Title :
On-line estimation of propofol pharmacodynamic parameters
Author :
Sartori, Valentina ; Schumacher, Peter M. ; Bouillon, Thomas ; Luginbuehl, Martin ; Morari, Manfred
Author_Institution :
Autom. Control Lab., Swiss Fed. Inst. of Technol., Zurich
Abstract :
A novel advisory system, the Anesthesia Advisory Display (AAD) has been recently developed. It displays information about actual and future predictions of anesthetic drug concentrations mapped to clinical end-points such as BIS, basing on the actual infusion rate combined with population pharmacokinetic and interaction pharmacodynamic (PKPD) models. According to the large variability observed among patients in clinical end-points to the same dosing history, a population model could fail in predicting the real patient\´s behavior: an "individualized" model is then necessary. An on-line estimation of the model\´s parameter for the single patients has been developed, basing on the extended Kalman filter algorithm. The method has been tested on data of 40 patients from a previous clinical study and the prediction of the individual models have been compared with the population model\´s
Keywords :
drugs; medical information systems; patient monitoring; physiological models; Anesthesia Advisory Display; Kalman filter; anesthetic drug concentrations; infusion; interaction pharmacodynamic model; population pharmacokinetic model; propofol; Adaptation model; Anesthesia; Anesthetic drugs; Automatic control; Displays; History; Hospitals; Laboratories; Predictive models; Testing; advisory system; anesthesia; modeling; parameters adaptation; pharmacodynamic; pharmacokinetic; simulation;
Conference_Titel :
Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
Conference_Location :
Shanghai
Print_ISBN :
0-7803-8741-4
DOI :
10.1109/IEMBS.2005.1616345