Symbolic Dynamic Analysis of Relations Between Cardiac and Breathing Cycles in Patients on Weaning Trials

被引:0
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作者
P. Caminal
B. F. Giraldo
M. Vallverdú
S. Benito
R. Schroeder
A. Voss
机构
[1] Universitat Politècnica de Catalunya (UPC),Departament ESAII
[2] Universitat Politècnica de Catalunya (UPC),Biomedical Engineering Research Centre (CREB)
[3] Biomateriales y Nanomedicina (CIBER-BBN),CIBER de Bioingeniería
[4] Institut de Bioenginyeria de Catalunya (IBEC),Department of Medical Engineering and Biotechnology
[5] Hospital de la Santa Creu i Sant Pau,undefined
[6] University of Applied Sciences Jena,undefined
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关键词
Dynamical nonlinearities analysis; Cardiorespiratory interdependencies; Joint symbolic dynamic; Weaning procedure;
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摘要
Traditional time-domain techniques of data analysis are often not sufficient to characterize the complex dynamics of the cardiorespiratory interdependencies during the weaning trials. In this paper, the interactions between the heart rate (HR) and the breathing rate (BR) were studied using joint symbolic dynamic analysis. A total of 133 patients on weaning trials from mechanical ventilation were analyzed: 94 patients with successful weaning (group S) and 39 patients that failed to maintain spontaneous breathing (group F). The word distribution matrix enabled a coarse-grained quantitative assessment of short-term nonlinear analysis of the cardiorespiratory interactions. The histogram of the occurrence probability of the cardiorespiratory words presented a higher homogeneity in group F than in group S, measured with a higher number of forbidden words in group S as well as a higher number of words whose probability of occurrence is higher than a probability threshold in group S. The discriminant analysis revealed the best results when applying symbolic dynamic variables. Therefore, we hypothesize that joint symbolic dynamic analysis provides enhanced information about different interactions between HR and BR, when comparing patients with successful weaning and patients that failed to maintain spontaneous breathing in the weaning procedure.
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页码:2542 / 2552
页数:10
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