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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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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. |
format | Online Article Text |
id | pubmed-8128449 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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