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Closed-loop control of continuous piperacillin delivery: An in silico study
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 pharmacoki...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9631830/ https://www.ncbi.nlm.nih.gov/pubmed/36338121 http://dx.doi.org/10.3389/fbioe.2022.1015389 |
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author | Herrero, Pau Wilson, Richard C. Armiger, Ryan Roberts, Jason A. Holmes, Alison Georgiou, Pantelis Rawson, Timothy M. |
author_facet | Herrero, Pau Wilson, Richard C. Armiger, Ryan Roberts, Jason A. Holmes, Alison Georgiou, Pantelis Rawson, Timothy M. |
author_sort | Herrero, Pau |
collection | PubMed |
description | 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-min sampling period, targeting a serum piperacillin concentration between 32 and 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. |
format | Online Article Text |
id | pubmed-9631830 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96318302022-11-04 Closed-loop control of continuous piperacillin delivery: An in silico study Herrero, Pau Wilson, Richard C. Armiger, Ryan Roberts, Jason A. Holmes, Alison Georgiou, Pantelis Rawson, Timothy M. Front Bioeng Biotechnol Bioengineering and Biotechnology 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-min sampling period, targeting a serum piperacillin concentration between 32 and 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. Frontiers Media S.A. 2022-10-20 /pmc/articles/PMC9631830/ /pubmed/36338121 http://dx.doi.org/10.3389/fbioe.2022.1015389 Text en Copyright © 2022 Herrero, Wilson, Armiger, Roberts, Holmes, Georgiou and Rawson. https://creativecommons.org/licenses/by/4.0/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. |
spellingShingle | Bioengineering and Biotechnology Herrero, Pau Wilson, Richard C. Armiger, Ryan Roberts, Jason A. Holmes, Alison Georgiou, Pantelis Rawson, Timothy M. Closed-loop control of continuous piperacillin delivery: An in silico study |
title | Closed-loop control of continuous piperacillin delivery: An in silico study |
title_full | Closed-loop control of continuous piperacillin delivery: An in silico study |
title_fullStr | Closed-loop control of continuous piperacillin delivery: An in silico study |
title_full_unstemmed | Closed-loop control of continuous piperacillin delivery: An in silico study |
title_short | Closed-loop control of continuous piperacillin delivery: An in silico study |
title_sort | closed-loop control of continuous piperacillin delivery: an in silico study |
topic | Bioengineering and Biotechnology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9631830/ https://www.ncbi.nlm.nih.gov/pubmed/36338121 http://dx.doi.org/10.3389/fbioe.2022.1015389 |
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