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RiboDiff: detecting changes of mRNA translation efficiency from ribosome footprints
MOTIVATION: Deep sequencing based ribosome footprint profiling can provide novel insights into the regulatory mechanisms of protein translation. However, the observed ribosome profile is fundamentally confounded by transcriptional activity. In order to decipher principles of translation regulation,...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5198522/ https://www.ncbi.nlm.nih.gov/pubmed/27634950 http://dx.doi.org/10.1093/bioinformatics/btw585 |
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author | Zhong, Yi Karaletsos, Theofanis Drewe, Philipp Sreedharan, Vipin T Kuo, David Singh, Kamini Wendel, Hans-Guido Rätsch, Gunnar |
author_facet | Zhong, Yi Karaletsos, Theofanis Drewe, Philipp Sreedharan, Vipin T Kuo, David Singh, Kamini Wendel, Hans-Guido Rätsch, Gunnar |
author_sort | Zhong, Yi |
collection | PubMed |
description | MOTIVATION: Deep sequencing based ribosome footprint profiling can provide novel insights into the regulatory mechanisms of protein translation. However, the observed ribosome profile is fundamentally confounded by transcriptional activity. In order to decipher principles of translation regulation, tools that can reliably detect changes in translation efficiency in case–control studies are needed. RESULTS: We present a statistical framework and an analysis tool, RiboDiff, to detect genes with changes in translation efficiency across experimental treatments. RiboDiff uses generalized linear models to estimate the over-dispersion of RNA-Seq and ribosome profiling measurements separately, and performs a statistical test for differential translation efficiency using both mRNA abundance and ribosome occupancy. AVAILABILITY AND IMPLEMENTATION: RiboDiff webpage http://bioweb.me/ribodiff. Source code including scripts for preprocessing the FASTQ data are available at http://github.com/ratschlab/ribodiff. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-5198522 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-51985222017-01-06 RiboDiff: detecting changes of mRNA translation efficiency from ribosome footprints Zhong, Yi Karaletsos, Theofanis Drewe, Philipp Sreedharan, Vipin T Kuo, David Singh, Kamini Wendel, Hans-Guido Rätsch, Gunnar Bioinformatics Applications Notes MOTIVATION: Deep sequencing based ribosome footprint profiling can provide novel insights into the regulatory mechanisms of protein translation. However, the observed ribosome profile is fundamentally confounded by transcriptional activity. In order to decipher principles of translation regulation, tools that can reliably detect changes in translation efficiency in case–control studies are needed. RESULTS: We present a statistical framework and an analysis tool, RiboDiff, to detect genes with changes in translation efficiency across experimental treatments. RiboDiff uses generalized linear models to estimate the over-dispersion of RNA-Seq and ribosome profiling measurements separately, and performs a statistical test for differential translation efficiency using both mRNA abundance and ribosome occupancy. AVAILABILITY AND IMPLEMENTATION: RiboDiff webpage http://bioweb.me/ribodiff. Source code including scripts for preprocessing the FASTQ data are available at http://github.com/ratschlab/ribodiff. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2017-01-01 2016-09-14 /pmc/articles/PMC5198522/ /pubmed/27634950 http://dx.doi.org/10.1093/bioinformatics/btw585 Text en © The Author 2016. Published by Oxford University Press. http://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/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Applications Notes Zhong, Yi Karaletsos, Theofanis Drewe, Philipp Sreedharan, Vipin T Kuo, David Singh, Kamini Wendel, Hans-Guido Rätsch, Gunnar RiboDiff: detecting changes of mRNA translation efficiency from ribosome footprints |
title | RiboDiff: detecting changes of mRNA translation efficiency from ribosome footprints |
title_full | RiboDiff: detecting changes of mRNA translation efficiency from ribosome footprints |
title_fullStr | RiboDiff: detecting changes of mRNA translation efficiency from ribosome footprints |
title_full_unstemmed | RiboDiff: detecting changes of mRNA translation efficiency from ribosome footprints |
title_short | RiboDiff: detecting changes of mRNA translation efficiency from ribosome footprints |
title_sort | ribodiff: detecting changes of mrna translation efficiency from ribosome footprints |
topic | Applications Notes |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5198522/ https://www.ncbi.nlm.nih.gov/pubmed/27634950 http://dx.doi.org/10.1093/bioinformatics/btw585 |
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