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Development and application of an aggregate adherence metric derived from population pharmacokinetics to inform clinical trial enrichment
Nonadherence to prescribed medication is a common barrier to effective treatment, and current options to determine adherence are limited. This study describes development of an aggregate adherence measure based on population pharmacokinetics (PK), and its comparison to a subjective questionnaire, th...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4432109/ https://www.ncbi.nlm.nih.gov/pubmed/25821065 http://dx.doi.org/10.1007/s10928-015-9414-4 |
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author | Knights, Jonathan Rohatagi, Shashank |
author_facet | Knights, Jonathan Rohatagi, Shashank |
author_sort | Knights, Jonathan |
collection | PubMed |
description | Nonadherence to prescribed medication is a common barrier to effective treatment, and current options to determine adherence are limited. This study describes development of an aggregate adherence measure based on population pharmacokinetics (PK), and its comparison to a subjective questionnaire, the Morisky 8-item medication adherence scale (MMAS8), in a trial of psychiatric patients on stable doses of oral aripiprazole. A comprehensive model was first built using plasma drug concentration data from 24 clinical studies comprising 448 patients with over 13,500 observations. Application of this model to independent patient profiles for a given drug-dosing regimen were used to generate the primary aggregate adherence metric, a ratio of observed versus expected plasma exposures at steady-state. Although the metric is capable of comparing relative adherence across groups, simulations showed that the metric is not sufficiently sensitive as an individual diagnostic in all cases. There were no trends observed between results from calculated aggregate adherence metrics and total scores from MMAS8 in a single-visit clinical trial of 47 patients with bipolar 1 disorder or schizophrenia who were on stable doses of aripiprazole, although a strong association was observed for one MMAS8 question. The range of the metric calculated for patients was between 0.16 and 3.15. The described approach of a novel “reverse” application of population PK to quantify relative adherence with an aggregate measure may be influential for both clinical and pharmacometric communities. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s10928-015-9414-4) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4432109 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-44321092015-05-19 Development and application of an aggregate adherence metric derived from population pharmacokinetics to inform clinical trial enrichment Knights, Jonathan Rohatagi, Shashank J Pharmacokinet Pharmacodyn Original Paper Nonadherence to prescribed medication is a common barrier to effective treatment, and current options to determine adherence are limited. This study describes development of an aggregate adherence measure based on population pharmacokinetics (PK), and its comparison to a subjective questionnaire, the Morisky 8-item medication adherence scale (MMAS8), in a trial of psychiatric patients on stable doses of oral aripiprazole. A comprehensive model was first built using plasma drug concentration data from 24 clinical studies comprising 448 patients with over 13,500 observations. Application of this model to independent patient profiles for a given drug-dosing regimen were used to generate the primary aggregate adherence metric, a ratio of observed versus expected plasma exposures at steady-state. Although the metric is capable of comparing relative adherence across groups, simulations showed that the metric is not sufficiently sensitive as an individual diagnostic in all cases. There were no trends observed between results from calculated aggregate adherence metrics and total scores from MMAS8 in a single-visit clinical trial of 47 patients with bipolar 1 disorder or schizophrenia who were on stable doses of aripiprazole, although a strong association was observed for one MMAS8 question. The range of the metric calculated for patients was between 0.16 and 3.15. The described approach of a novel “reverse” application of population PK to quantify relative adherence with an aggregate measure may be influential for both clinical and pharmacometric communities. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s10928-015-9414-4) contains supplementary material, which is available to authorized users. Springer US 2015-03-29 2015 /pmc/articles/PMC4432109/ /pubmed/25821065 http://dx.doi.org/10.1007/s10928-015-9414-4 Text en © The Author(s) 2015 https://creativecommons.org/licenses/by/4.0/ Open AccessThis article is distributed under the terms of the Creative Commons Attribution License which permits any use, distribution, and reproduction in any medium, provided the original author(s) and the source are credited. |
spellingShingle | Original Paper Knights, Jonathan Rohatagi, Shashank Development and application of an aggregate adherence metric derived from population pharmacokinetics to inform clinical trial enrichment |
title | Development and application of an aggregate adherence metric derived from population pharmacokinetics to inform clinical trial enrichment |
title_full | Development and application of an aggregate adherence metric derived from population pharmacokinetics to inform clinical trial enrichment |
title_fullStr | Development and application of an aggregate adherence metric derived from population pharmacokinetics to inform clinical trial enrichment |
title_full_unstemmed | Development and application of an aggregate adherence metric derived from population pharmacokinetics to inform clinical trial enrichment |
title_short | Development and application of an aggregate adherence metric derived from population pharmacokinetics to inform clinical trial enrichment |
title_sort | development and application of an aggregate adherence metric derived from population pharmacokinetics to inform clinical trial enrichment |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4432109/ https://www.ncbi.nlm.nih.gov/pubmed/25821065 http://dx.doi.org/10.1007/s10928-015-9414-4 |
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