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BMDExpress Data Viewer ‐ a visualization tool to analyze BMDExpress datasets

Regulatory agencies increasingly apply benchmark dose (BMD) modeling to determine points of departure for risk assessment. BMDExpress applies BMD modeling to transcriptomic datasets to identify transcriptional BMDs. However, graphing and analytical capabilities within BMDExpress are limited, and the...

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Autores principales: Kuo, Byron, Francina Webster, A., Thomas, Russell S., Yauk, Carole L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5064610/
https://www.ncbi.nlm.nih.gov/pubmed/26671443
http://dx.doi.org/10.1002/jat.3265
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author Kuo, Byron
Francina Webster, A.
Thomas, Russell S.
Yauk, Carole L.
author_facet Kuo, Byron
Francina Webster, A.
Thomas, Russell S.
Yauk, Carole L.
author_sort Kuo, Byron
collection PubMed
description Regulatory agencies increasingly apply benchmark dose (BMD) modeling to determine points of departure for risk assessment. BMDExpress applies BMD modeling to transcriptomic datasets to identify transcriptional BMDs. However, graphing and analytical capabilities within BMDExpress are limited, and the analysis of output files is challenging. We developed a web‐based application, BMDExpress Data Viewer (http://apps.sciome.com:8082/BMDX_Viewer/), for visualizing and graphing BMDExpress output files. The application consists of “Summary Visualization” and “Dataset Exploratory” tools. Through analysis of transcriptomic datasets of the toxicants furan and 4,4′‐methylenebis(N,N‐dimethyl)benzenamine, we demonstrate that the “Summary Visualization Tools” can be used to examine distributions of gene and pathway BMD values, and to derive a potential point of departure value based on summary statistics. By applying filters on enrichment P‐values and minimum number of significant genes, the “Functional Enrichment Analysis” tool enables the user to select biological processes or pathways that are selectively perturbed by chemical exposure and identify the related BMD. The “Multiple Dataset Comparison” tool enables comparison of gene and pathway BMD values across multiple experiments (e.g., across timepoints or tissues). The “BMDL‐BMD Range Plotter” tool facilitates the observation of BMD trends across biological processes or pathways. Through our case studies, we demonstrate that BMDExpress Data Viewer is a useful tool to visualize, explore and analyze BMDExpress output files. Visualizing the data in this manner enables rapid assessment of data quality, model fit, doses of peak activity, most sensitive pathway perturbations and other metrics that will be useful in applying toxicogenomics in risk assessment. © 2015 Her Majesty the Queen in Right of Canada. Journal of Applied Toxicology published by John Wiley & Sons, Ltd.
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spelling pubmed-50646102016-10-19 BMDExpress Data Viewer ‐ a visualization tool to analyze BMDExpress datasets Kuo, Byron Francina Webster, A. Thomas, Russell S. Yauk, Carole L. J Appl Toxicol Research Articles Regulatory agencies increasingly apply benchmark dose (BMD) modeling to determine points of departure for risk assessment. BMDExpress applies BMD modeling to transcriptomic datasets to identify transcriptional BMDs. However, graphing and analytical capabilities within BMDExpress are limited, and the analysis of output files is challenging. We developed a web‐based application, BMDExpress Data Viewer (http://apps.sciome.com:8082/BMDX_Viewer/), for visualizing and graphing BMDExpress output files. The application consists of “Summary Visualization” and “Dataset Exploratory” tools. Through analysis of transcriptomic datasets of the toxicants furan and 4,4′‐methylenebis(N,N‐dimethyl)benzenamine, we demonstrate that the “Summary Visualization Tools” can be used to examine distributions of gene and pathway BMD values, and to derive a potential point of departure value based on summary statistics. By applying filters on enrichment P‐values and minimum number of significant genes, the “Functional Enrichment Analysis” tool enables the user to select biological processes or pathways that are selectively perturbed by chemical exposure and identify the related BMD. The “Multiple Dataset Comparison” tool enables comparison of gene and pathway BMD values across multiple experiments (e.g., across timepoints or tissues). The “BMDL‐BMD Range Plotter” tool facilitates the observation of BMD trends across biological processes or pathways. Through our case studies, we demonstrate that BMDExpress Data Viewer is a useful tool to visualize, explore and analyze BMDExpress output files. Visualizing the data in this manner enables rapid assessment of data quality, model fit, doses of peak activity, most sensitive pathway perturbations and other metrics that will be useful in applying toxicogenomics in risk assessment. © 2015 Her Majesty the Queen in Right of Canada. Journal of Applied Toxicology published by John Wiley & Sons, Ltd. John Wiley and Sons Inc. 2015-12-15 2016-08 /pmc/articles/PMC5064610/ /pubmed/26671443 http://dx.doi.org/10.1002/jat.3265 Text en © 2015 Her Majesty the Queen in Right of Canada. Journal of Applied Toxicology published by John Wiley & Sons, Ltd. This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial‐NoDerivs (http://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Research Articles
Kuo, Byron
Francina Webster, A.
Thomas, Russell S.
Yauk, Carole L.
BMDExpress Data Viewer ‐ a visualization tool to analyze BMDExpress datasets
title BMDExpress Data Viewer ‐ a visualization tool to analyze BMDExpress datasets
title_full BMDExpress Data Viewer ‐ a visualization tool to analyze BMDExpress datasets
title_fullStr BMDExpress Data Viewer ‐ a visualization tool to analyze BMDExpress datasets
title_full_unstemmed BMDExpress Data Viewer ‐ a visualization tool to analyze BMDExpress datasets
title_short BMDExpress Data Viewer ‐ a visualization tool to analyze BMDExpress datasets
title_sort bmdexpress data viewer ‐ a visualization tool to analyze bmdexpress datasets
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5064610/
https://www.ncbi.nlm.nih.gov/pubmed/26671443
http://dx.doi.org/10.1002/jat.3265
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