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Community-wide evaluation of methods for predicting the effect of mutations on protein-protein interactions

Moretti, Rocco (author)
Fleishman, Sarel J. (author)
Agius, Rudi (author)
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Torchala, Mieczyslaw (author)
Bates, Paul A. (author)
Kastritis, Panagiotis L. (author)
Rodrigues, Joao P. G. L. M. (author)
Trellet, Mikael (author)
Bonvin, Alexandre M. J. J. (author)
Cui, Meng (author)
Rooman, Marianne (author)
Gillis, Dimitri (author)
Dehouck, Yves (author)
Moal, Iain (author)
Romero-Durana, Miguel (author)
Perez-Cano, Laura (author)
Pallara, Chiara (author)
Jimenez, Brian (author)
Fernandez-Recio, Juan (author)
Flores, Samuel (author)
Uppsala universitet,Beräknings- och systembiologi
Pacella, Michael (author)
Kilambi, Krishna Praneeth (author)
Gray, Jeffrey J. (author)
Popov, Petr (author)
Grudinin, Sergei (author)
Esquivel-Rodriguez, Juan (author)
Kihara, Daisuke (author)
Zhao, Nan (author)
Korkin, Dmitry (author)
Zhu, Xiaolei (author)
Demerdash, Omar N. A. (author)
Mitchell, Julie C. (author)
Kanamori, Eiji (author)
Tsuchiya, Yuko (author)
Nakamura, Haruki (author)
Lee, Hasup (author)
Park, Hahnbeom (author)
Seok, Chaok (author)
Sarmiento, Jamica (author)
Liang, Shide (author)
Teraguchi, Shusuke (author)
Standley, Daron M. (author)
Shimoyama, Hiromitsu (author)
Terashi, Genki (author)
Takeda-Shitaka, Mayuko (author)
Iwadate, Mitsuo (author)
Umeyama, Hideaki (author)
Beglov, Dmitri (author)
Hall, David R. (author)
Kozakov, Dima (author)
Vajda, Sandor (author)
Pierce, Brian G. (author)
Hwang, Howook (author)
Vreven, Thom (author)
Weng, Zhiping (author)
Huang, Yangyu (author)
Li, Haotian (author)
Yang, Xiufeng (author)
Ji, Xiaofeng (author)
Liu, Shiyong (author)
Xiao, Yi (author)
Zacharias, Martin (author)
Qin, Sanbo (author)
Zhou, Huan-Xiang (author)
Huang, Sheng-You (author)
Zou, Xiaoqin (author)
Velankar, Sameer (author)
Janin, Joel (author)
Wodak, Shoshana J. (author)
Baker, David (author)
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 (creator_code:org_t)
2013-08-23
2013
English.
In: Proteins. - : Wiley. - 0887-3585 .- 1097-0134. ; 81:11, s. 1980-1987
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • Community-wide blind prediction experiments such as CAPRI and CASP provide an objective measure of the current state of predictive methodology. Here we describe a community-wide assessment of methods to predict the effects of mutations on protein-protein interactions. Twenty-two groups predicted the effects of comprehensive saturation mutagenesis for two designed influenza hemagglutinin binders and the results were compared with experimental yeast display enrichment data obtained using deep sequencing. The most successful methods explicitly considered the effects of mutation on monomer stability in addition to binding affinity, carried out explicit side-chain sampling and backbone relaxation, evaluated packing, electrostatic, and solvation effects, and correctly identified around a third of the beneficial mutations. Much room for improvement remains for even the best techniques, and large-scale fitness landscapes should continue to provide an excellent test bed for continued evaluation of both existing and new prediction methodologies. Proteins 2013; 81:1980-1987.

Keyword

CAPRI
hemagglutinin
binding
deep mutational scanning
yeast display

Publication and Content Type

ref (subject category)
art (subject category)

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