importance of early detection of stress‐related problems. This methodological pilot study investigated whether the physiological response to and recovery from a stress task can differentiate healthy participants and persons with stress‐related complaints. METHODS AND RESULTS: Healthy participants (n = 20) and participants with stress‐related complaints (n = 12) participated in a laboratory stress test, which included 3 stress tasks. Three physiological signals were recorded: galvanic skin response (GSR), heart rate (HR), and skin temperature (ST). From these signals, 126 features were extracted, including static (eg, mean) and dynamic (eg, recovery time) features. Unsupervised feature selection reduced the set to 26 features. A logistic regression model was developed for 6 feature sets, analysing single‐parameter and multiparameter models as well as models using recovery vs response‐related features. The highest classification performance (accuracy = 78%) was obtained using the response‐related feature set, including all physiological signals and using GSR‐related features. A worse performance was obtained using single‐signal feature sets based on HR (accuracy = 66%) and ST (accuracy = 59%). Response‐related features outperformed recovery‐related features (accuracy = 63%). CONCLUSION: Participants with stress‐related complaints may be differentiated from healthy controls by physiological responses to stress tasks. We aimed to bring attention to new exploratory methodologies; further research is needed to validate and replicate the results on larger populations and patients on different areas along the stress continuum. John Wiley and Sons Inc. 2018-06-26 /pmc/articles/PMC6266450/ /pubmed/30623095 http://dx.doi.org/10.1002/hsr2.60 Text en © 2018 The Authors. Health Science Reports published by Wiley Periodicals, Inc. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Smets, Elena
Schiavone, Giuseppina
Velazquez, Emmanuel Rios
De Raedt, Walter
Bogaerts, Katleen
Van Diest, Ilse
Van Hoof, Chris
Comparing task‐induced psychophysiological responses between persons with stress‐related complaints and healthy controls: A methodological pilot study
title Comparing task‐induced psychophysiological responses between persons with stress‐related complaints and healthy controls: A methodological pilot study
title_full Comparing task‐induced psychophysiological responses between persons with stress‐related complaints and healthy controls: A methodological pilot study
title_fullStr Comparing task‐induced psychophysiological responses between persons with stress‐related complaints and healthy controls: A methodological pilot study
title_full_unstemmed Comparing task‐induced psychophysiological responses between persons with stress‐related complaints and healthy controls: A methodological pilot study
title_short Comparing task‐induced psychophysiological responses between persons with stress‐related complaints and healthy controls: A methodological pilot study
title_sort comparing task‐induced psychophysiological responses between persons with stress‐related complaints and healthy controls: a methodological pilot study
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6266450/
https://www.ncbi.nlm.nih.gov/pubmed/30623095
http://dx.doi.org/10.1002/hsr2.60
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