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A Hybrid Approach to Optimize the Number of Recombinations in Ancestral Recombination Graphs

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Published:07 January 2019Publication History

ABSTRACT

Building ancestral recombination graphs (ARG) with minimum number of recombination events for large datasets is a challenging problem. We have proposed ARG4WG and REARG heuristic algorithm for constructing ARGs with thousands of whole genome sequences. However, these algorithms do not result in ARGs with minimal number of recombination events. In this work, we propose GAMARG algorithm, an improvement of ARG4WG, to optimize the number of recombination events in ARG building process. Experiment with different datasets showed that GAMARG algorithm outperforms other heuristic algorithms in building ARGs for large datasets. It also is much better than other heuristic algorithms and comparable to exhaustive search methods for small datasets.

References

  1. M. Arenas, "The importance and application of the ancestral recombination graph," Front. Genet., vol. 4, p. 206, 2013.Google ScholarGoogle ScholarCross RefCross Ref
  2. L. Wang, K. Zhang, and L. Zhang, "Perfect phylogenetic networks with recombination," J. Comput. Biol., vol. 8, no. 1, pp. 69--78, 2001.Google ScholarGoogle ScholarCross RefCross Ref
  3. Y. S. Song and J. Hein, "Constructing minimal ancestral recombination graphs," J. Comput. Biol., vol. 12, no. 2, pp. 147--169, 2005.Google ScholarGoogle ScholarCross RefCross Ref
  4. R. B. Lyngsø, Y. S. Song, and J. Hein, "Minimum recombination histories by branch and bound," in International Workshop on Algorithms in Bioinformatics, 2005, pp. 239--250. Google ScholarGoogle ScholarDigital LibraryDigital Library
  5. M. J. Minichiello and R. Durbin, "Mapping trait loci by use of inferred ancestral recombination graphs," Am. J. Hum. Genet., vol. 79, no. 5, pp. 910--922, 2006.Google ScholarGoogle ScholarCross RefCross Ref
  6. T. T. P. Nguyen, V. S. Le, H. B. Ho, and Q. S. Le, "Building ancestral recombination graphs for whole genomes," IEEE/ACM Trans. Comput. Biol. Bioinforma., vol. 14, no. 2, pp. 478--483, 2017. Google ScholarGoogle ScholarDigital LibraryDigital Library
  7. T. T. P. Nguyen and V. S. Le, "Building minimum recombination ancestral recombination graphs for whole genomes," in 2017 4th NAFOSTED Conference on Information and Computer Science, NICS 2017 - Proceedings, 2017, vol. 2017--Janua, pp. 248--253.Google ScholarGoogle Scholar
  8. R. R. Hudson and N. L. Kaplan, "Statistical properties of the number of recombination events in the history of a sample of DNA sequences," Genetics, vol. 111, no. 1, pp. 147--164, 1985.Google ScholarGoogle Scholar
  9. M. Kreitman, "Nucleotide polymorphism at the alcohol dehydrogenase locus of Drosophila melanogaster," Nature, vol. 304, no. 5925, p. 412, 1983.Google ScholarGoogle ScholarCross RefCross Ref
  10. 1000 Genomes Project Consortium and others, "A map of human genome variation from population-scale sequencing," Nature, vol. 467, no. 7319, p. 1061, 2010.Google ScholarGoogle ScholarCross RefCross Ref

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  1. A Hybrid Approach to Optimize the Number of Recombinations in Ancestral Recombination Graphs

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    • Published in

      cover image ACM Other conferences
      ICBBB '19: Proceedings of the 2019 9th International Conference on Bioscience, Biochemistry and Bioinformatics
      January 2019
      115 pages
      ISBN:9781450366540
      DOI:10.1145/3314367

      Copyright © 2019 ACM

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      Publication History

      • Published: 7 January 2019

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