Pharmacodynamic modeling of propofol-induced general anesthesia in young adults

被引:0
|
作者
Chakravarty, Sourish [1 ]
Nikolaeva, Ksenia [3 ]
Kishnan, Devika [3 ]
Flores, Francisco J. [1 ,5 ,6 ]
Purdon, Patrick L. [2 ,5 ]
Brown, Emery N. [1 ,2 ,3 ,4 ,5 ]
机构
[1] MIT, Picower Inst Learning & Memory, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[2] MIT, Brain & Cognit Sci, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[3] MIT, Inst Med Engn & Sci, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[4] MIT Harvard Hlth Sci & Technol, Cambridge, MA USA
[5] Massachusetts Gen Hosp, Anesthesia Crit Care & Pain Med, Boston, MA 02114 USA
[6] Harvard Med Sch, Boston, MA 02115 USA
基金
美国国家卫生研究院;
关键词
General Anesthesia; Target Controlled Infusion; INFUSION;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Target controlled infusion (TCI) of intraveneous anesthetics can assist clinical practitioners to provide improved care for General Anesthesia (GA). Pharmacokinetic/Pharmacodynamic (PK/PD) models help in relating the anesthetic drug infusion to observed brain activity inferred from electroencephalogram (EEG) signals. The parameters in popular population PK/PD models for propofol-induced GA (Marsh and Schnider models) are either verified based on proprietary functions of the EEG signal which are difficult to correlate with the neurophysiological models of anesthesia, or the marker itself needs to be estimated simultaneously with the PD model. Both these factors make these existing paradigms challenging to apply in real-time context where a patient-specific tuning of parameters is desired. In this work, we propose a simpler EEG marker from frequency domain description of EEG and develop two corresponding PK/PD modeling approaches which differ in whether they use existing population-level PK models (approach 1) or not (approach 2). We use a simple deterministic parameter estimation approach to identify the unknown PK/PD model parameters from an existing human EEG data-set. We infer that both approaches 1 and 2 yield similar and reasonably good fits to the marker data. This work can be useful in developing patient-specific TCI strategies to induce GA.
引用
收藏
页码:44 / 47
页数:4
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