TY - JOUR
T1 - Cardiorespiratory information dynamics during mental arithmetic and sustained attention
AU - Widjaja, Devy
AU - Montalto, Alessandro
AU - Vlemincx, Elke
AU - Marinazzo, Daniele
AU - Van Huffel, Sabine
AU - Faes, Luca
PY - 2015/6/4
Y1 - 2015/6/4
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=84934977408&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84934977408&partnerID=8YFLogxK
U2 - 10.1371/journal.pone.0129112
DO - 10.1371/journal.pone.0129112
M3 - Article
C2 - 26042824
AN - SCOPUS:84934977408
SN - 1932-6203
VL - 10
JO - PLoS ONE
JF - PLoS ONE
IS - 6
M1 - e0129112
ER -