Investigation of optical neuro-monitoring technique for detection of maintenance and emergence states during general anesthesia.
Publication/Presentation Date
2-1-2018
Abstract
The American Society of Anesthesiologist recommends peripheral physiological monitoring during general anesthesia, which offers no information regarding the effects of anesthetics on the brain. Since no "gold standard" method exists for this evaluation, such a technique is needed to ensure patient comfort, procedure quality and safety. In this study we investigated functional near infrared spectroscopy (fNIRS) as possible monitor of anesthetic effects on the prefrontal cortex. Anesthetic drugs, such as sevoflurane, suppress the cerebral metabolism and alter the cerebral blood flow. We hypothesize that fNIRS derived features carry information on the effects of anesthetics on the prefrontal cortex (PFC) that can be used for the classification of the anesthetized state. In this study, patients were continuously monitored using fNIRS, BIS and standard monitoring during surgical procedures under sevoflurane general anesthesia. Maintenance and emergence states were identified and fNIRS features were identified and compared between states. Linear and non-linear machine learning algorithms were investigated as methods for the classification of maintenance/emergence. The results show that changes in oxygenated (HbO
Volume
32
Issue
1
First Page
147
Last Page
163
ISSN
1573-2614
Published In/Presented At
Hernandez-Meza, G., Izzetoglu, M., Osbakken, M., Green, M., Abubakar, H., & Izzetoglu, K. (2018). Investigation of optical neuro-monitoring technique for detection of maintenance and emergence states during general anesthesia. Journal of clinical monitoring and computing, 32(1), 147–163. https://doi.org/10.1007/s10877-017-9998-x
Disciplines
Business Administration, Management, and Operations | Health and Medical Administration | Management Sciences and Quantitative Methods
PubMedID
28214930
Department(s)
Administration and Leadership
Document Type
Article