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Population Pharmacokinetic/Pharmacodynamic Modeling of Tumor Size Dynamics in Pembrolizumab‐Treated Advanced Melanoma
Pembrolizumab is a potent immune‐modulating antibody active in advanced melanoma, as demonstrated in the KEYNOTE‐001, ‐002, and ‐006 studies. Longitudinal tumor size modeling was pursued to quantify exposure‐response relationships for efficacy. A mixture model was first developed based on an initial...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5270297/ https://www.ncbi.nlm.nih.gov/pubmed/27896938 http://dx.doi.org/10.1002/psp4.12140 |
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author | Chatterjee, MS Elassaiss‐Schaap, J Lindauer, A Turner, DC Sostelly, A Freshwater, T Mayawala, K Ahamadi, M Stone, JA de Greef, R Kondic, AG de Alwis, DP |
author_facet | Chatterjee, MS Elassaiss‐Schaap, J Lindauer, A Turner, DC Sostelly, A Freshwater, T Mayawala, K Ahamadi, M Stone, JA de Greef, R Kondic, AG de Alwis, DP |
author_sort | Chatterjee, MS |
collection | PubMed |
description | Pembrolizumab is a potent immune‐modulating antibody active in advanced melanoma, as demonstrated in the KEYNOTE‐001, ‐002, and ‐006 studies. Longitudinal tumor size modeling was pursued to quantify exposure‐response relationships for efficacy. A mixture model was first developed based on an initial dataset from KEYNOTE‐001 to describe four patterns of tumor growth and shrinkage. For subsequent analyses, tumor size measurements were adequately described by a single consolidated model structure that captured continuous tumor size with a combination of growth and regression terms, as well as a fraction of tumor responsive to therapy. This revised model structure provided a framework to efficiently evaluate the impact of covariates and pembrolizumab exposure. Both models indicated that exposure to the drug was not a significant predictor of tumor size response, demonstrating that the dose range evaluated (2 and 10 mg/kg every 3 weeks) is likely near or at the plateau of maximal response. |
format | Online Article Text |
id | pubmed-5270297 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-52702972017-02-01 Population Pharmacokinetic/Pharmacodynamic Modeling of Tumor Size Dynamics in Pembrolizumab‐Treated Advanced Melanoma Chatterjee, MS Elassaiss‐Schaap, J Lindauer, A Turner, DC Sostelly, A Freshwater, T Mayawala, K Ahamadi, M Stone, JA de Greef, R Kondic, AG de Alwis, DP CPT Pharmacometrics Syst Pharmacol Original Articles Pembrolizumab is a potent immune‐modulating antibody active in advanced melanoma, as demonstrated in the KEYNOTE‐001, ‐002, and ‐006 studies. Longitudinal tumor size modeling was pursued to quantify exposure‐response relationships for efficacy. A mixture model was first developed based on an initial dataset from KEYNOTE‐001 to describe four patterns of tumor growth and shrinkage. For subsequent analyses, tumor size measurements were adequately described by a single consolidated model structure that captured continuous tumor size with a combination of growth and regression terms, as well as a fraction of tumor responsive to therapy. This revised model structure provided a framework to efficiently evaluate the impact of covariates and pembrolizumab exposure. Both models indicated that exposure to the drug was not a significant predictor of tumor size response, demonstrating that the dose range evaluated (2 and 10 mg/kg every 3 weeks) is likely near or at the plateau of maximal response. John Wiley and Sons Inc. 2016-11-29 2017-01 /pmc/articles/PMC5270297/ /pubmed/27896938 http://dx.doi.org/10.1002/psp4.12140 Text en © 2016 The Authors CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals, Inc. on behalf of American Society for Clinical Pharmacology and Therapeutics This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial‐NoDerivs (http://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Original Articles Chatterjee, MS Elassaiss‐Schaap, J Lindauer, A Turner, DC Sostelly, A Freshwater, T Mayawala, K Ahamadi, M Stone, JA de Greef, R Kondic, AG de Alwis, DP Population Pharmacokinetic/Pharmacodynamic Modeling of Tumor Size Dynamics in Pembrolizumab‐Treated Advanced Melanoma |
title | Population Pharmacokinetic/Pharmacodynamic Modeling of Tumor Size Dynamics in Pembrolizumab‐Treated Advanced Melanoma |
title_full | Population Pharmacokinetic/Pharmacodynamic Modeling of Tumor Size Dynamics in Pembrolizumab‐Treated Advanced Melanoma |
title_fullStr | Population Pharmacokinetic/Pharmacodynamic Modeling of Tumor Size Dynamics in Pembrolizumab‐Treated Advanced Melanoma |
title_full_unstemmed | Population Pharmacokinetic/Pharmacodynamic Modeling of Tumor Size Dynamics in Pembrolizumab‐Treated Advanced Melanoma |
title_short | Population Pharmacokinetic/Pharmacodynamic Modeling of Tumor Size Dynamics in Pembrolizumab‐Treated Advanced Melanoma |
title_sort | population pharmacokinetic/pharmacodynamic modeling of tumor size dynamics in pembrolizumab‐treated advanced melanoma |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5270297/ https://www.ncbi.nlm.nih.gov/pubmed/27896938 http://dx.doi.org/10.1002/psp4.12140 |
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