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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...
Autores principales: | , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
the Society for Free Radical Research Japan
2009
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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. |
format | Text |
id | pubmed-2675022 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2009 |
publisher | the Society for Free Radical Research Japan |
record_format | MEDLINE/PubMed |
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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