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FastBMD: an online tool for rapid benchmark dose–response analysis of transcriptomics data

MOTIVATION: Transcriptomics dose–response analysis is a promising new approach method for toxicity testing. While international regulatory agencies have spent substantial effort establishing a standardized statistical approach, existing software that follows this approach is computationally ineffici...

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Detalles Bibliográficos
Autores principales: Ewald, Jessica, Soufan, Othman, Xia, Jianguo, Basu, Niladri
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8128449/
https://www.ncbi.nlm.nih.gov/pubmed/32761065
http://dx.doi.org/10.1093/bioinformatics/btaa700
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author Ewald, Jessica
Soufan, Othman
Xia, Jianguo
Basu, Niladri
author_facet Ewald, Jessica
Soufan, Othman
Xia, Jianguo
Basu, Niladri
author_sort Ewald, Jessica
collection PubMed
description MOTIVATION: Transcriptomics dose–response analysis is a promising new approach method for toxicity testing. While international regulatory agencies have spent substantial effort establishing a standardized statistical approach, existing software that follows this approach is computationally inefficient and must be locally installed. RESULTS: FastBMD is a web-based tool that implements standardized methods for transcriptomics benchmark dose–response analysis in R. It is >60 times faster than the current leading software, supports transcriptomics data from 13 species, and offers a comprehensive analytical pipeline that goes from processing and normalization of raw gene expression values to interactive exploration of pathway-level benchmark dose results. AVAILABILITY AND IMPLEMENTATION: FastBMD is freely available at www.fastbmd.ca. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-81284492021-05-21 FastBMD: an online tool for rapid benchmark dose–response analysis of transcriptomics data Ewald, Jessica Soufan, Othman Xia, Jianguo Basu, Niladri Bioinformatics Applications Notes MOTIVATION: Transcriptomics dose–response analysis is a promising new approach method for toxicity testing. While international regulatory agencies have spent substantial effort establishing a standardized statistical approach, existing software that follows this approach is computationally inefficient and must be locally installed. RESULTS: FastBMD is a web-based tool that implements standardized methods for transcriptomics benchmark dose–response analysis in R. It is >60 times faster than the current leading software, supports transcriptomics data from 13 species, and offers a comprehensive analytical pipeline that goes from processing and normalization of raw gene expression values to interactive exploration of pathway-level benchmark dose results. AVAILABILITY AND IMPLEMENTATION: FastBMD is freely available at www.fastbmd.ca. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2020-08-06 /pmc/articles/PMC8128449/ /pubmed/32761065 http://dx.doi.org/10.1093/bioinformatics/btaa700 Text en © The Author(s) 2020. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Applications Notes
Ewald, Jessica
Soufan, Othman
Xia, Jianguo
Basu, Niladri
FastBMD: an online tool for rapid benchmark dose–response analysis of transcriptomics data
title FastBMD: an online tool for rapid benchmark dose–response analysis of transcriptomics data
title_full FastBMD: an online tool for rapid benchmark dose–response analysis of transcriptomics data
title_fullStr FastBMD: an online tool for rapid benchmark dose–response analysis of transcriptomics data
title_full_unstemmed FastBMD: an online tool for rapid benchmark dose–response analysis of transcriptomics data
title_short FastBMD: an online tool for rapid benchmark dose–response analysis of transcriptomics data
title_sort fastbmd: an online tool for rapid benchmark dose–response analysis of transcriptomics data
topic Applications Notes
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8128449/
https://www.ncbi.nlm.nih.gov/pubmed/32761065
http://dx.doi.org/10.1093/bioinformatics/btaa700
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