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SOAP3-dp: Fast, Accurate and Sensitive GPU-Based Short Read Aligner

To tackle the exponentially increasing throughput of Next-Generation Sequencing (NGS), most of the existing short-read aligners can be configured to favor speed in trade of accuracy and sensitivity. SOAP3-dp, through leveraging the computational power of both CPU and GPU with optimized algorithms, d...

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Detalles Bibliográficos
Autores principales: Luo, Ruibang, Wong, Thomas, Zhu, Jianqiao, Liu, Chi-Man, Zhu, Xiaoqian, Wu, Edward, Lee, Lap-Kei, Lin, Haoxiang, Zhu, Wenjuan, Cheung, David W., Ting, Hing-Fung, Yiu, Siu-Ming, Peng, Shaoliang, Yu, Chang, Li, Yingrui, Li, Ruiqiang, Lam, Tak-Wah
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3669295/
https://www.ncbi.nlm.nih.gov/pubmed/23741504
http://dx.doi.org/10.1371/journal.pone.0065632
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author Luo, Ruibang
Wong, Thomas
Zhu, Jianqiao
Liu, Chi-Man
Zhu, Xiaoqian
Wu, Edward
Lee, Lap-Kei
Lin, Haoxiang
Zhu, Wenjuan
Cheung, David W.
Ting, Hing-Fung
Yiu, Siu-Ming
Peng, Shaoliang
Yu, Chang
Li, Yingrui
Li, Ruiqiang
Lam, Tak-Wah
author_facet Luo, Ruibang
Wong, Thomas
Zhu, Jianqiao
Liu, Chi-Man
Zhu, Xiaoqian
Wu, Edward
Lee, Lap-Kei
Lin, Haoxiang
Zhu, Wenjuan
Cheung, David W.
Ting, Hing-Fung
Yiu, Siu-Ming
Peng, Shaoliang
Yu, Chang
Li, Yingrui
Li, Ruiqiang
Lam, Tak-Wah
author_sort Luo, Ruibang
collection PubMed
description To tackle the exponentially increasing throughput of Next-Generation Sequencing (NGS), most of the existing short-read aligners can be configured to favor speed in trade of accuracy and sensitivity. SOAP3-dp, through leveraging the computational power of both CPU and GPU with optimized algorithms, delivers high speed and sensitivity simultaneously. Compared with widely adopted aligners including BWA, Bowtie2, SeqAlto, CUSHAW2, GEM and GPU-based aligners BarraCUDA and CUSHAW, SOAP3-dp was found to be two to tens of times faster, while maintaining the highest sensitivity and lowest false discovery rate (FDR) on Illumina reads with different lengths. Transcending its predecessor SOAP3, which does not allow gapped alignment, SOAP3-dp by default tolerates alignment similarity as low as 60%. Real data evaluation using human genome demonstrates SOAP3-dp's power to enable more authentic variants and longer Indels to be discovered. Fosmid sequencing shows a 9.1% FDR on newly discovered deletions. SOAP3-dp natively supports BAM file format and provides the same scoring scheme as BWA, which enables it to be integrated into existing analysis pipelines. SOAP3-dp has been deployed on Amazon-EC2, NIH-Biowulf and Tianhe-1A.
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spelling pubmed-36692952013-06-05 SOAP3-dp: Fast, Accurate and Sensitive GPU-Based Short Read Aligner Luo, Ruibang Wong, Thomas Zhu, Jianqiao Liu, Chi-Man Zhu, Xiaoqian Wu, Edward Lee, Lap-Kei Lin, Haoxiang Zhu, Wenjuan Cheung, David W. Ting, Hing-Fung Yiu, Siu-Ming Peng, Shaoliang Yu, Chang Li, Yingrui Li, Ruiqiang Lam, Tak-Wah PLoS One Research Article To tackle the exponentially increasing throughput of Next-Generation Sequencing (NGS), most of the existing short-read aligners can be configured to favor speed in trade of accuracy and sensitivity. SOAP3-dp, through leveraging the computational power of both CPU and GPU with optimized algorithms, delivers high speed and sensitivity simultaneously. Compared with widely adopted aligners including BWA, Bowtie2, SeqAlto, CUSHAW2, GEM and GPU-based aligners BarraCUDA and CUSHAW, SOAP3-dp was found to be two to tens of times faster, while maintaining the highest sensitivity and lowest false discovery rate (FDR) on Illumina reads with different lengths. Transcending its predecessor SOAP3, which does not allow gapped alignment, SOAP3-dp by default tolerates alignment similarity as low as 60%. Real data evaluation using human genome demonstrates SOAP3-dp's power to enable more authentic variants and longer Indels to be discovered. Fosmid sequencing shows a 9.1% FDR on newly discovered deletions. SOAP3-dp natively supports BAM file format and provides the same scoring scheme as BWA, which enables it to be integrated into existing analysis pipelines. SOAP3-dp has been deployed on Amazon-EC2, NIH-Biowulf and Tianhe-1A. Public Library of Science 2013-05-31 /pmc/articles/PMC3669295/ /pubmed/23741504 http://dx.doi.org/10.1371/journal.pone.0065632 Text en © 2013 Luo et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Luo, Ruibang
Wong, Thomas
Zhu, Jianqiao
Liu, Chi-Man
Zhu, Xiaoqian
Wu, Edward
Lee, Lap-Kei
Lin, Haoxiang
Zhu, Wenjuan
Cheung, David W.
Ting, Hing-Fung
Yiu, Siu-Ming
Peng, Shaoliang
Yu, Chang
Li, Yingrui
Li, Ruiqiang
Lam, Tak-Wah
SOAP3-dp: Fast, Accurate and Sensitive GPU-Based Short Read Aligner
title SOAP3-dp: Fast, Accurate and Sensitive GPU-Based Short Read Aligner
title_full SOAP3-dp: Fast, Accurate and Sensitive GPU-Based Short Read Aligner
title_fullStr SOAP3-dp: Fast, Accurate and Sensitive GPU-Based Short Read Aligner
title_full_unstemmed SOAP3-dp: Fast, Accurate and Sensitive GPU-Based Short Read Aligner
title_short SOAP3-dp: Fast, Accurate and Sensitive GPU-Based Short Read Aligner
title_sort soap3-dp: fast, accurate and sensitive gpu-based short read aligner
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3669295/
https://www.ncbi.nlm.nih.gov/pubmed/23741504
http://dx.doi.org/10.1371/journal.pone.0065632
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