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The Influence of Normalization Weight in Population Pharmacokinetic Covariate Models
In covariate (sub)models of population pharmacokinetic models, most covariates are normalized to the median value; however, for body weight, normalization to 70 kg or 1 kg is often applied. In this article, we illustrate the impact of normalization weight on the precision of population clearance (CL...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6325985/ https://www.ncbi.nlm.nih.gov/pubmed/29572663 http://dx.doi.org/10.1007/s40262-018-0652-7 |
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author | Goulooze, Sebastiaan C. Völler, Swantje Välitalo, Pyry A. J. Calvier, Elisa A. M. Aarons, Leon Krekels, Elke H. J. Knibbe, Catherijne A. J. |
author_facet | Goulooze, Sebastiaan C. Völler, Swantje Välitalo, Pyry A. J. Calvier, Elisa A. M. Aarons, Leon Krekels, Elke H. J. Knibbe, Catherijne A. J. |
author_sort | Goulooze, Sebastiaan C. |
collection | PubMed |
description | In covariate (sub)models of population pharmacokinetic models, most covariates are normalized to the median value; however, for body weight, normalization to 70 kg or 1 kg is often applied. In this article, we illustrate the impact of normalization weight on the precision of population clearance (CL(pop)) parameter estimates. The influence of normalization weight (70, 1 kg or median weight) on the precision of the CL(pop) estimate, expressed as relative standard error (RSE), was illustrated using data from a pharmacokinetic study in neonates with a median weight of 2.7 kg. In addition, a simulation study was performed to show the impact of normalization to 70 kg in pharmacokinetic studies with paediatric or obese patients. The RSE of the CL(pop) parameter estimate in the neonatal dataset was lowest with normalization to median weight (8.1%), compared with normalization to 1 kg (10.5%) or 70 kg (48.8%). Typical clearance (CL) predictions were independent of the normalization weight used. Simulations showed that the increase in RSE of the CL(pop) estimate with 70 kg normalization was highest in studies with a narrow weight range and a geometric mean weight away from 70 kg. When, instead of normalizing with median weight, a weight outside the observed range is used, the RSE of the CL(pop) estimate will be inflated, and should therefore not be used for model selection. Instead, established mathematical principles can be used to calculate the RSE of the typical CL (CL(TV)) at a relevant weight to evaluate the precision of CL predictions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s40262-018-0652-7) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6325985 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-63259852019-01-23 The Influence of Normalization Weight in Population Pharmacokinetic Covariate Models Goulooze, Sebastiaan C. Völler, Swantje Välitalo, Pyry A. J. Calvier, Elisa A. M. Aarons, Leon Krekels, Elke H. J. Knibbe, Catherijne A. J. Clin Pharmacokinet Short Communication In covariate (sub)models of population pharmacokinetic models, most covariates are normalized to the median value; however, for body weight, normalization to 70 kg or 1 kg is often applied. In this article, we illustrate the impact of normalization weight on the precision of population clearance (CL(pop)) parameter estimates. The influence of normalization weight (70, 1 kg or median weight) on the precision of the CL(pop) estimate, expressed as relative standard error (RSE), was illustrated using data from a pharmacokinetic study in neonates with a median weight of 2.7 kg. In addition, a simulation study was performed to show the impact of normalization to 70 kg in pharmacokinetic studies with paediatric or obese patients. The RSE of the CL(pop) parameter estimate in the neonatal dataset was lowest with normalization to median weight (8.1%), compared with normalization to 1 kg (10.5%) or 70 kg (48.8%). Typical clearance (CL) predictions were independent of the normalization weight used. Simulations showed that the increase in RSE of the CL(pop) estimate with 70 kg normalization was highest in studies with a narrow weight range and a geometric mean weight away from 70 kg. When, instead of normalizing with median weight, a weight outside the observed range is used, the RSE of the CL(pop) estimate will be inflated, and should therefore not be used for model selection. Instead, established mathematical principles can be used to calculate the RSE of the typical CL (CL(TV)) at a relevant weight to evaluate the precision of CL predictions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s40262-018-0652-7) contains supplementary material, which is available to authorized users. Springer International Publishing 2018-03-23 2019 /pmc/articles/PMC6325985/ /pubmed/29572663 http://dx.doi.org/10.1007/s40262-018-0652-7 Text en © The Author(s) 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Short Communication Goulooze, Sebastiaan C. Völler, Swantje Välitalo, Pyry A. J. Calvier, Elisa A. M. Aarons, Leon Krekels, Elke H. J. Knibbe, Catherijne A. J. The Influence of Normalization Weight in Population Pharmacokinetic Covariate Models |
title | The Influence of Normalization Weight in Population Pharmacokinetic Covariate Models |
title_full | The Influence of Normalization Weight in Population Pharmacokinetic Covariate Models |
title_fullStr | The Influence of Normalization Weight in Population Pharmacokinetic Covariate Models |
title_full_unstemmed | The Influence of Normalization Weight in Population Pharmacokinetic Covariate Models |
title_short | The Influence of Normalization Weight in Population Pharmacokinetic Covariate Models |
title_sort | influence of normalization weight in population pharmacokinetic covariate models |
topic | Short Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6325985/ https://www.ncbi.nlm.nih.gov/pubmed/29572663 http://dx.doi.org/10.1007/s40262-018-0652-7 |
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