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A Change-Point Regression Approach for Efficacy Evaluation of Dietary Supplements

In clinical trials for dietary supplements and functional foods, the study population tends to be a mixture of healthy subjects and those who are not so healthy but are not definitely diseased (called “borderline subjects”). For such heterogeneous populations, the t-test and ANCOVA method often fail...

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Detalles Bibliográficos
Autores principales: Hayamizu, Kohsuke, Yamashita, Natsumi, Hattori, Satoshi, Kakuma, Tatsuyuki
Formato: Texto
Lenguaje:English
Publicado: the Society for Free Radical Research Japan 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2675022/
https://www.ncbi.nlm.nih.gov/pubmed/19430619
http://dx.doi.org/10.3164/jcbn.08-245
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author Hayamizu, Kohsuke
Yamashita, Natsumi
Hattori, Satoshi
Kakuma, Tatsuyuki
author_facet Hayamizu, Kohsuke
Yamashita, Natsumi
Hattori, Satoshi
Kakuma, Tatsuyuki
author_sort Hayamizu, Kohsuke
collection PubMed
description In clinical trials for dietary supplements and functional foods, the study population tends to be a mixture of healthy subjects and those who are not so healthy but are not definitely diseased (called “borderline subjects”). For such heterogeneous populations, the t-test and ANCOVA method often fail to provide the desired treatment efficacy. We propose an alternative approach for the efficacy evaluation of dietary supplements and functional foods based on a change-point linear regression model. The model does not require the assumption of a constant treatment effect and provides clinically interpretable results. By employing the AIC-based profile likelihood method, inferences can be made easily using standard statistical software. The proposed method was applied to the Garcinia study data, and the merit of the method was demonstrated by comparing it with traditional methods.
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spelling pubmed-26750222009-05-08 A Change-Point Regression Approach for Efficacy Evaluation of Dietary Supplements Hayamizu, Kohsuke Yamashita, Natsumi Hattori, Satoshi Kakuma, Tatsuyuki J Clin Biochem Nutr Original Article In clinical trials for dietary supplements and functional foods, the study population tends to be a mixture of healthy subjects and those who are not so healthy but are not definitely diseased (called “borderline subjects”). For such heterogeneous populations, the t-test and ANCOVA method often fail to provide the desired treatment efficacy. We propose an alternative approach for the efficacy evaluation of dietary supplements and functional foods based on a change-point linear regression model. The model does not require the assumption of a constant treatment effect and provides clinically interpretable results. By employing the AIC-based profile likelihood method, inferences can be made easily using standard statistical software. The proposed method was applied to the Garcinia study data, and the merit of the method was demonstrated by comparing it with traditional methods. the Society for Free Radical Research Japan 2009-05 2009-04-25 /pmc/articles/PMC2675022/ /pubmed/19430619 http://dx.doi.org/10.3164/jcbn.08-245 Text en Copyright © 2009 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
Yamashita, Natsumi
Hattori, Satoshi
Kakuma, Tatsuyuki
A Change-Point Regression Approach for Efficacy Evaluation of Dietary Supplements
title A Change-Point Regression Approach for Efficacy Evaluation of Dietary Supplements
title_full A Change-Point Regression Approach for Efficacy Evaluation of Dietary Supplements
title_fullStr A Change-Point Regression Approach for Efficacy Evaluation of Dietary Supplements
title_full_unstemmed A Change-Point Regression Approach for Efficacy Evaluation of Dietary Supplements
title_short A Change-Point Regression Approach for Efficacy Evaluation of Dietary Supplements
title_sort change-point regression approach for efficacy evaluation of dietary supplements
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2675022/
https://www.ncbi.nlm.nih.gov/pubmed/19430619
http://dx.doi.org/10.3164/jcbn.08-245
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