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A change-point regression approach for estimating no observed adverse effect level from systematic review
Systematic reviews can be used not only to evaluate the efficacy and usefulness of a drug or food ingredient, but also as a safety assessment method. One of the aims of safety assessment is to estimate the no observed adverse effect level and the lowest observed adverse effect level. However, no met...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
the Society for Free Radical Research Japan
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10209598/ https://www.ncbi.nlm.nih.gov/pubmed/37251960 http://dx.doi.org/10.3164/jcbn.22-128 |
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author | Kuramochi, Yui Hayamizu, Kohsuke |
author_facet | Kuramochi, Yui Hayamizu, Kohsuke |
author_sort | Kuramochi, Yui |
collection | PubMed |
description | Systematic reviews can be used not only to evaluate the efficacy and usefulness of a drug or food ingredient, but also as a safety assessment method. One of the aims of safety assessment is to estimate the no observed adverse effect level and the lowest observed adverse effect level. However, no methodology to statistically estimate the no observed adverse effect level from systematic review results has yet been reported. Estimation of the no observed adverse effect level involves a search for the dose above which adverse events occur is even exploration of the thresholds in dose response. To search for the dose above which adverse events occur, we examined an estimation method using the weighted change-point regression model, which includes the weights of each study used for systematic reviews in the model. This model could be applied to safety data of an omega-3 study in the form of a systematic review. We demonstrated that the dose response to omega-3 intake regarding adverse events had a threshold value and that the no observed adverse effect level could be estimated using the developed model. |
format | Online Article Text |
id | pubmed-10209598 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | the Society for Free Radical Research Japan |
record_format | MEDLINE/PubMed |
spelling | pubmed-102095982023-05-26 A change-point regression approach for estimating no observed adverse effect level from systematic review Kuramochi, Yui Hayamizu, Kohsuke J Clin Biochem Nutr Original Article Systematic reviews can be used not only to evaluate the efficacy and usefulness of a drug or food ingredient, but also as a safety assessment method. One of the aims of safety assessment is to estimate the no observed adverse effect level and the lowest observed adverse effect level. However, no methodology to statistically estimate the no observed adverse effect level from systematic review results has yet been reported. Estimation of the no observed adverse effect level involves a search for the dose above which adverse events occur is even exploration of the thresholds in dose response. To search for the dose above which adverse events occur, we examined an estimation method using the weighted change-point regression model, which includes the weights of each study used for systematic reviews in the model. This model could be applied to safety data of an omega-3 study in the form of a systematic review. We demonstrated that the dose response to omega-3 intake regarding adverse events had a threshold value and that the no observed adverse effect level could be estimated using the developed model. the Society for Free Radical Research Japan 2023-05 2023-03-04 /pmc/articles/PMC10209598/ /pubmed/37251960 http://dx.doi.org/10.3164/jcbn.22-128 Text en Copyright © 2023 JCBN https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) ). |
spellingShingle | Original Article Kuramochi, Yui Hayamizu, Kohsuke A change-point regression approach for estimating no observed adverse effect level from systematic review |
title | A change-point regression approach for estimating no observed adverse effect level from systematic review |
title_full | A change-point regression approach for estimating no observed adverse effect level from systematic review |
title_fullStr | A change-point regression approach for estimating no observed adverse effect level from systematic review |
title_full_unstemmed | A change-point regression approach for estimating no observed adverse effect level from systematic review |
title_short | A change-point regression approach for estimating no observed adverse effect level from systematic review |
title_sort | change-point regression approach for estimating no observed adverse effect level from systematic review |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10209598/ https://www.ncbi.nlm.nih.gov/pubmed/37251960 http://dx.doi.org/10.3164/jcbn.22-128 |
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