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VTBuilder: a tool for the assembly of multi isoform transcriptomes

BACKGROUND: Within many research areas, such as transcriptomics, the millions of short DNA fragments (reads) produced by current sequencing platforms need to be assembled into transcript sequences before they can be utilized. Despite recent advances in assembly software, creating such transcripts fr...

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Autores principales: Archer, John, Whiteley, Gareth, Casewell, Nicholas R, Harrison, Robert A, Wagstaff, Simon C
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4260244/
https://www.ncbi.nlm.nih.gov/pubmed/25465054
http://dx.doi.org/10.1186/s12859-014-0389-8
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author Archer, John
Whiteley, Gareth
Casewell, Nicholas R
Harrison, Robert A
Wagstaff, Simon C
author_facet Archer, John
Whiteley, Gareth
Casewell, Nicholas R
Harrison, Robert A
Wagstaff, Simon C
author_sort Archer, John
collection PubMed
description BACKGROUND: Within many research areas, such as transcriptomics, the millions of short DNA fragments (reads) produced by current sequencing platforms need to be assembled into transcript sequences before they can be utilized. Despite recent advances in assembly software, creating such transcripts from read data harboring isoform variation remains challenging. This is because current approaches fail to identify all variants present or they create chimeric transcripts within which relationships between co-evolving sites and other evolutionary factors are disrupted. We present VTBuilder, a tool for constructing non-chimeric transcripts from read data that has been sequenced from sources containing isoform complexity. RESULTS: We validated VTBuilder using reads simulated from 54 Sanger sequenced transcripts (SSTs) expressed in the venom gland of the saw scaled viper, Echis ocellatus. The SSTs were selected to represent genes from major co-expressed toxin groups known to harbor isoform variants. From the simulated reads, VTBuilder constructed 55 transcripts, 50 of which had a greater than 99% sequence similarity to 48 of the SSTs. In contrast, using the popular assembler tool Trinity (r2013-02-25), only 14 transcripts were constructed with a similar level of sequence identity to just 11 SSTs. Furthermore VTBuilder produced transcripts with a similar length distribution to the SSTs while those produced by Trinity were considerably shorter. To demonstrate that our approach can be scaled to real world data we assembled the venom gland transcriptome of the African puff adder Bitis arietans using paired-end reads sequenced on Illumina’s MiSeq platform. VTBuilder constructed 1481 transcripts from 5 million reads and, following annotation, all major toxin genes were recovered demonstrating reconstruction of complex underlying sequence and isoform diversity. CONCLUSION: Unlike other approaches, VTBuilder strives to maintain the relationships between co-evolving sites within the constructed transcripts, and thus increases transcript utility for a wide range of research areas ranging from transcriptomics to phylogenetics and including the monitoring of drug resistant parasite populations. Additionally, improving the quality of transcripts assembled from read data will have an impact on future studies that query these data. VTBuilder has been implemented in java and is available, under the GPL GPU V0.3 license, from http:// http://www.lstmed.ac.uk/vtbuilder. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-014-0389-8) contains supplementary material, which is available to authorized users.
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spelling pubmed-42602442014-12-09 VTBuilder: a tool for the assembly of multi isoform transcriptomes Archer, John Whiteley, Gareth Casewell, Nicholas R Harrison, Robert A Wagstaff, Simon C BMC Bioinformatics Software BACKGROUND: Within many research areas, such as transcriptomics, the millions of short DNA fragments (reads) produced by current sequencing platforms need to be assembled into transcript sequences before they can be utilized. Despite recent advances in assembly software, creating such transcripts from read data harboring isoform variation remains challenging. This is because current approaches fail to identify all variants present or they create chimeric transcripts within which relationships between co-evolving sites and other evolutionary factors are disrupted. We present VTBuilder, a tool for constructing non-chimeric transcripts from read data that has been sequenced from sources containing isoform complexity. RESULTS: We validated VTBuilder using reads simulated from 54 Sanger sequenced transcripts (SSTs) expressed in the venom gland of the saw scaled viper, Echis ocellatus. The SSTs were selected to represent genes from major co-expressed toxin groups known to harbor isoform variants. From the simulated reads, VTBuilder constructed 55 transcripts, 50 of which had a greater than 99% sequence similarity to 48 of the SSTs. In contrast, using the popular assembler tool Trinity (r2013-02-25), only 14 transcripts were constructed with a similar level of sequence identity to just 11 SSTs. Furthermore VTBuilder produced transcripts with a similar length distribution to the SSTs while those produced by Trinity were considerably shorter. To demonstrate that our approach can be scaled to real world data we assembled the venom gland transcriptome of the African puff adder Bitis arietans using paired-end reads sequenced on Illumina’s MiSeq platform. VTBuilder constructed 1481 transcripts from 5 million reads and, following annotation, all major toxin genes were recovered demonstrating reconstruction of complex underlying sequence and isoform diversity. CONCLUSION: Unlike other approaches, VTBuilder strives to maintain the relationships between co-evolving sites within the constructed transcripts, and thus increases transcript utility for a wide range of research areas ranging from transcriptomics to phylogenetics and including the monitoring of drug resistant parasite populations. Additionally, improving the quality of transcripts assembled from read data will have an impact on future studies that query these data. VTBuilder has been implemented in java and is available, under the GPL GPU V0.3 license, from http:// http://www.lstmed.ac.uk/vtbuilder. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-014-0389-8) contains supplementary material, which is available to authorized users. BioMed Central 2014-12-03 /pmc/articles/PMC4260244/ /pubmed/25465054 http://dx.doi.org/10.1186/s12859-014-0389-8 Text en © Archer et al.; licensee BioMed Central Ltd. 2014 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 use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Software
Archer, John
Whiteley, Gareth
Casewell, Nicholas R
Harrison, Robert A
Wagstaff, Simon C
VTBuilder: a tool for the assembly of multi isoform transcriptomes
title VTBuilder: a tool for the assembly of multi isoform transcriptomes
title_full VTBuilder: a tool for the assembly of multi isoform transcriptomes
title_fullStr VTBuilder: a tool for the assembly of multi isoform transcriptomes
title_full_unstemmed VTBuilder: a tool for the assembly of multi isoform transcriptomes
title_short VTBuilder: a tool for the assembly of multi isoform transcriptomes
title_sort vtbuilder: a tool for the assembly of multi isoform transcriptomes
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4260244/
https://www.ncbi.nlm.nih.gov/pubmed/25465054
http://dx.doi.org/10.1186/s12859-014-0389-8
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