RiboDiff: detecting changes of mRNA translation efficiency from ribosome footprints.
Bioinformatics
; 33(1): 139-141, 2017 01 01.
Article
em En
| MEDLINE
| ID: mdl-27634950
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 CONTACTS: zhongy@cbio.mskcc.org or raetsch@inf.ethz.chSupplementary information: Supplementary data are available at Bioinformatics online.
Texto completo:
1
Base de dados:
MEDLINE
Assunto principal:
Ribossomos
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Biossíntese de Proteínas
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Software
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RNA Mensageiro
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Análise de Sequência de RNA
Idioma:
En
Ano de publicação:
2017
Tipo de documento:
Article