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

Author

Listed:
  • Ruibang Luo
  • Thomas Wong
  • Jianqiao Zhu
  • Chi-Man Liu
  • Xiaoqian Zhu
  • Edward Wu
  • Lap-Kei Lee
  • Haoxiang Lin
  • Wenjuan Zhu
  • David W Cheung
  • Hing-Fung Ting
  • Siu-Ming Yiu
  • Shaoliang Peng
  • Chang Yu
  • Yingrui Li
  • Ruiqiang Li
  • Tak-Wah Lam

Abstract

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.

Suggested Citation

  • Ruibang Luo & Thomas Wong & Jianqiao Zhu & Chi-Man Liu & Xiaoqian Zhu & Edward Wu & Lap-Kei Lee & Haoxiang Lin & Wenjuan Zhu & David W Cheung & Hing-Fung Ting & Siu-Ming Yiu & Shaoliang Peng & Chang Y, 2013. "SOAP3-dp: Fast, Accurate and Sensitive GPU-Based Short Read Aligner," PLOS ONE, Public Library of Science, vol. 8(5), pages 1-11, May.
  • Handle: RePEc:plo:pone00:0065632
    DOI: 10.1371/journal.pone.0065632
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    Cited by:

    1. Yongchao Liu & Bernt Popp & Bertil Schmidt, 2014. "CUSHAW3: Sensitive and Accurate Base-Space and Color-Space Short-Read Alignment with Hybrid Seeding," PLOS ONE, Public Library of Science, vol. 9(1), pages 1-9, January.

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