Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Kuramochi, Yui, Hayamizu, Kohsuke
Formato: Online Artículo Texto
Lenguaje:English
Publicado: the Society for Free Radical Research Japan 2023
Materias:
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
_version_ 1785046910840602624
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
work_keys_str_mv AT kuramochiyui achangepointregressionapproachforestimatingnoobservedadverseeffectlevelfromsystematicreview
AT hayamizukohsuke achangepointregressionapproachforestimatingnoobservedadverseeffectlevelfromsystematicreview
AT kuramochiyui changepointregressionapproachforestimatingnoobservedadverseeffectlevelfromsystematicreview
AT hayamizukohsuke changepointregressionapproachforestimatingnoobservedadverseeffectlevelfromsystematicreview