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BM-Map: an efficient software package for accurately allocating multireads of RNA-sequencing data

BACKGROUND: RNA sequencing (RNA-seq) has become a major tool for biomedical research. A key step in analyzing RNA-seq data is to infer the origin of short reads in the source genome, and for this purpose, many read alignment/mapping software programs have been developed. Usually, the majority of map...

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Autores principales: Yuan, Yuan, Norris, Clift, Xu, Yanxun, Tsui, Kam-Wah, Ji, Yuan, Liang, Han
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3535707/
https://www.ncbi.nlm.nih.gov/pubmed/23281802
http://dx.doi.org/10.1186/1471-2164-13-S8-S9
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author Yuan, Yuan
Norris, Clift
Xu, Yanxun
Tsui, Kam-Wah
Ji, Yuan
Liang, Han
author_facet Yuan, Yuan
Norris, Clift
Xu, Yanxun
Tsui, Kam-Wah
Ji, Yuan
Liang, Han
author_sort Yuan, Yuan
collection PubMed
description BACKGROUND: RNA sequencing (RNA-seq) has become a major tool for biomedical research. A key step in analyzing RNA-seq data is to infer the origin of short reads in the source genome, and for this purpose, many read alignment/mapping software programs have been developed. Usually, the majority of mappable reads can be mapped to one unambiguous genomic location, and these reads are called unique reads. However, a considerable proportion of mappable reads can be aligned to more than one genomic location with the same or similar fidelities, and they are called "multireads". Allocating these multireads is challenging but critical for interpreting RNA-seq data. We recently developed a Bayesian stochastic model that allocates multireads more accurately than alternative methods (Ji et al. Biometrics 2011). RESULTS: In order to serve a greater biological community, we have implemented this method in a stand-alone, efficient, and user-friendly software package, BM-Map. BM-Map takes SAM (Sequence Alignment/Map), the most popular read alignment format, as the standard input; then based on the Bayesian model, it calculates mapping probabilities of multireads for competing genomic loci; and BM-Map generates the output by adding mapping probabilities to the original SAM file so that users can easily perform downstream analyses. The program is available in three common operating systems, Linux, Mac and PC. Moreover, we have built a dedicated website, http://bioinformatics.mdanderson.org/main/BM-Map, which includes free downloads, detailed tutorials and illustration examples. CONCLUSIONS: We have developed a stand-alone, efficient, and user-friendly software package for accurately allocating multireads, which is an important addition to our previous methodology paper. We believe that this bioinformatics tool will greatly help RNA-seq and related applications reach their full potential in life science research.
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spelling pubmed-35357072013-01-04 BM-Map: an efficient software package for accurately allocating multireads of RNA-sequencing data Yuan, Yuan Norris, Clift Xu, Yanxun Tsui, Kam-Wah Ji, Yuan Liang, Han BMC Genomics Research BACKGROUND: RNA sequencing (RNA-seq) has become a major tool for biomedical research. A key step in analyzing RNA-seq data is to infer the origin of short reads in the source genome, and for this purpose, many read alignment/mapping software programs have been developed. Usually, the majority of mappable reads can be mapped to one unambiguous genomic location, and these reads are called unique reads. However, a considerable proportion of mappable reads can be aligned to more than one genomic location with the same or similar fidelities, and they are called "multireads". Allocating these multireads is challenging but critical for interpreting RNA-seq data. We recently developed a Bayesian stochastic model that allocates multireads more accurately than alternative methods (Ji et al. Biometrics 2011). RESULTS: In order to serve a greater biological community, we have implemented this method in a stand-alone, efficient, and user-friendly software package, BM-Map. BM-Map takes SAM (Sequence Alignment/Map), the most popular read alignment format, as the standard input; then based on the Bayesian model, it calculates mapping probabilities of multireads for competing genomic loci; and BM-Map generates the output by adding mapping probabilities to the original SAM file so that users can easily perform downstream analyses. The program is available in three common operating systems, Linux, Mac and PC. Moreover, we have built a dedicated website, http://bioinformatics.mdanderson.org/main/BM-Map, which includes free downloads, detailed tutorials and illustration examples. CONCLUSIONS: We have developed a stand-alone, efficient, and user-friendly software package for accurately allocating multireads, which is an important addition to our previous methodology paper. We believe that this bioinformatics tool will greatly help RNA-seq and related applications reach their full potential in life science research. BioMed Central 2012-12-17 /pmc/articles/PMC3535707/ /pubmed/23281802 http://dx.doi.org/10.1186/1471-2164-13-S8-S9 Text en Copyright ©2012 Yuan et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Yuan, Yuan
Norris, Clift
Xu, Yanxun
Tsui, Kam-Wah
Ji, Yuan
Liang, Han
BM-Map: an efficient software package for accurately allocating multireads of RNA-sequencing data
title BM-Map: an efficient software package for accurately allocating multireads of RNA-sequencing data
title_full BM-Map: an efficient software package for accurately allocating multireads of RNA-sequencing data
title_fullStr BM-Map: an efficient software package for accurately allocating multireads of RNA-sequencing data
title_full_unstemmed BM-Map: an efficient software package for accurately allocating multireads of RNA-sequencing data
title_short BM-Map: an efficient software package for accurately allocating multireads of RNA-sequencing data
title_sort bm-map: an efficient software package for accurately allocating multireads of rna-sequencing data
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3535707/
https://www.ncbi.nlm.nih.gov/pubmed/23281802
http://dx.doi.org/10.1186/1471-2164-13-S8-S9
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