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Closed-loop control of continuous piperacillin delivery: an in silico study
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fbioe-10-1015389.pdf | Published version | 1.35 MB | Adobe PDF | View/Open |
Title: | Closed-loop control of continuous piperacillin delivery: an in silico study |
Authors: | Herrero Vinas, P Wilson, R Armiger, R Roberts, J Holmes, A Georgiou, P Rawson, T |
Item Type: | Journal Article |
Abstract: | Background and objective: Sub-therapeutic dosing of piperacillin-tazobactam in critically-ill patients is associated with poor clinical outcomes and may promote the emergence of drug-resistant infections. In this paper, an in silico investigation of whether closed-loop control can improve pharmacokinetic-pharmacodynamic (PK-PD) target attainment is described. Method: An in silico platform was developed using PK data from 20 critically-ill patients receiving piperacillin-tazobactam where serum and tissue interstitial fluid (ISF) PK were defined. Intra-day variability on renal clearance, ISF sensor error, and infusion constraints were taken into account. Proportional-integral-derivative (PID) control was selected for drug delivery modulation. Dose adjustment was made based on ISF sensor data with a 30-minute sampling period, targeting a serum piperacillin concentration between 32-64 mg/L. A single tuning parameter set was employed across the virtual population. The PID controller was compared to standard therapy, including bolus and continuous infusion of piperacillin-tazobactam. Results: Despite significant inter-subject and simulated intra-day PK variability and sensor error, PID demonstrated a significant improvement in target attainment compared to traditional bolus and continuous infusion approaches. Conclusion: A PID controller driven by ISF drug concentration measurements has the potential to precisely deliver piperacillin-tazobactam in critically-ill patients undergoing treatment for sepsis. |
Issue Date: | 20-Oct-2022 |
Date of Acceptance: | 7-Oct-2022 |
URI: | http://hdl.handle.net/10044/1/100433 |
DOI: | 10.3389/fbioe.2022.1015389 |
ISSN: | 2296-4185 |
Publisher: | Frontiers Media |
Journal / Book Title: | Frontiers in Bioengineering and Biotechnology |
Volume: | 10 |
Copyright Statement: | © 2022 Herrero, Wilson, Armiger, Roberts, Holmes, Georgiou and Rawson. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
Sponsor/Funder: | National Institute for Health Research National Institute for Health Research National Institute for Health Research National Institute for Health Research National Institute for Health Research |
Funder's Grant Number: | NF-SI-0617-10176 RDF04 NIHR200646 RDF04 NIHR200876 |
Keywords: | antimicrobials beta-lactam closed-loop control critical illness pharmacokinetics-pharmacodynamics therapeutic drug monitoring antimicrobials Beta-lactam pharmacokinetics-pharmacodynamics Therapeutic drug monitoring Critical Illness closed-loop control 0699 Other Biological Sciences 0903 Biomedical Engineering 1004 Medical Biotechnology |
Publication Status: | Published |
Article Number: | ARTN 1015389 |
Appears in Collections: | Electrical and Electronic Engineering Department of Infectious Diseases Faculty of Medicine Faculty of Engineering |
This item is licensed under a Creative Commons License