Cargando…

Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration

Wearable silicone wristbands are a rapidly growing exposure assessment technology that offer researchers the ability to study previously inaccessible cohorts and have the potential to provide a more comprehensive picture of chemical exposure within diverse communities. However, there are no establis...

Descripción completa

Detalles Bibliográficos
Autores principales: Bramer, Lisa M., Dixon, Holly M., Degnan, David J., Rohlman, Diana, Herbstman, Julie B., Anderson, Kim A., Waters, Katrina M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10592864/
https://www.ncbi.nlm.nih.gov/pubmed/37873084
http://dx.doi.org/10.1101/2023.09.29.560217
_version_ 1785124355408134144
author Bramer, Lisa M.
Dixon, Holly M.
Degnan, David J.
Rohlman, Diana
Herbstman, Julie B.
Anderson, Kim A.
Waters, Katrina M.
author_facet Bramer, Lisa M.
Dixon, Holly M.
Degnan, David J.
Rohlman, Diana
Herbstman, Julie B.
Anderson, Kim A.
Waters, Katrina M.
author_sort Bramer, Lisa M.
collection PubMed
description Wearable silicone wristbands are a rapidly growing exposure assessment technology that offer researchers the ability to study previously inaccessible cohorts and have the potential to provide a more comprehensive picture of chemical exposure within diverse communities. However, there are no established best practices for analyzing the data within a study or across multiple studies, thereby limiting impact and access of these data for larger meta-analyses. We utilize data from three studies, from over 600 wristbands worn by participants in New York City and Eugene, Oregon, to present a first-of-its-kind manuscript detailing wristband data properties. We further discuss and provide concrete examples of key areas and considerations in common statistical modeling methods where best practices must be established to enable meta-analyses and integration of data from multiple studies. Finally, we detail important and challenging aspects of machine learning, meta-analysis, and data integration that researchers will face in order to extend beyond the limited scope of individual studies focused on specific populations.
format Online
Article
Text
id pubmed-10592864
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Cold Spring Harbor Laboratory
record_format MEDLINE/PubMed
spelling pubmed-105928642023-10-24 Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration Bramer, Lisa M. Dixon, Holly M. Degnan, David J. Rohlman, Diana Herbstman, Julie B. Anderson, Kim A. Waters, Katrina M. bioRxiv Article Wearable silicone wristbands are a rapidly growing exposure assessment technology that offer researchers the ability to study previously inaccessible cohorts and have the potential to provide a more comprehensive picture of chemical exposure within diverse communities. However, there are no established best practices for analyzing the data within a study or across multiple studies, thereby limiting impact and access of these data for larger meta-analyses. We utilize data from three studies, from over 600 wristbands worn by participants in New York City and Eugene, Oregon, to present a first-of-its-kind manuscript detailing wristband data properties. We further discuss and provide concrete examples of key areas and considerations in common statistical modeling methods where best practices must be established to enable meta-analyses and integration of data from multiple studies. Finally, we detail important and challenging aspects of machine learning, meta-analysis, and data integration that researchers will face in order to extend beyond the limited scope of individual studies focused on specific populations. Cold Spring Harbor Laboratory 2023-10-02 /pmc/articles/PMC10592864/ /pubmed/37873084 http://dx.doi.org/10.1101/2023.09.29.560217 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Bramer, Lisa M.
Dixon, Holly M.
Degnan, David J.
Rohlman, Diana
Herbstman, Julie B.
Anderson, Kim A.
Waters, Katrina M.
Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration
title Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration
title_full Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration
title_fullStr Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration
title_full_unstemmed Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration
title_short Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration
title_sort expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10592864/
https://www.ncbi.nlm.nih.gov/pubmed/37873084
http://dx.doi.org/10.1101/2023.09.29.560217
work_keys_str_mv AT bramerlisam expandingtheaccessofwearablesiliconewristbandsincommunityengagedresearchthroughbestpracticesindataanalysisandintegration
AT dixonhollym expandingtheaccessofwearablesiliconewristbandsincommunityengagedresearchthroughbestpracticesindataanalysisandintegration
AT degnandavidj expandingtheaccessofwearablesiliconewristbandsincommunityengagedresearchthroughbestpracticesindataanalysisandintegration
AT rohlmandiana expandingtheaccessofwearablesiliconewristbandsincommunityengagedresearchthroughbestpracticesindataanalysisandintegration
AT herbstmanjulieb expandingtheaccessofwearablesiliconewristbandsincommunityengagedresearchthroughbestpracticesindataanalysisandintegration
AT andersonkima expandingtheaccessofwearablesiliconewristbandsincommunityengagedresearchthroughbestpracticesindataanalysisandintegration
AT waterskatrinam expandingtheaccessofwearablesiliconewristbandsincommunityengagedresearchthroughbestpracticesindataanalysisandintegration