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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8143107 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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