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Dissect: detection and characterization of novel structural alterations in transcribed sequences

Motivation: Computational identification of genomic structural variants via high-throughput sequencing is an important problem for which a number of highly sophisticated solutions have been recently developed. With the advent of high-throughput transcriptome sequencing (RNA-Seq), the problem of iden...

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Autores principales: Yorukoglu, Deniz, Hach, Faraz, Swanson, Lucas, Collins, Colin C., Birol, Inanc, Sahinalp, S. Cenk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3371846/
https://www.ncbi.nlm.nih.gov/pubmed/22689759
http://dx.doi.org/10.1093/bioinformatics/bts214
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author Yorukoglu, Deniz
Hach, Faraz
Swanson, Lucas
Collins, Colin C.
Birol, Inanc
Sahinalp, S. Cenk
author_facet Yorukoglu, Deniz
Hach, Faraz
Swanson, Lucas
Collins, Colin C.
Birol, Inanc
Sahinalp, S. Cenk
author_sort Yorukoglu, Deniz
collection PubMed
description Motivation: Computational identification of genomic structural variants via high-throughput sequencing is an important problem for which a number of highly sophisticated solutions have been recently developed. With the advent of high-throughput transcriptome sequencing (RNA-Seq), the problem of identifying structural alterations in the transcriptome is now attracting significant attention. In this article, we introduce two novel algorithmic formulations for identifying transcriptomic structural variants through aligning transcripts to the reference genome under the consideration of such variation. The first formulation is based on a nucleotide-level alignment model; a second, potentially faster formulation is based on chaining fragments shared between each transcript and the reference genome. Based on these formulations, we introduce a novel transcriptome-to-genome alignment tool, Dissect (DIScovery of Structural Alteration Event Containing Transcripts), which can identify and characterize transcriptomic events such as duplications, inversions, rearrangements and fusions. Dissect is suitable for whole transcriptome structural variation discovery problems involving sufficiently long reads or accurately assembled contigs. Results: We tested Dissect on simulated transcripts altered via structural events, as well as assembled RNA-Seq contigs from human prostate cancer cell line C4-2. Our results indicate that Dissect has high sensitivity and specificity in identifying structural alteration events in simulated transcripts as well as uncovering novel structural alterations in cancer transcriptomes. Availability: Dissect is available for public use at: http://dissect-trans.sourceforge.net Contact: denizy@mit.edu; fhach@cs.sfu.ca; cenk@cs.sfu.ca
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spelling pubmed-33718462012-06-11 Dissect: detection and characterization of novel structural alterations in transcribed sequences Yorukoglu, Deniz Hach, Faraz Swanson, Lucas Collins, Colin C. Birol, Inanc Sahinalp, S. Cenk Bioinformatics Ismb 2012 Proceedings Papers Committee July 15 to July 19, 2012, Long Beach, Ca, Usa Motivation: Computational identification of genomic structural variants via high-throughput sequencing is an important problem for which a number of highly sophisticated solutions have been recently developed. With the advent of high-throughput transcriptome sequencing (RNA-Seq), the problem of identifying structural alterations in the transcriptome is now attracting significant attention. In this article, we introduce two novel algorithmic formulations for identifying transcriptomic structural variants through aligning transcripts to the reference genome under the consideration of such variation. The first formulation is based on a nucleotide-level alignment model; a second, potentially faster formulation is based on chaining fragments shared between each transcript and the reference genome. Based on these formulations, we introduce a novel transcriptome-to-genome alignment tool, Dissect (DIScovery of Structural Alteration Event Containing Transcripts), which can identify and characterize transcriptomic events such as duplications, inversions, rearrangements and fusions. Dissect is suitable for whole transcriptome structural variation discovery problems involving sufficiently long reads or accurately assembled contigs. Results: We tested Dissect on simulated transcripts altered via structural events, as well as assembled RNA-Seq contigs from human prostate cancer cell line C4-2. Our results indicate that Dissect has high sensitivity and specificity in identifying structural alteration events in simulated transcripts as well as uncovering novel structural alterations in cancer transcriptomes. Availability: Dissect is available for public use at: http://dissect-trans.sourceforge.net Contact: denizy@mit.edu; fhach@cs.sfu.ca; cenk@cs.sfu.ca Oxford University Press 2012-06-15 2012-06-09 /pmc/articles/PMC3371846/ /pubmed/22689759 http://dx.doi.org/10.1093/bioinformatics/bts214 Text en © The Author(s) 2012. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/3.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Ismb 2012 Proceedings Papers Committee July 15 to July 19, 2012, Long Beach, Ca, Usa
Yorukoglu, Deniz
Hach, Faraz
Swanson, Lucas
Collins, Colin C.
Birol, Inanc
Sahinalp, S. Cenk
Dissect: detection and characterization of novel structural alterations in transcribed sequences
title Dissect: detection and characterization of novel structural alterations in transcribed sequences
title_full Dissect: detection and characterization of novel structural alterations in transcribed sequences
title_fullStr Dissect: detection and characterization of novel structural alterations in transcribed sequences
title_full_unstemmed Dissect: detection and characterization of novel structural alterations in transcribed sequences
title_short Dissect: detection and characterization of novel structural alterations in transcribed sequences
title_sort dissect: detection and characterization of novel structural alterations in transcribed sequences
topic Ismb 2012 Proceedings Papers Committee July 15 to July 19, 2012, Long Beach, Ca, Usa
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3371846/
https://www.ncbi.nlm.nih.gov/pubmed/22689759
http://dx.doi.org/10.1093/bioinformatics/bts214
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