• 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