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Fleishman SJ, Whitehead TA, Strauch EM, Corn JE, Qin S, Zhou HX, Mitchell JC, Demerdash ON, Takeda-Shitaka M, Terashi G, Moal IH, Li X, Bates PA, Zacharias M, Park H, Ko JS, Lee H, Seok C, Bourquard T, Bernauer J, Poupon A, Azé J, Soner S, Ovali ŞK, Ozbek P, Ben Tal N, Haliloglu T, Hwang H, Vreven T, Pierce BG, Weng Z, Pérez-Cano L, Pons C, Fernández-Recio J, Jiang F, Yang F, Gong X, Cao L, Xu X, Liu B, Wang P, Li C, Wang C, Robert CH, Guharoy M, Liu S, Huang Y, Li L, Guo D, Chen Y, Xiao Y, London N, Itzhaki Z, Schueler-Furman O, Inbar Y, Patapov V, Cohen M, Schreiber G, Tsuchiya Y, Kanamori E, Standley DM, Nakamura H, Kinoshita K, Driggers CM, Hall RG, Morgan JL, Hsu VL, Zhan J, Yang Y, Zhou Y, Kastritis PL, Bonvin AM, Zhang W, Camacho CJ, Kilambi KP, Sircar A, Gray JJ, Ohue M, Uchikoga N, Matsuzaki Y, Ishida T, Akiyama Y, Khashan R, Bush S, Fouches D, Tropsha A, Esquivel-Rodríguez J, Kihara D, Stranges PB, Jacak R, Kuhlman B, Huang SY, Zou X, Wodak SJ, Janin J, Baker D. Community-wide assessment of protein-interface modeling suggests improvements to design methodology. J Mol Biol 2011; 414:289-302. [PMID: 22001016 PMCID: PMC3839241 DOI: 10.1016/j.jmb.2011.09.031] [Citation(s) in RCA: 119] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2011] [Revised: 09/08/2011] [Accepted: 09/16/2011] [Indexed: 11/26/2022]
Abstract
The CAPRI (Critical Assessment of Predicted Interactions) and CASP (Critical Assessment of protein Structure Prediction) experiments have demonstrated the power of community-wide tests of methodology in assessing the current state of the art and spurring progress in the very challenging areas of protein docking and structure prediction. We sought to bring the power of community-wide experiments to bear on a very challenging protein design problem that provides a complementary but equally fundamental test of current understanding of protein-binding thermodynamics. We have generated a number of designed protein-protein interfaces with very favorable computed binding energies but which do not appear to be formed in experiments, suggesting that there may be important physical chemistry missing in the energy calculations. A total of 28 research groups took up the challenge of determining what is missing: we provided structures of 87 designed complexes and 120 naturally occurring complexes and asked participants to identify energetic contributions and/or structural features that distinguish between the two sets. The community found that electrostatics and solvation terms partially distinguish the designs from the natural complexes, largely due to the nonpolar character of the designed interactions. Beyond this polarity difference, the community found that the designed binding surfaces were, on average, structurally less embedded in the designed monomers, suggesting that backbone conformational rigidity at the designed surface is important for realization of the designed function. These results can be used to improve computational design strategies, but there is still much to be learned; for example, one designed complex, which does form in experiments, was classified by all metrics as a nonbinder.
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Affiliation(s)
- Sarel J Fleishman
- Department of Biochemistry, University of Washington, Seattle, Washington 98195
| | - Timothy A Whitehead
- Department of Biochemistry, University of Washington, Seattle, Washington 98195
| | - Eva-Maria Strauch
- Department of Biochemistry, University of Washington, Seattle, Washington 98195
| | - Jacob E Corn
- Department of Biochemistry, University of Washington, Seattle, Washington 98195
| | - Sanbo Qin
- Department of Physics and Institute of Molecular Biophysics, Florida State University, Tallahassee, FL 32306, USA
| | - Huan-Xiang Zhou
- Department of Physics and Institute of Molecular Biophysics, Florida State University, Tallahassee, FL 32306, USA
| | - Julie C. Mitchell
- Departments of Mathematics and Biochemistry, University of Wisconsin USA
| | - Omar N.A Demerdash
- Biophysics and Medical Sciences Training Programs, University of Wisconsin USA
| | | | - Genki Terashi
- School of Pharmacy, Kitasato University, Tokyo, Japan
| | - Iain H. Moal
- Biomolecular Modelling Laboratory, Cancer Research UK London Research Institute, UK
| | - Xiaofan Li
- Biomolecular Modelling Laboratory, Cancer Research UK London Research Institute, UK
| | - Paul A. Bates
- Biomolecular Modelling Laboratory, Cancer Research UK London Research Institute, UK
| | - Martin Zacharias
- Physics Department, Technical University Munich, 85748 Garching, Germany
| | - Hahnbeom Park
- Department of Chemistry, Seoul National University, Seoul 151-747, Korea
| | - Jun-su Ko
- Department of Chemistry, Seoul National University, Seoul 151-747, Korea
| | - Hasup Lee
- Department of Chemistry, Seoul National University, Seoul 151-747, Korea
| | - Chaok Seok
- Department of Chemistry, Seoul National University, Seoul 151-747, Korea
| | - Thomas Bourquard
- INRIA AMIB, Bioinformatics group, Laboratoire de Recherche en Informatique, Université Paris-Sud, 91405 Orsay, France
- INRIA AMIB, Bioinformatics group, Laboratoire d'Informatique (LIX), École Polytechnique, 91128 Palaiseau, France
- INRIA Nancy/Laboratoire Lorrain de Recherche en Informatique et ses Applications, Campus Scientifique, BP 239, 54506 Vandoeuvre-lès-Nancy, France
| | - Julie Bernauer
- INRIA AMIB, Bioinformatics group, Laboratoire d'Informatique (LIX), École Polytechnique, 91128 Palaiseau, France
| | - Anne Poupon
- BIOS group, INRA, UMR85, Unité Physiologie de la Reproduction et des Comportements, 37380 Nouzilly, France; CNRS, UMR6175, 37380 Nouzilly, France; Université Francois Rabelais, 37041 Tours, France
| | - Jérôme Azé
- INRIA AMIB, Bioinformatics group, Laboratoire d'Informatique (LIX), École Polytechnique, 91128 Palaiseau, France
| | - Seren Soner
- Polymer Research Center and Chemical Engineering Department, Bogazici University, Bebek - Istanbul, Turkey
| | - Şefik Kerem Ovali
- Polymer Research Center and Chemical Engineering Department, Bogazici University, Bebek - Istanbul, Turkey
| | - Pemra Ozbek
- Polymer Research Center and Chemical Engineering Department, Bogazici University, Bebek - Istanbul, Turkey
| | - Nir Ben Tal
- Department of Biochemistry and Molecular Biology, The George S. Wise Faculty of Life Sciences, Tel Aviv University, Ramat Aviv, Israel
| | - Türkan Haliloglu
- Polymer Research Center and Chemical Engineering Department, Bogazici University, Bebek - Istanbul, Turkey
| | - Howook Hwang
- Program in Bioinformatics and Integrative Biology, University of Massachusetts Medical School, Worcester, MA, USA
| | - Thom Vreven
- Program in Bioinformatics and Integrative Biology, University of Massachusetts Medical School, Worcester, MA, USA
| | - Brian G. Pierce
- Program in Bioinformatics and Integrative Biology, University of Massachusetts Medical School, Worcester, MA, USA
| | - Zhiping Weng
- Program in Bioinformatics and Integrative Biology, University of Massachusetts Medical School, Worcester, MA, USA
| | - Laura Pérez-Cano
- Life Sciences Department, Barcelona Supercomputing Center (BSC), Jordi Girona 29, 08034 Barcelona, Spain
| | - Carles Pons
- Life Sciences Department, Barcelona Supercomputing Center (BSC), Jordi Girona 29, 08034 Barcelona, Spain
| | - Juan Fernández-Recio
- Life Sciences Department, Barcelona Supercomputing Center (BSC), Jordi Girona 29, 08034 Barcelona, Spain
| | - Fan Jiang
- Institute of Physics, Chinese Academy of Sciences, China
| | - Feng Yang
- College of Life Science and Bioengineering, Beijing University of Technology, 100124, China
| | - Xinqi Gong
- College of Life Science and Bioengineering, Beijing University of Technology, 100124, China
| | - Libin Cao
- College of Life Science and Bioengineering, Beijing University of Technology, 100124, China
| | - Xianjin Xu
- College of Life Science and Bioengineering, Beijing University of Technology, 100124, China
| | - Bin Liu
- College of Life Science and Bioengineering, Beijing University of Technology, 100124, China
| | - Panwen Wang
- College of Life Science and Bioengineering, Beijing University of Technology, 100124, China
| | - Chunhua Li
- College of Life Science and Bioengineering, Beijing University of Technology, 100124, China
| | - Cunxin Wang
- College of Life Science and Bioengineering, Beijing University of Technology, 100124, China
| | - Charles H. Robert
- Laboratoire de Biochimie Théorique CNRS-UPR 9080, Institut de Biologie Physico-Chimique (IBPC), Paris, FRANCE
| | - Mainak Guharoy
- Laboratoire de Biochimie Théorique CNRS-UPR 9080, Institut de Biologie Physico-Chimique (IBPC), Paris, FRANCE
| | - Shiyong Liu
- Department of Physics, Huazhong University of Science and Technology, China
| | - Yangyu Huang
- Department of Physics, Huazhong University of Science and Technology, China
| | - Lin Li
- Department of Physics, Huazhong University of Science and Technology, China
| | - Dachuan Guo
- Department of Physics, Huazhong University of Science and Technology, China
| | - Ying Chen
- Department of Physics, Huazhong University of Science and Technology, China
| | - Yi Xiao
- Department of Physics, Huazhong University of Science and Technology, China
| | - Nir London
- Department of Microbiology and Molecular Genetics, Institute for Medical Research Israel-Canada, Hadassah Medical School, The Hebrew University, POB 12272, Jerusalem, 91120 Israel
| | - Zohar Itzhaki
- Department of Microbiology and Molecular Genetics, Institute for Medical Research Israel-Canada, Hadassah Medical School, The Hebrew University, POB 12272, Jerusalem, 91120 Israel
| | - Ora Schueler-Furman
- Department of Microbiology and Molecular Genetics, Institute for Medical Research Israel-Canada, Hadassah Medical School, The Hebrew University, POB 12272, Jerusalem, 91120 Israel
| | - Yuval Inbar
- Department of Biological Chemistry, Weizmann Institute of Science, Israel
| | - Vladimir Patapov
- Department of Biological Chemistry, Weizmann Institute of Science, Israel
| | - Mati Cohen
- Department of Biological Chemistry, Weizmann Institute of Science, Israel
| | - Gideon Schreiber
- Department of Biological Chemistry, Weizmann Institute of Science, Israel
| | - Yuko Tsuchiya
- Institute for Protein Research, Osaka University, Japan
| | | | - Daron M. Standley
- Systems Immunology Lab, WPI Immunology Frontier Research Center (IFReC), Osaka University,3-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | | | - Kengo Kinoshita
- Graduate School of Information Sciences, Tohoku University, Japan
| | - Camden M. Driggers
- Department of Biochemistry and Biophysics, Oregon State University, Corvallis, OR, USA
| | - Robert G. Hall
- Department of Biological and Ecological Engineering, Oregon State University, Corvallis, OR, USA
| | - Jessica L. Morgan
- Department of Biochemistry and Biophysics, Oregon State University, Corvallis, OR, USA
| | - Victor L. Hsu
- Department of Biochemistry and Biophysics, Oregon State University, Corvallis, OR, USA
| | - Jian Zhan
- Indiana University School of Informatics, Indiana University Purdue University at Indianapolus, Center for Computational Biology and Bioinformatics, Indiana University School of Medicine
| | - Yuedong Yang
- Indiana University School of Informatics, Indiana University Purdue University at Indianapolus, Center for Computational Biology and Bioinformatics, Indiana University School of Medicine
| | - Yaoqi Zhou
- Indiana University School of Informatics, Indiana University Purdue University at Indianapolus, Center for Computational Biology and Bioinformatics, Indiana University School of Medicine
| | - Panagiotis L. Kastritis
- Bijvoet Center for Biomolecular Research, Faculty of Science, Utrecht University, The Netherlands
| | - Alexandre M.J.J. Bonvin
- Bijvoet Center for Biomolecular Research, Faculty of Science, Utrecht University, The Netherlands
| | - Weiyi Zhang
- Department of Computational and Systems Biology, University of Pittsburgh, US
| | - Carlos J. Camacho
- Department of Computational and Systems Biology, University of Pittsburgh, US
| | - Krishna P. Kilambi
- Department of Chemical & Biomolecular Engineering and the Program in Molecular Biophysics, Johns Hopkins University, Baltimore, Maryland
| | - Aroop Sircar
- Department of Chemical & Biomolecular Engineering and the Program in Molecular Biophysics, Johns Hopkins University, Baltimore, Maryland
| | - Jeffrey J. Gray
- Department of Chemical & Biomolecular Engineering and the Program in Molecular Biophysics, Johns Hopkins University, Baltimore, Maryland
| | - Masahito Ohue
- Graduate School of Information Science and Engineering, Tokyo Institute of Technology, Japan
| | - Nobuyuki Uchikoga
- Graduate School of Information Science and Engineering, Tokyo Institute of Technology, Japan
| | - Yuri Matsuzaki
- Graduate School of Information Science and Engineering, Tokyo Institute of Technology, Japan
| | - Takashi Ishida
- Graduate School of Information Science and Engineering, Tokyo Institute of Technology, Japan
| | - Yutaka Akiyama
- Graduate School of Information Science and Engineering, Tokyo Institute of Technology, Japan
| | - Raed Khashan
- Division of Medicinal Chemistry and Natural Products, School of Pharmacy, University of North Carolina, Chapel Hill, NC 27599-7360
| | - Stephen Bush
- Division of Medicinal Chemistry and Natural Products, School of Pharmacy, University of North Carolina, Chapel Hill, NC 27599-7360
| | - Denis Fouches
- Division of Medicinal Chemistry and Natural Products, School of Pharmacy, University of North Carolina, Chapel Hill, NC 27599-7360
| | - Alexander Tropsha
- Division of Medicinal Chemistry and Natural Products, School of Pharmacy, University of North Carolina, Chapel Hill, NC 27599-7360
| | - Juan Esquivel-Rodríguez
- Department of Computer Science, Department of Biological Sciences, Purdue University, West Lafayette, IN, 47907
| | - Daisuke Kihara
- Department of Computer Science, Department of Biological Sciences, Purdue University, West Lafayette, IN, 47907
| | - P Benjamin Stranges
- Department of Biochemistry and Biophysics, University of North Carolina, Chapel Hill, NC 27599-7260
| | - Ron Jacak
- Department of Biochemistry and Biophysics, University of North Carolina, Chapel Hill, NC 27599-7260
| | - Brian Kuhlman
- Department of Biochemistry and Biophysics, University of North Carolina, Chapel Hill, NC 27599-7260
| | - Sheng-You Huang
- Department of Physics, Department of Biochemistry, Dalton Cardiovascular Research Center, Informatics Institute, University of Missouri-Columbia, Columbia, MO 65211
| | - Xiaoqin Zou
- Department of Physics, Department of Biochemistry, Dalton Cardiovascular Research Center, Informatics Institute, University of Missouri-Columbia, Columbia, MO 65211
| | - Shoshana J Wodak
- Molecular Structure and Function Program, Hospital for Sick Children, Toronto, Ontario M5G 1X8, Canada
- Department of Biochemistry, University of Toronto, Toronto Ontario M5S 1A8, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario M5S 1A8
| | - Joel Janin
- IBBMC UMR 8619, Bat. 430, Université Paris-Sud 91405-Orsay, France
| | - David Baker
- Department of Biochemistry, University of Washington, Seattle, Washington 98195
- Howard Hughes Medical Institute, University of Washington, Seattle, WA 98195
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