Abstract
To improve animal welfare and data quality and reproducibility during research conducted under anaesthesia, anaesthetic depth in laboratory animals must be precisely monitored and controlled. While a variety of methods have been developed to estimate the depth of anaesthesia in humans, such tools for monitoring anaesthetic depth in laboratory animals remain limited. Here we propose an epidural electrocorticogram-based monitoring system that accurately tracks the depth of anesthesia in mice receiving inhalable isoflurane anaesthesia. Several features of the electrocorticogram signals exhibit robust modulation by the concentration of the administered anesthetic, notably, corticocortical coherence serves as an excellent indicator of anaesthetic depth. We developed a gradient boosting regressor framework that utilizes the extracted features to accurately estimate the depth of anaesthesia. Our method for feature extraction and estimation is conducted with a latency of only ten seconds, establishing a system for the real-time tracking of anaesthetic depth in mice. Show more
Permanent link
https://doi.org/10.3929/ethz-b-000529314Publication status
publishedExternal links
Journal / series
bioRxivPublisher
Cold Spring Harbor LaboratoryOrganisational unit
09474 - Yanik, Mehmet Fatih / Yanik, Mehmet Fatih
Funding
172962 - Deviant Signals in the Thalamocortical Loop: Circuitry and Perception (SNF)
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