Cardiorespiratory Information Dynamics during Mental Arithmetic and Sustained Attention.

An analysis of cardiorespiratory dynamics during mental arithmetic, which induces stress, and sustained attention was conducted using information theory. The information storage and internal information of heart rate variability (HRV) were determined respectively as the self-entropy of the tachogram...

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Main Authors: Devy Widjaja, Alessandro Montalto, Elke Vlemincx, Daniele Marinazzo, Sabine Van Huffel, Luca Faes
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0129112
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spelling doaj-2d71d2991168409590e26e2fac1323e42021-03-03T20:02:56ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-01106e012911210.1371/journal.pone.0129112Cardiorespiratory Information Dynamics during Mental Arithmetic and Sustained Attention.Devy WidjajaAlessandro MontaltoElke VlemincxDaniele MarinazzoSabine Van HuffelLuca FaesAn analysis of cardiorespiratory dynamics during mental arithmetic, which induces stress, and sustained attention was conducted using information theory. The information storage and internal information of heart rate variability (HRV) were determined respectively as the self-entropy of the tachogram, and the self-entropy of the tachogram conditioned to the knowledge of respiration. The information transfer and cross information from respiration to HRV were assessed as the transfer and cross-entropy, both measures of cardiorespiratory coupling. These information-theoretic measures identified significant nonlinearities in the cardiorespiratory time series. Additionally, it was shown that, although mental stress is related to a reduction in vagal activity, no difference in cardiorespiratory coupling was found when several mental states (rest, mental stress, sustained attention) are compared. However, the self-entropy of HRV conditioned to respiration was very informative to study the predictability of RR interval series during mental tasks, and showed higher predictability during mental arithmetic compared to sustained attention or rest.https://doi.org/10.1371/journal.pone.0129112
collection DOAJ
language English
format Article
sources DOAJ
author Devy Widjaja
Alessandro Montalto
Elke Vlemincx
Daniele Marinazzo
Sabine Van Huffel
Luca Faes
spellingShingle Devy Widjaja
Alessandro Montalto
Elke Vlemincx
Daniele Marinazzo
Sabine Van Huffel
Luca Faes
Cardiorespiratory Information Dynamics during Mental Arithmetic and Sustained Attention.
PLoS ONE
author_facet Devy Widjaja
Alessandro Montalto
Elke Vlemincx
Daniele Marinazzo
Sabine Van Huffel
Luca Faes
author_sort Devy Widjaja
title Cardiorespiratory Information Dynamics during Mental Arithmetic and Sustained Attention.
title_short Cardiorespiratory Information Dynamics during Mental Arithmetic and Sustained Attention.
title_full Cardiorespiratory Information Dynamics during Mental Arithmetic and Sustained Attention.
title_fullStr Cardiorespiratory Information Dynamics during Mental Arithmetic and Sustained Attention.
title_full_unstemmed Cardiorespiratory Information Dynamics during Mental Arithmetic and Sustained Attention.
title_sort cardiorespiratory information dynamics during mental arithmetic and sustained attention.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2015-01-01
description An analysis of cardiorespiratory dynamics during mental arithmetic, which induces stress, and sustained attention was conducted using information theory. The information storage and internal information of heart rate variability (HRV) were determined respectively as the self-entropy of the tachogram, and the self-entropy of the tachogram conditioned to the knowledge of respiration. The information transfer and cross information from respiration to HRV were assessed as the transfer and cross-entropy, both measures of cardiorespiratory coupling. These information-theoretic measures identified significant nonlinearities in the cardiorespiratory time series. Additionally, it was shown that, although mental stress is related to a reduction in vagal activity, no difference in cardiorespiratory coupling was found when several mental states (rest, mental stress, sustained attention) are compared. However, the self-entropy of HRV conditioned to respiration was very informative to study the predictability of RR interval series during mental tasks, and showed higher predictability during mental arithmetic compared to sustained attention or rest.
url https://doi.org/10.1371/journal.pone.0129112
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