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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2015-01-01
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Online Access: | https://doi.org/10.1371/journal.pone.0129112 |
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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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