Development and Validation of a Patient Model for Simulating Anaesthetic Uptake

Abstract Mathematical patient models play a profound role in the managing and understanding of anaesthesia. This article proposes a patient model for simulating anaesthetic uptake, i.e. the storing of anaesthetic gases in the human body, thus extending a well known four compartment model from literature. Real time data is used for the simulation, from which the sevoflurane concentration is extracted. The exhaled concentrations from the model and the data are compared. A literature model is extended with ratios of compartmental perfusion, the introduction of coefficients representing diffusion and the change of the solubility coefficient. The extended and the literature model are applied to five training data sets, with prior optimization of the parameters that have the most impact. Afterwards, both models are validated on five additional data sets. The results of the extended model are mostly better than the results of the literature model. Therefore, the extensions improve the model for the used data, but need to be validated with a larger amount of data.

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Publication Details

Journal
Current Directions in Biomedical Engineering
Published
2024-12-01
DOI
https://doi.org/10.1515/cdbme-2024-2041
Primary Topic
Cardiac, Anesthesia and Surgical Outcomes
Type
article
Field-Weighted Citation Impact
0.00

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article

Development and Validation of a Patient Model for Simulating Anaesthetic Uptake

Philipp Rostalski, Carlotta Hennigs, Clara Demgensky, Andreas Kater et al.
Current Directions in Biomedical Engineering
Cardiac, Anesthesia and Surgical Outcomes
article

Development and Validation of a Patient Model for Simulating Anaesthetic Uptake

Philipp Rostalski, Carlotta Hennigs, Clara Demgensky, Andreas Kater, Björn Bargstädt
article en

Abstract

Abstract Mathematical patient models play a profound role in the managing and understanding of anaesthesia. This article proposes a patient model for simulating anaesthetic uptake, i.e. the storing of anaesthetic gases in the human body, thus extending a well known four compartment model from literature. Real time data is used for the simulation, from which the sevoflurane concentration is extracted. The exhaled concentrations from the model and the data are compared. A literature model is extended with ratios of compartmental perfusion, the introduction of coefficients representing diffusion and the change of the solubility coefficient. The extended and the literature model are applied to five training data sets, with prior optimization of the parameters that have the most impact. Afterwards, both models are validated on five additional data sets. The results of the extended model are mostly better than the results of the literature model. Therefore, the extensions improve the model for the used data, but need to be validated with a larger amount of data.

Current Directions in Biomedical EngineeringVol. 10(4)
Fraunhofer-Einrichtung für Individualisierte Medizintechnik (DE), Dräger (Germany) (DE), University of Lübeck (DE)
Australian Government, European Commission, European Regional Development Fund
Openalex Percentile: Top 57%
Cardiac, Anesthesia and Surgical Outcomes
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Development and Validation of a Patient Model for Simulating Anaesthetic Uptake — Philipp Rostalski, Carlotta Hennigs, et al. · Current Directions in Biomedical Engineering (2024) | TGRS Research Map | TGRS