Efficient protein alignment algorithm for protein search

被引:1
|
作者
Lu, Zaixin [1 ]
Zhao, Zhiyu [2 ]
Fu, Bin [1 ]
机构
[1] Univ Texas Pan Amer, Dept Comp Sci, Edinburg, TX 78539 USA
[2] Univ New Orleans, Dept Comp Sci, New Orleans, LA 70148 USA
来源
BMC BIOINFORMATICS | 2010年 / 11卷
基金
美国国家科学基金会;
关键词
STRUCTURAL ALIGNMENT; SCOP DATABASE; SIMILARITIES; GROWTH;
D O I
10.1186/1471-2105-11-S1-S34
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Proteins show a great variety of 3D conformations, which can be used to infer their evolutionary relationship and to classify them into more general groups; therefore protein structure alignment algorithms are very helpful for protein biologists. However, an accurate alignment algorithm itself may be insufficient for effective discovering of structural relationships among tens of thousands of proteins. Due to the exponentially increasing amount of protein structural data, a fast and accurate structure alignment tool is necessary to access protein classification and protein similarity search; however, the complexity of current alignment algorithms are usually too high to make a fully alignment-based classification and search practical. Results: We have developed an efficient protein pairwise alignment algorithm and applied it to our protein search tool, which aligns a query protein structure in the pairwise manner with all protein structures in the Protein Data Bank (PDB) to output similar protein structures. The algorithm can align hundreds of pairs of protein structures in one second. Given a protein structure, the tool efficiently discovers similar structures from tens of thousands of structures stored in the PDB always in 2 minutes in a single machine and 20 seconds in our cluster of 6 machines. The algorithm has been fully implemented and is accessible online at our webserver, which is supported by a cluster of computers. Conclusion: Our algorithm can work out hundreds of pairs of protein alignments in one second. Therefore, it is very suitable for protein search. Our experimental results show that it is more accurate than other well known protein search systems in finding proteins which are structurally similar at SCOP family and superfamily levels, and its speed is also competitive with those systems. In terms of the pairwise alignment performance, it is as good as some well known alignment algorithms.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Efficient protein alignment algorithm for protein search
    Zaixin Lu
    Zhiyu Zhao
    Bin Fu
    BMC Bioinformatics, 11
  • [2] Very efficient search for protein alignment-VESPA
    Randic, M.
    JOURNAL OF COMPUTATIONAL CHEMISTRY, 2012, 33 (06) : 702 - 707
  • [3] An efficient algorithm for global alignment of protein-protein interaction networks
    Do Duc Dong
    Dang Thanh Hai
    Tran Ngoc Ha
    Dang Cao Cuong
    Hoang Xuan Huan
    2015 INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR COMMUNICATIONS (ATC), 2015, : 332 - 336
  • [4] An efficient algorithm for pairwise local alignment of protein interaction networks
    Chen, Wenbin
    Schmidt, Matthew
    Tian, Wenhong
    Samatova, Nagiza F.
    Zhang, Shaohong
    JOURNAL OF BIOINFORMATICS AND COMPUTATIONAL BIOLOGY, 2015, 13 (02)
  • [5] Efficient dynamic programming algorithm with prior knowledge for protein β-strand alignment
    Sabzekar, Mostafa
    Naghibzadeh, Mahmoud
    Sadri, Javad
    JOURNAL OF THEORETICAL BIOLOGY, 2017, 417 : 43 - 50
  • [6] Integrated search and alignment of protein structures
    Sacan, Ahmet
    Toroslu, I. Hakki
    Ferhatosmanoglu, Hakan
    BIOINFORMATICS, 2008, 24 (24) : 2872 - 2879
  • [7] Protein database search of hybrid alignment algorithm based on GPU parallel acceleration
    Zhou, Wei
    Cai, Zhanxiu
    Lian, Bo
    Wang, Jincai
    Ma, Jianping
    JOURNAL OF SUPERCOMPUTING, 2017, 73 (10): : 4517 - 4534
  • [8] Protein database search of hybrid alignment algorithm based on GPU parallel acceleration
    Wei Zhou
    Zhanxiu Cai
    Bo Lian
    Jincai Wang
    Jianping Ma
    The Journal of Supercomputing, 2017, 73 : 4517 - 4534
  • [9] A parameterized algorithm for protein structure alignment
    Xu, Jinbo
    Jiao, Feng
    Berger, Bonnie
    JOURNAL OF COMPUTATIONAL BIOLOGY, 2007, 14 (05) : 564 - 577
  • [10] AN ALGORITHM COMBINING DNA AND PROTEIN ALIGNMENT
    HEIN, J
    JOURNAL OF THEORETICAL BIOLOGY, 1994, 167 (02) : 169 - 174