• DocumentCode
    1754962
  • Title

    A Knowledge-Based Multiple-Sequence Alignment Algorithm

  • Author

    Nguyen, Khoa D. ; Yi Pan

  • Author_Institution
    Dept. of Comput. Sci. & Inf. Technol., Clayton State Univ., Morrow, GA, USA
  • Volume
    10
  • Issue
    4
  • fYear
    2013
  • fDate
    July-Aug. 2013
  • Firstpage
    884
  • Lastpage
    896
  • Abstract
    A common and cost-effective mechanism to identify the functionalities, structures, or relationships between species is multiple-sequence alignment, in which DNA/RNA/protein sequences are arranged and aligned so that similarities between sequences are clustered together. Correctly identifying and aligning these sequence biological similarities help from unwinding the mystery of species evolution to drug design. We present our knowledge-based multiple sequence alignment (KB-MSA) technique that utilizes the existing knowledge databases such as SWISSPROT, GENBANK, or HOMSTRAD to provide a more realistic and reliable sequence alignment. We also provide a modified version of this algorithm (CB-MSA) that utilizes the sequence consistency information when sequence knowledge databases are not available. Our benchmark tests on BAliBASE, PREFAB, HOMSTRAD, and SABMARK references show accuracy improvements up to 10 percent on twilight data sets against many leading alignment tools such as ISPALIGN, PADT, CLUSTALW, MAFFT, PROBCONS, and T-COFFEE.
  • Keywords
    DNA; RNA; benchmark testing; bioinformatics; database management systems; drugs; evolution (biological); knowledge based systems; molecular biophysics; molecular configurations; proteins; BAliBASE; CB-MSA algorithm; CLUSTALW; DNA-RNA-protein sequences; GENBANK; HOMSTRAD; ISPALIGN; KB-MSA technique; MAFFT; PADT; PREFAB; PROBCONS; SABMARK; SWISSPROT; T-COFFEE; benchmark tests; drug design; knowledge databases; knowledge-based multiple-sequence alignment algorithm; species evolution; Amino acids; Bioinformatics; Computational biology; Databases; Knowledge based systems; Phylogeny; Bioinformatics; consistency MSA; knowledge-based MSA; multiple-sequence alignment; progressive MSA;
  • fLanguage
    English
  • Journal_Title
    Computational Biology and Bioinformatics, IEEE/ACM Transactions on
  • Publisher
    ieee
  • ISSN
    1545-5963
  • Type

    jour

  • DOI
    10.1109/TCBB.2013.102
  • Filename
    6583157