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Adaptive pharmacokinetic and pharmacodynamic modelling to predict propofol effect using BIS-guided anesthesia
I Martín-Mateos1, J A Méndez Pérez2, J A Reboso Morales3
1Department of Industrial Engineering, Universidad de La Laguna (ULL), 38200 La Laguna, Tenerife, Spain.
A new real-time pharmacokinetic/pharmacodynamic (PK/PD) model for propofol anesthesia was developed. This model accounts for patient variability, leading to more precise drug administration and improved patient recovery with fewer side effects.
Area of Science:
- Anesthesiology
- Pharmacology
- Biomedical Engineering
Background:
- Propofol is a key anesthetic for hypnosis and general anesthesia.
- Bispectral Index (BIS) monitors anesthetic depth.
- Existing automated infusion systems lack personalized variability adjustments.
Purpose of the Study:
- To develop and validate a real-time pharmacokinetic/pharmacodynamic (PK/PD) model for propofol.
- To account for intra- and inter-patient variability in propofol administration.
- To improve anesthetic control and patient outcomes.
Main Methods:
- Utilized BIS data and propofol infusion records from 60 adult patients.
- Employed a real-time PK/PD compartmental model.
- Tuned key model parameters (ce50, γ, ke0) online by minimizing a performance function.
Main Results:
- The real-time PK/PD model demonstrated reduced prediction error compared to fixed-parameter models.
- Identified significant intra- and inter-patient variability in ce50, γ, and ke0.
- Provided mean parameter values: ce50 (3.89 mg/l), γ (4.63), and ke0 (0.36 min⁻¹).
Conclusions:
- The real-time PK/PD model offers a more accurate reflection of the patient's current state.
- Enables precise titration of propofol for desired effect and duration.
- Facilitates reduced drug waste and mitigation of post-operative side effects.
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