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

被引:83
作者
Luo, Ruibang [1 ]
Wong, Thomas [1 ]
Zhu, Jianqiao [1 ,5 ]
Liu, Chi-Man [1 ]
Zhu, Xiaoqian [2 ]
Wu, Edward [1 ]
Lee, Lap-Kei [1 ]
Lin, Haoxiang [3 ]
Zhu, Wenjuan [3 ]
Cheung, David W. [1 ]
Ting, Hing-Fung [1 ]
Yiu, Siu-Ming [1 ]
Peng, Shaoliang [2 ]
Yu, Chang [3 ]
Li, Yingrui [3 ]
Li, Ruiqiang [4 ]
Lam, Tak-Wah [1 ]
机构
[1] Univ Hong Kong, HKU BGI Bioinformat Algorithms & Core Technol Res, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
[2] Natl Univ Def Technol, Sch Comp Sci, Changsha, Hunan, Peoples R China
[3] BGI Shenzhen, Shenzhen, Guangdong, Peoples R China
[4] Peking Univ, Peking Tsinghua Ctr Life Sci, Biodynam Opt Imaging Ctr, Sch Life Sci, Beijing 100871, Peoples R China
[5] Univ Wisconsin, Dept Comp Sci, Madison, WI 53706 USA
关键词
ALIGNMENT; SEQUENCE; FRAMEWORK; EFFICIENT; ULTRAFAST; TOOL;
D O I
10.1371/journal.pone.0065632
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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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页数:11
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