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Determining amino acid requirements from repeated observations on indicator amino acid oxidation method by mixed-effect change-point regression models

In nutrition studies, it is often of primary interest to determine the critical threshold value of some biological quantities. To determine the amino acid requirement, the tracer approach including the indicator amino acid oxidation method is useful for the investigation of human subjects. In this a...

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Detalles Bibliográficos
Autores principales: Hayamizu, Kohsuke, Kato, Mai, Hattori, Satoshi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: the Society for Free Radical Research Japan 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3171677/
https://www.ncbi.nlm.nih.gov/pubmed/21980227
http://dx.doi.org/10.3164/jcbn.10-146
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author Hayamizu, Kohsuke
Kato, Mai
Hattori, Satoshi
author_facet Hayamizu, Kohsuke
Kato, Mai
Hattori, Satoshi
author_sort Hayamizu, Kohsuke
collection PubMed
description In nutrition studies, it is often of primary interest to determine the critical threshold value of some biological quantities. To determine the amino acid requirement, the tracer approach including the indicator amino acid oxidation method is useful for the investigation of human subjects. In this approach, measurements of amino acids other than the test amino acid are often repeatedly carried out with various intakes of the test amino acid. Change-point regression models have often been applied to determine the amino acid requirement. However, within-subject dependence due to repeated measurements has not been sufficiently taken into account. In this paper, we propose a mixed-effect change-point model to estimate the amino acid requirements when utilizing the tracer approach. Inference based on Akaike Information Criteria is introduced to include selection of the optimal model and construction of a confidence interval. Our method can easily be applied with a standard software package, and we found that appropriate accounting for within-subject dependence may lead to a much narrower confidence interval. We recommend application of a mixed-effect change-point regression model to determine the amino acid requirements in studies utilizing the tracer approach.
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spelling pubmed-31716772011-10-06 Determining amino acid requirements from repeated observations on indicator amino acid oxidation method by mixed-effect change-point regression models Hayamizu, Kohsuke Kato, Mai Hattori, Satoshi J Clin Biochem Nutr Original Article In nutrition studies, it is often of primary interest to determine the critical threshold value of some biological quantities. To determine the amino acid requirement, the tracer approach including the indicator amino acid oxidation method is useful for the investigation of human subjects. In this approach, measurements of amino acids other than the test amino acid are often repeatedly carried out with various intakes of the test amino acid. Change-point regression models have often been applied to determine the amino acid requirement. However, within-subject dependence due to repeated measurements has not been sufficiently taken into account. In this paper, we propose a mixed-effect change-point model to estimate the amino acid requirements when utilizing the tracer approach. Inference based on Akaike Information Criteria is introduced to include selection of the optimal model and construction of a confidence interval. Our method can easily be applied with a standard software package, and we found that appropriate accounting for within-subject dependence may lead to a much narrower confidence interval. We recommend application of a mixed-effect change-point regression model to determine the amino acid requirements in studies utilizing the tracer approach. the Society for Free Radical Research Japan 2011-09 2011-07-14 /pmc/articles/PMC3171677/ /pubmed/21980227 http://dx.doi.org/10.3164/jcbn.10-146 Text en Copyright © 2011 JCBN This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Hayamizu, Kohsuke
Kato, Mai
Hattori, Satoshi
Determining amino acid requirements from repeated observations on indicator amino acid oxidation method by mixed-effect change-point regression models
title Determining amino acid requirements from repeated observations on indicator amino acid oxidation method by mixed-effect change-point regression models
title_full Determining amino acid requirements from repeated observations on indicator amino acid oxidation method by mixed-effect change-point regression models
title_fullStr Determining amino acid requirements from repeated observations on indicator amino acid oxidation method by mixed-effect change-point regression models
title_full_unstemmed Determining amino acid requirements from repeated observations on indicator amino acid oxidation method by mixed-effect change-point regression models
title_short Determining amino acid requirements from repeated observations on indicator amino acid oxidation method by mixed-effect change-point regression models
title_sort determining amino acid requirements from repeated observations on indicator amino acid oxidation method by mixed-effect change-point regression models
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3171677/
https://www.ncbi.nlm.nih.gov/pubmed/21980227
http://dx.doi.org/10.3164/jcbn.10-146
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