Predicting protein structures with a multiplayer online game

被引:726
作者
Cooper, Seth [1 ]
Khatib, Firas [2 ]
Treuille, Adrien [1 ,3 ]
Barbero, Janos [1 ]
Lee, Jeehyung [3 ]
Beenen, Michael [1 ]
Leaver-Fay, Andrew [2 ]
Baker, David [2 ,4 ]
Popovic, Zoran [1 ]
Players, Foldit
机构
[1] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA
[2] Univ Washington, Dept Biochem, Seattle, WA 98195 USA
[3] Carnegie Mellon Univ, Sch Comp Sci, Pittsburgh, PA 15213 USA
[4] Univ Washington, Howard Hughes Med Inst, Seattle, WA 98195 USA
基金
美国国家科学基金会;
关键词
D O I
10.1038/nature09304
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
People exert large amounts of problem-solving effort playing computer games. Simple image-and text-recognition tasks have been successfully 'crowd-sourced' through games(1-3), but it is not clear if more complex scientific problems can be solved with human-directed computing. Protein structure prediction is one such problem: locating the biologically relevant native conformation of a protein is a formidable computational challenge given the very large size of the search space. Here we describe Foldit, a multiplayer online game that engages non-scientists in solving hard prediction problems. Foldit players interact with protein structures using direct manipulation tools and user-friendly versions of algorithms from the Rosetta structure prediction methodology(4), while they compete and collaborate to optimize the computed energy. We show that top-ranked Foldit players excel at solving challenging structure refinement problems in which substantial backbone rearrangements are necessary to achieve the burial of hydrophobic residues. Players working collaboratively develop a rich assortment of new strategies and algorithms; unlike computational approaches, they explore not only the conformational space but also the space of possible search strategies. The integration of human visual problem-solving and strategy development capabilities with traditional computational algorithms through interactive multiplayer games is a powerful new approach to solving computationally-limited scientific problems.
引用
收藏
页码:756 / 760
页数:5
相关论文
共 11 条
  • [1] PRINCIPLES THAT GOVERN FOLDING OF PROTEIN CHAINS
    ANFINSEN, CB
    [J]. SCIENCE, 1973, 181 (4096) : 223 - 230
  • [2] Toward high-resolution de novo structure prediction for small proteins
    Bradley, P
    Misura, KMS
    Baker, D
    [J]. SCIENCE, 2005, 309 (5742) : 1868 - 1871
  • [3] Macromolecular modeling with Rosetta
    Das, Rhiju
    Baker, David
    [J]. ANNUAL REVIEW OF BIOCHEMISTRY, 2008, 77 : 363 - 382
  • [4] DeLano W.L., 2002, The PyMOL molecular graphics system
  • [5] High-resolution structure prediction and the crystallographic phase problem
    Qian, Bin
    Raman, Srivatsan
    Das, Rhiju
    Bradley, Philip
    McCoy, Airlie J.
    Read, Randy J.
    Baker, David
    [J]. NATURE, 2007, 450 (7167) : 259 - 264
  • [6] Rohl CA, 2004, METHOD ENZYMOL, V383, P66
  • [7] CASD-NMR: critical assessment of automated structure determination by NMR
    Rosato, Antonio
    Bagaria, Anurag
    Baker, David
    Bardiaux, Benjamin
    Cavalli, Andrea
    Doreleijers, Jurgen F.
    Giachetti, Andrea
    Guerry, Paul
    Guentert, Peter
    Herrmann, Torsten
    Huang, Yuanpeng J.
    Jonker, Hendrik R. A.
    Mao, Binchen
    Malliavin, Therese E.
    Montelione, Gaetano T.
    Nilges, Michael
    Raman, Srivatsan
    van der Schot, Gijs
    Vranken, Wim F.
    Vuister, Geerten W.
    Bonvin, Alexandre M. J. J.
    [J]. NATURE METHODS, 2009, 6 (09) : 625 - 626
  • [8] Von Ahn L., 2004, P SIGCHI C HUM FACT, P319, DOI DOI 10.1145/985692.985733
  • [9] Von Ahn Luis, 2006, P SIGCHI C HUM FACT, P55, DOI DOI 10.1145/1124772.1124782
  • [10] Non-destructive search for interstellar dust using synchrotron microprobes
    Westphal, A. J.
    Allbrink, A.
    Allen, C.
    Bajt, S.
    Bastien, R.
    Bechtel, H.
    Bleuet, P.
    Borg, J.
    Bowker, S.
    Brenker, F.
    Bridges, J.
    Brownlee, D. E.
    Burchell, M.
    Burghammer, M.
    Butterworth, A. L.
    Campanile, A.
    Cloetens, P.
    Cody, G.
    Ferroir, T.
    Ferrari, K.
    Floss, C.
    Flynn, G. J.
    Frank, D.
    Gainsforth, Z.
    Gruen, E.
    Harmer, M.
    Hoppe, P.
    Kearsley, A.
    Kulkarni, S.
    Lai, B.
    Lemelle, L.
    Leroux, H.
    Lettieri, R.
    Marchant, W.
    McCreadie, B.
    Nittler, L. R.
    Ogliore, R.
    Postberg, F.
    Rigamonti, C.
    Sandford, S. A.
    Schmitz, S.
    Silversmit, G.
    Simionovici, A.
    Sperry, G.
    Srama, R.
    Stadermann, F.
    Stephan, T.
    Stroud, R. M.
    Susini, J.
    Sutton, S.
    [J]. X-RAY OPTICS AND MICROANALYSIS, PROCEEDINGS, 2010, 1221 : 131 - +