FASPR: an open-source tool for fast and accurate protein side-chain packing

被引:51
作者
Huang, Xiaoqiang [1 ]
Pearce, Robin [1 ]
Zhang, Yang [1 ,2 ]
机构
[1] Univ Michigan, Dept Computat Med & Bioinformat, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Dept Biol Chem, Ann Arbor, MI 48109 USA
基金
美国国家科学基金会;
关键词
DEAD-END ELIMINATION; ROTAMER LIBRARY; ALGORITHM; PREDICTION; DESIGN; SPACE; MODEL;
D O I
10.1093/bioinformatics/btaa234
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Protein structure and function are essentially determined by how the side-chain atoms interact with each other. Thus, accurate protein side-chain packing (PSCP) is a critical step toward protein structure prediction and protein design. Despite the importance of the problem, however, the accuracy and speed of current PSCP programs are still not satisfactory. Results: We present FASPR for fast and accurate PSCP by using an optimized scoring function in combination with a deterministic searching algorithm. The performance of FASPR was compared with four state-of-the-art PSCP methods (CISRR, RASP, SCATD and SCWRL4) on both native and non-native protein backbones. For the assessment on native backbones, FASPR achieved a good performance by correctly predicting 69.1% of all the side-chain dihedral angles using a stringent tolerance criterion of 20, compared favorably with SCWRL4, CISRR, RASP and SCATD which successfully predicted 68.8%, 68.6%, 67.8% and 61.7%, respectively. Additionally, FASPR achieved the highest speed for packing the 379 test protein structures in only 34.3s, which was significantly faster than the control methods. For the assessment on non-native backbones, FASPR showed an equivalent or better performance on ITASSER predicted backbones and the backbones perturbed from experimental structures. Detailed analyses showed that the major advantage of FASPR lies in the optimal combination of the dead-end elimination and tree decomposition with a well optimized scoring function, which makes FASPR of practical use for both protein structure modeling and protein design studies.
引用
收藏
页码:3758 / 3765
页数:8
相关论文
共 50 条
  • [1] Computational Protein Design and Large-Scale Assessment by I-TASSER Structure Assembly Simulations
    Bazzoli, Andrea
    Tettamanzi, Andrea G. B.
    Zhang, Yang
    [J]. JOURNAL OF MOLECULAR BIOLOGY, 2011, 407 (05) : 764 - 776
  • [2] The Protein Data Bank
    Berman, HM
    Battistuz, T
    Bhat, TN
    Bluhm, WF
    Bourne, PE
    Burkhardt, K
    Iype, L
    Jain, S
    Fagan, P
    Marvin, J
    Padilla, D
    Ravichandran, V
    Schneider, B
    Thanki, N
    Weissig, H
    Westbrook, JD
    Zardecki, C
    [J]. ACTA CRYSTALLOGRAPHICA SECTION D-STRUCTURAL BIOLOGY, 2002, 58 : 899 - 907
  • [3] A graph-theory algorithm for rapid protein side-chain prediction
    Canutescu, AA
    Shelenkov, AA
    Dunbrack, RL
    [J]. PROTEIN SCIENCE, 2003, 12 (09) : 2001 - 2014
  • [4] Improved side-chain modeling by coupling clash-detection guided iterative search with rotamer relaxation
    Cao, Yang
    Song, Lin
    Miao, Zhichao
    Hu, Yun
    Tian, Liqing
    Jiang, Taijiao
    [J]. BIOINFORMATICS, 2011, 27 (06) : 785 - 790
  • [5] The Amber biomolecular simulation programs
    Case, DA
    Cheatham, TE
    Darden, T
    Gohlke, H
    Luo, R
    Merz, KM
    Onufriev, A
    Simmerling, C
    Wang, B
    Woods, RJ
    [J]. JOURNAL OF COMPUTATIONAL CHEMISTRY, 2005, 26 (16) : 1668 - 1688
  • [6] GRID: A high-resolution protein structure refinement algorithm
    Chitsaz, Mohsen
    Mayo, Stephen L.
    [J]. JOURNAL OF COMPUTATIONAL CHEMISTRY, 2013, 34 (06) : 445 - 450
  • [7] Protein side-chain packing problem: is there still room for improvement?
    Colbes, Jose
    Corona, Rosario I.
    Lezcano, Christian
    Rodriguez, David
    Brizuela, Carlos A.
    [J]. BRIEFINGS IN BIOINFORMATICS, 2017, 18 (06) : 1033 - 1043
  • [8] THE DEAD-END ELIMINATION THEOREM AND ITS USE IN PROTEIN SIDE-CHAIN POSITIONING
    DESMET, J
    DEMAEYER, M
    HAZES, B
    LASTERS, I
    [J]. NATURE, 1992, 356 (6369) : 539 - 542
  • [9] Bayesian statistical analysis of protein side-chain rotamer preferences
    Dunbrack, RL
    Cohen, FE
    [J]. PROTEIN SCIENCE, 1997, 6 (08) : 1661 - 1681
  • [10] Function and structure of inherently disordered proteins
    Dunker, A. Keith
    Silman, Israel
    Uversky, Vladimir N.
    Sussman, Joel L.
    [J]. CURRENT OPINION IN STRUCTURAL BIOLOGY, 2008, 18 (06) : 756 - 764