Title :
Assessing instantaneous QT variability dynamics within a point-process nonlinear framework
Author :
Valenza, Gaetano ; Orini, M. ; Citi, Luca ; Minchole, A. ; Pueyo, Esther ; Laguna, P. ; Barbieri, Riccardo
Author_Institution :
Dept. of Anesthesia, Massachusetts Gen. Hosp., Boston, MA, USA
Abstract :
The importance of cardiac repolarization dynamics in promoting arrhythmic events is widely recognized. To this extent, mathematical modeling and signal processing have played an important role in providing effective measures related to cardiac and autonomic nervous system dynamics. In this study, we introduce an instantaneous assessment of QT variability indices using a point-process nonlinear framework. The analysis includes computation of the dynamical spectrum and bispectrum, as well as time domain features, from data gathered from healthy subjects undergoing a tilt test trial. We demonstrate that an inverse-Gaussian probability function effectively predicts the current QT interval given a nonlinear combination of the past QT intervals modeled through the Laguerre expansion of the Wiener-Volterra terms. Results also show that our approach is able to provide an accurate instantaneous characterization of ventricular repolarization dynamics during changes with posture.
Keywords :
Gaussian processes; electrocardiography; inverse transforms; mathematical analysis; medical signal processing; neurophysiology; probability; time-domain analysis; two-dimensional hole gas; Laguerre expansion; Wiener-Volterra terms; arrhythmic events; autonomic nervous system dynamics; cardiac repolarization dynamics; cardiac system dynamics; data gathering; dynamical bispectrum; dynamical spectrum; instantaneous QT variability dynamics assessment; inverse-Gaussian probability function; mathematical modeling; point-process nonlinear framework; signal processing; tilt test trial; time domain features; Autonomic nervous system; Computational modeling; Educational institutions; Electrocardiography; Heart rate variability; Physiology; Signal processing;
Conference_Titel :
Cardiovascular Oscillations (ESGCO), 2014 8th Conference of the European Study Group on
Conference_Location :
Trento
DOI :
10.1109/ESGCO.2014.6847522