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Mechanistic Modelling Identifies and Addresses the Risks of Empiric Concentration-Guided Sorafenib Dosing

The primary objective of this study is to evaluate the capacity of concentration-guided sorafenib dosing protocols to increase the proportion of patients that achieve a sorafenib maximal concentration (C(max)) within the range 4.78 to 5.78 μg/mL. A full physiologically based pharmacokinetic model wa...

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Autores principales: Ruanglertboon, Warit, Sorich, Michael J., Hopkins, Ashley M., Rowland, Andrew
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8143107/
https://www.ncbi.nlm.nih.gov/pubmed/33919091
http://dx.doi.org/10.3390/ph14050389
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author Ruanglertboon, Warit
Sorich, Michael J.
Hopkins, Ashley M.
Rowland, Andrew
author_facet Ruanglertboon, Warit
Sorich, Michael J.
Hopkins, Ashley M.
Rowland, Andrew
author_sort Ruanglertboon, Warit
collection PubMed
description The primary objective of this study is to evaluate the capacity of concentration-guided sorafenib dosing protocols to increase the proportion of patients that achieve a sorafenib maximal concentration (C(max)) within the range 4.78 to 5.78 μg/mL. A full physiologically based pharmacokinetic model was built and validated using Simcyp(®) (version 19.1). The model was used to simulate sorafenib exposure in 1000 Sim-Cancer subjects over 14 days. The capacity of concentration-guided sorafenib dose adjustment, with/without model-informed dose selection (MIDS), to achieve a sorafenib C(max) within the range 4.78 to 5.78 μg/mL was evaluated in 500 Sim-Cancer subjects. A multivariable linear regression model incorporating hepatic cytochrome P450 (CYP) 3A4 abundance, albumin concentration, body mass index, body surface area, sex and weight provided robust prediction of steady-state sorafenib C(max) (R(2) = 0.883; p < 0.001). These covariates identified subjects at risk of failing to achieve a sorafenib C(max) ≥ 4.78 μg/mL with 95.0% specificity and 95.2% sensitivity. Concentration-guided sorafenib dosing with MIDS achieved a sorafenib C(max) within the range 4.78 to 5.78 μg/mL for 38 of 52 patients who failed to achieve a C(max) ≥ 4.78 μg/mL with standard dosing. In a simulation setting, concentration-guided dosing with MIDS was the quickest and most effective approach to achieve a sorafenib C(max) within a designated range.
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spelling pubmed-81431072021-05-25 Mechanistic Modelling Identifies and Addresses the Risks of Empiric Concentration-Guided Sorafenib Dosing Ruanglertboon, Warit Sorich, Michael J. Hopkins, Ashley M. Rowland, Andrew Pharmaceuticals (Basel) Article The primary objective of this study is to evaluate the capacity of concentration-guided sorafenib dosing protocols to increase the proportion of patients that achieve a sorafenib maximal concentration (C(max)) within the range 4.78 to 5.78 μg/mL. A full physiologically based pharmacokinetic model was built and validated using Simcyp(®) (version 19.1). The model was used to simulate sorafenib exposure in 1000 Sim-Cancer subjects over 14 days. The capacity of concentration-guided sorafenib dose adjustment, with/without model-informed dose selection (MIDS), to achieve a sorafenib C(max) within the range 4.78 to 5.78 μg/mL was evaluated in 500 Sim-Cancer subjects. A multivariable linear regression model incorporating hepatic cytochrome P450 (CYP) 3A4 abundance, albumin concentration, body mass index, body surface area, sex and weight provided robust prediction of steady-state sorafenib C(max) (R(2) = 0.883; p < 0.001). These covariates identified subjects at risk of failing to achieve a sorafenib C(max) ≥ 4.78 μg/mL with 95.0% specificity and 95.2% sensitivity. Concentration-guided sorafenib dosing with MIDS achieved a sorafenib C(max) within the range 4.78 to 5.78 μg/mL for 38 of 52 patients who failed to achieve a C(max) ≥ 4.78 μg/mL with standard dosing. In a simulation setting, concentration-guided dosing with MIDS was the quickest and most effective approach to achieve a sorafenib C(max) within a designated range. MDPI 2021-04-21 /pmc/articles/PMC8143107/ /pubmed/33919091 http://dx.doi.org/10.3390/ph14050389 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ruanglertboon, Warit
Sorich, Michael J.
Hopkins, Ashley M.
Rowland, Andrew
Mechanistic Modelling Identifies and Addresses the Risks of Empiric Concentration-Guided Sorafenib Dosing
title Mechanistic Modelling Identifies and Addresses the Risks of Empiric Concentration-Guided Sorafenib Dosing
title_full Mechanistic Modelling Identifies and Addresses the Risks of Empiric Concentration-Guided Sorafenib Dosing
title_fullStr Mechanistic Modelling Identifies and Addresses the Risks of Empiric Concentration-Guided Sorafenib Dosing
title_full_unstemmed Mechanistic Modelling Identifies and Addresses the Risks of Empiric Concentration-Guided Sorafenib Dosing
title_short Mechanistic Modelling Identifies and Addresses the Risks of Empiric Concentration-Guided Sorafenib Dosing
title_sort mechanistic modelling identifies and addresses the risks of empiric concentration-guided sorafenib dosing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8143107/
https://www.ncbi.nlm.nih.gov/pubmed/33919091
http://dx.doi.org/10.3390/ph14050389
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