A GRASP-Based Heuristic for the Sorting by Length-Weighted Inversions Problem

被引:3
作者
Arruda, Thiago da Silva [1 ]
Dias, Ulisses [2 ]
Dias, Zanoni [1 ]
机构
[1] Univ Estadual Campinas, Inst Comp, BR-13083852 Campinas, SP, Brazil
[2] Univ Estadual Campinas, Fac Technol, BR-13484332 Limeira, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
Genome rearrangements; length-weighted inversions; GRASP; GENOME REARRANGEMENTS; POLYNOMIAL ALGORITHM; SIGNED PERMUTATIONS; HYBRID GRASP; REVERSALS; GENE; DISTANCE; HISTORY;
D O I
10.1109/TCBB.2015.2474400
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Genome Rearrangements are large-scale mutational events that affect genomes during the evolutionary process. Therefore, these mutations differ from punctual mutations. They can move genes from one place to the other, change the orientation of some genes, or even change the number of chromosomes. In this work, we deal with inversion events which occur when a segment of DNA sequence in the genome is reversed. In our model, each inversion costs the number of elements in the reversed segment. We present a new algorithm for this problem based on the metaheuristic called Greedy Randomized Adaptive Search Procedure (GRASP) that has been routinely used to find solutions for combinatorial optimization problems. In essence, we implemented an iterative process in which each iteration receives a feasible solution whose neighborhood is investigated. Our analysis shows that we outperform any other approach by significant margin. We also use our algorithm to build phylogenetic trees for a subset of species in the Yersinia genus and we compared our trees to other results in the literature.
引用
收藏
页码:352 / 363
页数:12
相关论文
共 44 条
  • [31] A GREEDY RANDOMIZED ADAPTIVE SEARCH PROCEDURE FOR THE 2-PARTITION PROBLEM
    LAGUNA, M
    FEO, TA
    ELROD, HC
    [J]. OPERATIONS RESEARCH, 1994, 42 (04) : 677 - 687
  • [32] Detection and validation of single gene inversions
    Lefebvre, J. F.
    El-Mabrouk, N.
    Tillier, E.
    Sankoff, D.
    [J]. BIOINFORMATICS, 2003, 19 : i190 - i196
  • [33] PLANT MITOCHONDRIAL-DNA EVOLVES RAPIDLY IN STRUCTURE, BUT SLOWLY IN SEQUENCE
    PALMER, JD
    HERBON, LA
    [J]. JOURNAL OF MOLECULAR EVOLUTION, 1988, 28 (1-2) : 87 - 97
  • [34] Pinter R.Y., 2002, GENOME INFORM, V13, P2002
  • [35] A hybrid GRASP with perturbations for the Steiner problem in graphs
    Ribeiro, CC
    Uchoa, E
    Werneck, RF
    [J]. INFORMS JOURNAL ON COMPUTING, 2002, 14 (03) : 228 - 246
  • [36] GENOME REARRANGEMENTS ACTIVATE THE EPSTEIN-BARR VIRUS GENE WHOSE PRODUCT DISRUPTS LATENCY
    ROONEY, C
    TAYLOR, N
    COUNTRYMAN, J
    JENSON, H
    KOLMAN, J
    MILLER, G
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1988, 85 (24) : 9801 - 9805
  • [37] THE NEIGHBOR-JOINING METHOD - A NEW METHOD FOR RECONSTRUCTING PHYLOGENETIC TREES
    SAITOU, N
    NEI, M
    [J]. MOLECULAR BIOLOGY AND EVOLUTION, 1987, 4 (04) : 406 - 425
  • [38] Sankoff D, 2005, LECT NOTES COMPUT SC, V3388, P97
  • [39] Short inversions and conserved gene cluster
    Sankoff, D
    [J]. BIOINFORMATICS, 2002, 18 (10) : 1305 - 1308
  • [40] SIEPEL A., 2002, Proceedings of the second conference on computational molecular biology (RECOMB'02), P281