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The pharmacokinetics of dexmedetomidine during long-term infusion in critically ill pediatric patients. A Bayesian approach with informative priors

The purpose of this study was to assess the pharmacokinetics of dexmedetomidine in the ICU settings during the prolonged infusion and to compare it with the existing literature data using the Bayesian population modeling with literature-based informative priors. Thirty-eight patients were included i...

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Autores principales: Wiczling, Paweł, Bartkowska-Śniatkowska, Alicja, Szerkus, Oliwia, Siluk, Danuta, Rosada-Kurasińska, Jowita, Warzybok, Justyna, Borsuk, Agnieszka, Kaliszan, Roman, Grześkowiak, Edmund, Bienert, Agnieszka
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4886153/
https://www.ncbi.nlm.nih.gov/pubmed/27221375
http://dx.doi.org/10.1007/s10928-016-9474-0
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author Wiczling, Paweł
Bartkowska-Śniatkowska, Alicja
Szerkus, Oliwia
Siluk, Danuta
Rosada-Kurasińska, Jowita
Warzybok, Justyna
Borsuk, Agnieszka
Kaliszan, Roman
Grześkowiak, Edmund
Bienert, Agnieszka
author_facet Wiczling, Paweł
Bartkowska-Śniatkowska, Alicja
Szerkus, Oliwia
Siluk, Danuta
Rosada-Kurasińska, Jowita
Warzybok, Justyna
Borsuk, Agnieszka
Kaliszan, Roman
Grześkowiak, Edmund
Bienert, Agnieszka
author_sort Wiczling, Paweł
collection PubMed
description The purpose of this study was to assess the pharmacokinetics of dexmedetomidine in the ICU settings during the prolonged infusion and to compare it with the existing literature data using the Bayesian population modeling with literature-based informative priors. Thirty-eight patients were included in the analysis with concentration measurements obtained at two occasions: first from 0 to 24 h after infusion initiation and second from 0 to 8 h after infusion end. Data analysis was conducted using WinBUGS software. The prior information on dexmedetomidine pharmacokinetics was elicited from the literature study pooling results from a relatively large group of 95 children. A two compartment PK model, with allometrically scaled parameters, maturation of clearance and t-student residual distribution on a log-scale was used to describe the data. The incorporation of time-dependent (different between two occasions) PK parameters improved the model. It was observed that volume of distribution is 1.5-fold higher during the second occasion. There was also an evidence of increased (1.3-fold) clearance for the second occasion with posterior probability equal to 62 %. This work demonstrated the usefulness of Bayesian modeling with informative priors in analyzing pharmacokinetic data and comparing it with existing literature knowledge. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s10928-016-9474-0) contains supplementary material, which is available to authorized users.
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spelling pubmed-48861532016-06-17 The pharmacokinetics of dexmedetomidine during long-term infusion in critically ill pediatric patients. A Bayesian approach with informative priors Wiczling, Paweł Bartkowska-Śniatkowska, Alicja Szerkus, Oliwia Siluk, Danuta Rosada-Kurasińska, Jowita Warzybok, Justyna Borsuk, Agnieszka Kaliszan, Roman Grześkowiak, Edmund Bienert, Agnieszka J Pharmacokinet Pharmacodyn Original Paper The purpose of this study was to assess the pharmacokinetics of dexmedetomidine in the ICU settings during the prolonged infusion and to compare it with the existing literature data using the Bayesian population modeling with literature-based informative priors. Thirty-eight patients were included in the analysis with concentration measurements obtained at two occasions: first from 0 to 24 h after infusion initiation and second from 0 to 8 h after infusion end. Data analysis was conducted using WinBUGS software. The prior information on dexmedetomidine pharmacokinetics was elicited from the literature study pooling results from a relatively large group of 95 children. A two compartment PK model, with allometrically scaled parameters, maturation of clearance and t-student residual distribution on a log-scale was used to describe the data. The incorporation of time-dependent (different between two occasions) PK parameters improved the model. It was observed that volume of distribution is 1.5-fold higher during the second occasion. There was also an evidence of increased (1.3-fold) clearance for the second occasion with posterior probability equal to 62 %. This work demonstrated the usefulness of Bayesian modeling with informative priors in analyzing pharmacokinetic data and comparing it with existing literature knowledge. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s10928-016-9474-0) contains supplementary material, which is available to authorized users. Springer US 2016-05-24 2016 /pmc/articles/PMC4886153/ /pubmed/27221375 http://dx.doi.org/10.1007/s10928-016-9474-0 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Paper
Wiczling, Paweł
Bartkowska-Śniatkowska, Alicja
Szerkus, Oliwia
Siluk, Danuta
Rosada-Kurasińska, Jowita
Warzybok, Justyna
Borsuk, Agnieszka
Kaliszan, Roman
Grześkowiak, Edmund
Bienert, Agnieszka
The pharmacokinetics of dexmedetomidine during long-term infusion in critically ill pediatric patients. A Bayesian approach with informative priors
title The pharmacokinetics of dexmedetomidine during long-term infusion in critically ill pediatric patients. A Bayesian approach with informative priors
title_full The pharmacokinetics of dexmedetomidine during long-term infusion in critically ill pediatric patients. A Bayesian approach with informative priors
title_fullStr The pharmacokinetics of dexmedetomidine during long-term infusion in critically ill pediatric patients. A Bayesian approach with informative priors
title_full_unstemmed The pharmacokinetics of dexmedetomidine during long-term infusion in critically ill pediatric patients. A Bayesian approach with informative priors
title_short The pharmacokinetics of dexmedetomidine during long-term infusion in critically ill pediatric patients. A Bayesian approach with informative priors
title_sort pharmacokinetics of dexmedetomidine during long-term infusion in critically ill pediatric patients. a bayesian approach with informative priors
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4886153/
https://www.ncbi.nlm.nih.gov/pubmed/27221375
http://dx.doi.org/10.1007/s10928-016-9474-0
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