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PSAEC: An Improved Algorithm for Short Read Error Correction Using Partial Suffix Arrays

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Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 6681))

Abstract

Sequencing errors in high-throughput sequencing data constitute one of the major problems in analyzing such data. Error correction can reduce the error rate. However, it is a computation and data intensive process for large-scale data. This poses challenges for more efficient and scalable algorithms. In this paper, we propose PSAEC, an improved algorithm for short read error correction using partial suffix arrays in high-throughput sequencing data. Our algorithm optimizes the HiTEC program by replacing full suffix arrays with partial suffix arrays to index reads which is more time and space efficient. Moreover, PSAEC is a scalable parallel algorithm that can works well on multi-core computers using Pthread. Experiments show that our algorithm delivers good, scalable performance.

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References

  1. Mardis, E.R.: The impact of next-generation sequencing technology on genetics. Trends Genet. 24, 133–141 (2008)

    Article  Google Scholar 

  2. Tammi, M.T., Arner, E., Kindlund, E., Andersson, B.: Correcting errors in shotgun sequences. Nucleic Acids Res. 31, 4663–4672 (2003)

    Article  Google Scholar 

  3. Chaisson, M.J., Pevzner, P.A., Tang, H.: Fragment assembly with short reads. Bioinformatics 20, 2067–2074 (2004)

    Article  Google Scholar 

  4. Chaisson, M.J., Brinza, D., Pevzner, P.A.: De novo fragment assembly with short mate-paired reads: Does the read length matter? Genome Res. 19, 336–346 (2009)

    Article  Google Scholar 

  5. Butler, J., MacCallum, I., Kleber, M., Shlyakhter, I.A., Belmonte, M.K., Lander, E.S., Nusbaum, C., Jaffe, D.B.: ALLPATHS: De novo assembly of whole-genome shotgun microreads. Genome Res. 18, 810–820 (2008)

    Article  Google Scholar 

  6. Yang, X., Dorman, K.S., Aluru, S.: Reptile: representative tiling for short read error correction. Bioinformatics 26, 2526–2533 (2010)

    Article  Google Scholar 

  7. Kelley, D., Schatz, M., Salzberg, S.: Quake: quality-aware detection and correction of sequencing errors. Genome Biology 11(11), R116 (2010)

    Google Scholar 

  8. Shi, H., Schmidt, B., Liu, W., Muller-Wittig, W.: A parallel algorithm for error correction in high-throughput short-read data on CUDA-enabled graphics hardware. J. Comput. Biol. 17, 603–615 (2009)

    Article  MathSciNet  Google Scholar 

  9. Schroder, J., Schroder, H., Puglisi, S.J., Sinha, R., Schmidt, B.: SHREC: a short-read error correction method. Bioinformatics 25, 2157–2163 (2009)

    Article  Google Scholar 

  10. Ilie, L., Fazayeli, F., Ilie, S.: HiTEC: accurate error correction in high-throughput sequencing data. Bioinformatics 27(3), 295–302 (2011)

    Article  Google Scholar 

  11. Larsson, N.J., Sadakane, K.: Faster suffix sorting. Technical Report LU-CS-TR: 99-214, LUNDFD6/(NFCS-3140)/1–20/(1999), Department of Computer Science, Lund University, Sweden (1999)

    Google Scholar 

  12. Mori, Y.: Short description of improved two-stage suffix sorting algorithm, http://homepage3.nifty.com/wpage/software/itssort.txt

  13. Bentley, J.L., Sedgewick, R.: Fast algorithms for sorting and searching strings. In: 8th Annual ACM-SIAM Symposium on Discrete Algorithms, New York, pp. 360–369 (1997)

    Google Scholar 

  14. Futamura, N., Aluru, S., Kurtz, S.: Parallel suffix sorting. In: 9th International Conference on Advanced Computing and Communications, pp. 76–81. Tata McGraw-Hill (2001)

    Google Scholar 

  15. Manber, U., Myers, G.: Suffix arrays: a new method for on-line search. SIAM J. Comput. 22(5), 935–948 (1993)

    Article  MATH  Google Scholar 

  16. Simon, J., Puglisi, William, F., Smyth, Andrew Turpin.: A taxonomy of suffix array construction algorithms. ACM Comput. Surv. 39(2) , 1–31 (2007)

    Article  Google Scholar 

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© 2011 Springer-Verlag Berlin Heidelberg

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Zhao, Z., Yin, J., Zhan, Y., Xiong, W., Li, Y., Liu, F. (2011). PSAEC: An Improved Algorithm for Short Read Error Correction Using Partial Suffix Arrays. In: Atallah, M., Li, XY., Zhu, B. (eds) Frontiers in Algorithmics and Algorithmic Aspects in Information and Management. Lecture Notes in Computer Science, vol 6681. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21204-8_25

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  • DOI: https://doi.org/10.1007/978-3-642-21204-8_25

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-21203-1

  • Online ISBN: 978-3-642-21204-8

  • eBook Packages: Computer ScienceComputer Science (R0)

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