Predicting protein structures with a multiplayer online game

被引:745
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
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