Automated generation of heuristics for biological sequence comparison

被引:1951
作者
Slater, GS [1 ]
Birney, E [1 ]
机构
[1] EMBL, European Bioinformat Inst, Ensembl Grp, Cambridge CB10 1SD, England
关键词
D O I
10.1186/1471-2105-6-31
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Exhaustive methods of sequence alignment are accurate but slow, whereas heuristic approaches run quickly, but their complexity makes them more difficult to implement. We introduce bounded sparse dynamic programming (BSDP) to allow rapid approximation to exhaustive alignment. This is used within a framework whereby the alignment algorithms are described in terms of their underlying model, to allow automated development of efficient heuristic implementations which may be applied to a general set of sequence comparison problems. Results: The speed and accuracy of this approach compares favourably with existing methods. Examples of its use in the context of genome annotation are given. Conclusions: This system allows rapid implementation of heuristics approximating to many complex alignment models, and has been incorporated into the freely available sequence alignment program, exonerate.
引用
收藏
页数:11
相关论文
共 30 条
  • [1] EFFICIENT STRING MATCHING - AID TO BIBLIOGRAPHIC SEARCH
    AHO, AV
    CORASICK, MJ
    [J]. COMMUNICATIONS OF THE ACM, 1975, 18 (06) : 333 - 340
  • [2] Altschul SF, 1998, PROTEINS, V32, P88, DOI 10.1002/(SICI)1097-0134(19980701)32:1<88::AID-PROT10>3.3.CO
  • [3] 2-X
  • [4] Gapped BLAST and PSI-BLAST: a new generation of protein database search programs
    Altschul, SF
    Madden, TL
    Schaffer, AA
    Zhang, JH
    Zhang, Z
    Miller, W
    Lipman, DJ
    [J]. NUCLEIC ACIDS RESEARCH, 1997, 25 (17) : 3389 - 3402
  • [5] BASIC LOCAL ALIGNMENT SEARCH TOOL
    ALTSCHUL, SF
    GISH, W
    MILLER, W
    MYERS, EW
    LIPMAN, DJ
    [J]. JOURNAL OF MOLECULAR BIOLOGY, 1990, 215 (03) : 403 - 410
  • [6] [Anonymous], [No title captured], DOI DOI 10.1145/299432.299460
  • [7] [Anonymous], 1979, ROBUSTNESS STAT
  • [8] GeneWise and genomewise
    Birney, E
    Clamp, M
    Durbin, R
    [J]. GENOME RESEARCH, 2004, 14 (05) : 988 - 995
  • [9] PairWise and SearchWise: Finding the optimal alignment in a simultaneous comparison of a protein profile against all DNA translation frames
    Birney, E
    Thompson, JD
    Gibson, TJ
    [J]. NUCLEIC ACIDS RESEARCH, 1996, 24 (14) : 2730 - 2739
  • [10] BIRNEY E, 1997, P 5 INT C INT SYST M, P56