DocumentCode :
2507880
Title :
Intra- and inter-beat modeling of cardiovascular dynamics and control: Assessing haemodynamic stability and responsiveness
Author :
Toschi, Nicola ; Duggento, Andrea ; Canichella, Antonio ; Coniglione, Filadelfo ; Dauri, Mario ; Sabato, Alessandro F. ; Guerrisi, Maria
Author_Institution :
Fac. of Med., Univ. of Rome Tor Vergata, Rome, Italy
fYear :
2011
fDate :
Aug. 30 2011-Sept. 3 2011
Firstpage :
8440
Lastpage :
8443
Abstract :
In critical care patient management, extensive and invasive patient monitoring is routinely performed in order to quantify patient status in view of therapeutic interventions. Little quantitative integration is performed when collecting information from multiple monitors, and processing algorithms are often based on little physiological understanding. Mechanistic modeling can offer insight into the mechanisms underlying patient stability and sensitivity to alterations in physiological variables. Starting from existing models, we construct an integrated model which combines detailed neural cardiovascular regulation with realistic circulation modeling, using Monte-Carlo techniques for reparameterisation when merging the two models. The combined model is analyzed in terms of its dynamical stability and sensitivity to parameter perturbations under simulated conditions of fluid deficit, anaesthesia, and dilatative cardiomyopathy. The results exemplify how a structural model can serve as a quantitative guide in assessing how different underlying patient states can alter the haemodynamics impact of external therapeutic intervention.
Keywords :
Monte Carlo methods; cardiovascular system; haemodynamics; patient care; Monte Carlo technique; anaesthesia; cardiovascular dynamics; critical care patient management; dilatative cardiomyopathy; fluid deficit; haemodynamic stability; interbeat modeling; intrabeat modeling; neural cardiovascular regulation; parameter perturbation; patient stability; reparameterisation; responsiveness; therapeutic interventions; Adaptation models; Analytical models; Blood pressure; Computational modeling; Fluids; Hidden Markov models; Sensitivity; Arteries; Blood Pressure; Computer Simulation; Electrocardiography; Heart Rate; Hemodynamics; Humans; Models, Cardiovascular; Monte Carlo Method;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2011.6092082
Filename :
6092082
Link To Document :
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