Literature DB >> 24835121

Lag-specific transfer entropy as a tool to assess cardiovascular and cardiorespiratory information transfer.

Luca Faes, Daniele Marinazzo, Alessandro Montalto, Giandomenico Nollo.   

Abstract

In the study of interacting physiological systems, model-free tools for time series analysis are fundamental to provide a proper description of how the coupling among systems arises from the multiple involved regulatory mechanisms. This study presents an approach which evaluates direction, magnitude, and exact timing of the information transfer between two time series belonging to a multivariate dataset. The approach performs a decomposition of the well-known transfer entropy (TE) which achieves 1) identifying, according to a lag-specific information-theoretic formulation of the concept of Granger causality, the set of time lags associated with significant information transfer, and 2) assigning to these delays an amount of information transfer such that the total contribution yields the aggregate TE. The approach is first validated on realizations of simulated linear and nonlinear multivariate processes interacting at different time lags and with different strength, reporting a high accuracy in the detection of imposed delays, and showing that the estimated lag-specific TE follows the imposed coupling strength. The subsequent application to heart period, systolic arterial pressure and respiration variability series measured from healthy subjects during a tilt test protocol illustrated how the proposed approach quantifies the modifications in the involvement and latency of important mechanisms of short-term physiological regulation, like the baroreflex and the respiratory sinus arrhythmia, induced by the orthostatic stress.

Entities:  

Mesh:

Year:  2014        PMID: 24835121     DOI: 10.1109/TBME.2014.2323131

Source DB:  PubMed          Journal:  IEEE Trans Biomed Eng        ISSN: 0018-9294            Impact factor:   4.538


  12 in total

1.  Transductive Feature Selection Using Clustering-Based Sample Entropy for Temperature Prediction in Weather Forecasting.

Authors:  Zahra Karevan; Johan A K Suykens
Journal:  Entropy (Basel)       Date:  2018-04-10       Impact factor: 2.524

2.  Causal analysis of short-term cardiovascular variability: state-dependent contribution of feedback and feedforward mechanisms.

Authors:  Michal Javorka; Barbora Czippelova; Zuzana Turianikova; Zuzana Lazarova; Ingrid Tonhajzerova; Luca Faes
Journal:  Med Biol Eng Comput       Date:  2016-04-22       Impact factor: 2.602

3.  Low-dimensional approximation searching strategy for transfer entropy from non-uniform embedding.

Authors:  Jian Zhang
Journal:  PLoS One       Date:  2018-03-16       Impact factor: 3.240

4.  Entropy and Multifractal-Multiscale Indices of Heart Rate Time Series to Evaluate Intricate Cognitive-Autonomic Interactions.

Authors:  Pierre Bouny; Laurent M Arsac; Emma Touré Cuq; Veronique Deschodt-Arsac
Journal:  Entropy (Basel)       Date:  2021-05-25       Impact factor: 2.524

5.  Cardiorespiratory Information Dynamics during Mental Arithmetic and Sustained Attention.

Authors:  Devy Widjaja; Alessandro Montalto; Elke Vlemincx; Daniele Marinazzo; Sabine Van Huffel; Luca Faes
Journal:  PLoS One       Date:  2015-06-04       Impact factor: 3.240

6.  Solving the influence maximization problem reveals regulatory organization of the yeast cell cycle.

Authors:  David L Gibbs; Ilya Shmulevich
Journal:  PLoS Comput Biol       Date:  2017-06-19       Impact factor: 4.475

7.  Novel Wavelet Real Time Analysis of Neurovascular Coupling in Neonatal Encephalopathy.

Authors:  Lina F Chalak; Fenghua Tian; Beverley Adams-Huet; Diana Vasil; Abbot Laptook; Takashi Tarumi; Rong Zhang
Journal:  Sci Rep       Date:  2017-04-10       Impact factor: 4.379

8.  Nonparametric test for connectivity detection in multivariate autoregressive networks and application to multiunit activity data.

Authors:  M Gilson; A Tauste Campo; X Chen; A Thiele; G Deco
Journal:  Netw Neurosci       Date:  2017-12-01

9.  Time-Frequency Analysis of Cardiovascular and Cardiorespiratory Interactions During Orthostatic Stress by Extended Partial Directed Coherence.

Authors:  Sonia Charleston-Villalobos; Sina Reulecke; Andreas Voss; Mahmood R Azimi-Sadjadi; Ramón González-Camarena; Mercedes J Gaitán-González; Jesús A González-Hermosillo; Guadalupe Hernández-Pacheco; Steffen Schulz; Tomás Aljama-Corrales
Journal:  Entropy (Basel)       Date:  2019-05-05       Impact factor: 2.524

10.  Quantifying the Interactions between Maternal and Fetal Heart Rates by Transfer Entropy.

Authors:  Faezeh Marzbanrad; Yoshitaka Kimura; Marimuthu Palaniswami; Ahsan H Khandoker
Journal:  PLoS One       Date:  2015-12-23       Impact factor: 3.240

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.