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Transcript assembly and abundance estimation from RNA-Seq reveals thousands of new transcripts and switching among isoforms
High-throughput mRNA sequencing (RNA-Seq) holds the promise of simultaneous transcript discovery and abundance estimation(1-3). We introduce an algorithm for transcript assembly coupled with a statistical model for RNA-Seq experiments that produces estimates of abundances. Our algorithms are impleme...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3146043/ https://www.ncbi.nlm.nih.gov/pubmed/20436464 http://dx.doi.org/10.1038/nbt.1621 |
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author | Trapnell, Cole Williams, Brian A. Pertea, Geo Mortazavi, Ali Kwan, Gordon van Baren, Marijke J. Salzberg, Steven L. Wold, Barbara J. Pachter, Lior |
author_facet | Trapnell, Cole Williams, Brian A. Pertea, Geo Mortazavi, Ali Kwan, Gordon van Baren, Marijke J. Salzberg, Steven L. Wold, Barbara J. Pachter, Lior |
author_sort | Trapnell, Cole |
collection | PubMed |
description | High-throughput mRNA sequencing (RNA-Seq) holds the promise of simultaneous transcript discovery and abundance estimation(1-3). We introduce an algorithm for transcript assembly coupled with a statistical model for RNA-Seq experiments that produces estimates of abundances. Our algorithms are implemented in an open source software program called Cufflinks. To test Cufflinks, we sequenced and analyzed more than 430 million paired 75bp RNA-Seq reads from a mouse myoblast cell line representing a differentiation time series. We detected 13,692 known transcripts and 3,724 previously unannotated ones, 62% of which are supported by independent expression data or by homologous genes in other species. Analysis of transcript expression over the time series revealed complete switches in the dominant transcription start site (TSS) or splice-isoform in 330 genes, along with more subtle shifts in a further 1,304 genes. These dynamics suggest substantial regulatory flexibility and complexity in this well-studied model of muscle development. |
format | Online Article Text |
id | pubmed-3146043 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
record_format | MEDLINE/PubMed |
spelling | pubmed-31460432011-07-29 Transcript assembly and abundance estimation from RNA-Seq reveals thousands of new transcripts and switching among isoforms Trapnell, Cole Williams, Brian A. Pertea, Geo Mortazavi, Ali Kwan, Gordon van Baren, Marijke J. Salzberg, Steven L. Wold, Barbara J. Pachter, Lior Nat Biotechnol Article High-throughput mRNA sequencing (RNA-Seq) holds the promise of simultaneous transcript discovery and abundance estimation(1-3). We introduce an algorithm for transcript assembly coupled with a statistical model for RNA-Seq experiments that produces estimates of abundances. Our algorithms are implemented in an open source software program called Cufflinks. To test Cufflinks, we sequenced and analyzed more than 430 million paired 75bp RNA-Seq reads from a mouse myoblast cell line representing a differentiation time series. We detected 13,692 known transcripts and 3,724 previously unannotated ones, 62% of which are supported by independent expression data or by homologous genes in other species. Analysis of transcript expression over the time series revealed complete switches in the dominant transcription start site (TSS) or splice-isoform in 330 genes, along with more subtle shifts in a further 1,304 genes. These dynamics suggest substantial regulatory flexibility and complexity in this well-studied model of muscle development. 2010-05-02 2010-05 /pmc/articles/PMC3146043/ /pubmed/20436464 http://dx.doi.org/10.1038/nbt.1621 Text en Users may view, print, copy, download and text and data- mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use: http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Trapnell, Cole Williams, Brian A. Pertea, Geo Mortazavi, Ali Kwan, Gordon van Baren, Marijke J. Salzberg, Steven L. Wold, Barbara J. Pachter, Lior Transcript assembly and abundance estimation from RNA-Seq reveals thousands of new transcripts and switching among isoforms |
title | Transcript assembly and abundance estimation from RNA-Seq reveals thousands of new transcripts and switching among isoforms |
title_full | Transcript assembly and abundance estimation from RNA-Seq reveals thousands of new transcripts and switching among isoforms |
title_fullStr | Transcript assembly and abundance estimation from RNA-Seq reveals thousands of new transcripts and switching among isoforms |
title_full_unstemmed | Transcript assembly and abundance estimation from RNA-Seq reveals thousands of new transcripts and switching among isoforms |
title_short | Transcript assembly and abundance estimation from RNA-Seq reveals thousands of new transcripts and switching among isoforms |
title_sort | transcript assembly and abundance estimation from rna-seq reveals thousands of new transcripts and switching among isoforms |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3146043/ https://www.ncbi.nlm.nih.gov/pubmed/20436464 http://dx.doi.org/10.1038/nbt.1621 |
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