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Published on: October 14, 2017
Closed-loop vasopressor control: in-silico study of robustness against pharmacodynamic variability
Joseph Rinehart1, Alexandre Joosten2,3, Michael Ma4
1Department of Anesthesiology & Perioperative Care, University of California Irvine, 101 The City Drive South, Orange, CA, 92868, USA. jrinehar@uci.edu.
This study demonstrates that a novel closed-loop controller for vasopressor infusions effectively manages blood pressure in simulated patients despite a tenfold variability in norepinephrine drug response. The controller maintained performance across various drug potency levels, ensuring patient stability.
Area of Science:
- Critical care medicine
- Biomedical engineering
- Pharmacology
Background:
- Vasopressor potency can vary significantly in clinical settings due to factors like drug interactions and organ dysfunction.
- Previous work established the initial feasibility of a novel closed-loop controller for vasopressor infusions.
Purpose of the Study:
- To evaluate the effectiveness and robustness of a novel closed-loop vasopressor controller under conditions of substantial drug potency variation.
- To determine if the controller maintains target blood pressure convergence despite a tenfold range of norepinephrine responsiveness.
Main Methods:
- A physiologic simulator generated 250 randomized simulated septic patients.
- The closed-loop controller managed simulated patients across seven norepinephrine responsiveness conditions (0.1x to 10x expected population response).
- Controller performance was assessed using Varvel's criteria, time-out-of-target, median performance error, and wobble.
Main Results:
- The controller demonstrated effectiveness across all tested norepinephrine responsiveness levels (0.1x to 10x).
- Median performance error and median absolute performance error remained below 5% in all conditions.
- While generally stable, the controller approached instability at the highest response level (10x), and showed slower initial hypotension correction at lower response levels (0.1x, 0.2x).
Conclusions:
- The closed-loop vasopressor controller is robust and effective in simulated patients with drug response variability from 0.1x to 10x the expected population response.
- The controller shows potential for reliable vasopressor management in diverse clinical scenarios with fluctuating drug efficacy.
- Further investigation is warranted regarding controller stability at extreme drug response levels.
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