Title :
Instantaneous assessment of autonomic cardiovascular control during general anesthesia
Author :
Chen, Zhe ; Citi, Luca ; Purdon, Patrick L. ; Brown, Emery N. ; Barbieri, Riccardo
Author_Institution :
Med. Sch., Neurosci. Stat. Res. Lab., Harvard Univ., Boston, MA, USA
fDate :
Aug. 30 2011-Sept. 3 2011
Abstract :
We present a comprehensive probabilistic point process framework to estimate and monitor the instantaneous heartbeat dynamics as related to specific cardiovascular control mechanisms and hemodynamics. Assessment of the model´s statistics is established through the Wiener-Volterra theory and a multivariate autoregressive (AR) structure. A variety of instantaneous cardiovascular metrics, such as heart rate (HR), heart rate variability (HRV), respiratory sinus arrhythmia (RSA), and baroreceptor-cardiac reflex (BRS), can be rigorously derived within a parametric framework and instantaneously updated with an adaptive algorithm. Instantaneous metrics of nonlinearity, such as the bispectrum of heartbeat intervals, can also be derived. We have applied the proposed point process framework to experimental recordings from healthy subjects in order to monitor cardiovascular regulation under propofol anesthesia. Results reveal interesting dynamic trends across different pharmacological interventions, confirming the ability of the algorithm to track important changes in cardiorespiratory elicited interactions, and pointing at our mathematical approach as a promising monitoring tool for an accurate, noninvasive assessment of general anesthesia.
Keywords :
Volterra series; autoregressive processes; bioelectric potentials; blood vessels; cardiovascular system; drugs; haemodynamics; patient monitoring; pneumodynamics; probability; Wiener-Volterra theory; adaptive algorithm; autonomic cardiovascular control; baroreceptor-cardiac reflex; cardiorespiratory elicited interaction; cardiovascular control mechanism; cardiovascular regulation; comprehensive probabilistic point process; general anesthesia; heart rate variability; heartbeat interval bispectrum; hemodynamics; instantaneous assessment; instantaneous heartbeat dynamics; multivariate autoregressive structure; pharmacological intervention; propofol anesthesia; respiratory sinus arrhythmia; Anesthesia; Baroreflex; Blood pressure; Heart rate variability; Mathematical model; Monitoring; Anesthesia, General; Autonomic Nervous System; Heart Rate; Humans; Models, Cardiovascular; Propofol; Young Adult;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6092083