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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2015
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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. |
format | Online Article Text |
id | pubmed-5064610 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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