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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...

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Autores principales: Knights, Jonathan, Rohatagi, Shashank
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2015
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.
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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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