Robust and accurate prediction of residue-residue interactions across protein interfaces using evolutionary information

被引:473
作者
Ovchinnikov, Sergey [1 ,2 ,3 ]
Kamisetty, Hetunandan [1 ,2 ,4 ]
Baker, David [1 ,2 ]
机构
[1] Univ Washington, Howard Hughes Med Inst, Seattle, WA 98195 USA
[2] Univ Washington, Dept Biochem, Seattle, WA 98195 USA
[3] Univ Washington, Mol & Cellular Biol Program, Seattle, WA 98195 USA
[4] Facebook Inc, Seattle, WA 98101 USA
关键词
PYRUVATE FORMATE-LYASE; CRYSTAL-STRUCTURE; STRUCTURAL BASIS; CONTACT PREDICTION; WEB SERVER; SEQUENCE; FAMILIES; RESOLUTION; CONFORMATIONS; COEVOLUTION;
D O I
10.7554/eLife.02030
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Do the amino acid sequence identities of residues that make contact across protein interfaces covary during evolution? If so, such covariance could be used to predict contacts across interfaces and assemble models of biological complexes. We find that residue pairs identified using a pseudolikelihood based method to covary across protein-protein interfaces in the 50S ribosomal unit and 28 additional bacterial protein complexes with known structure are almost always in contact in the complex provided that the number of aligned sequences is greater than the average of the lengths of the two proteins. We use this method to make subunit contact predictions for an additional 36 protein complexes with unknown structures, and present models based on these predictions for the tripartite ATP-independent periplasmic (TRAP) transporter, the tripartite efflux system, the pyruvate formate lyase-activating enzyme complex, and the methionine ABC transporter.!
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页数:25
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共 56 条
[1]   Learning generative models for protein fold families [J].
Balakrishnan, Sivaraman ;
Kamisetty, Hetunandan ;
Carbonell, Jaime G. ;
Lee, Su-In ;
Langmead, Christopher James .
PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, 2011, 79 (04) :1061-1078
[2]   Crystal structure of the entire respiratory complex I [J].
Baradaran, Rozbeh ;
Berrisford, John M. ;
Minhas, Gurdeep S. ;
Sazanov, Leonid A. .
NATURE, 2013, 494 (7438) :443-448
[3]   Toward high-resolution prediction and design of transmembrane helical protein structures [J].
Barth, P. ;
Schonbrun, J. ;
Baker, D. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (40) :15682-15687
[4]   X-ray structure of pyruvate formate-lyase in complex with pyruvate and CoA - How the enzyme uses the Cys-418 thiyl radical for pyruvate cleavage [J].
Becker, A ;
Kabsch, W .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2002, 277 (42) :40036-40042
[5]   An analysis of conformational changes on protein-protein association: implications for predictive docking [J].
Betts, MJ ;
Sternberg, MJE .
PROTEIN ENGINEERING, 1999, 12 (04) :271-283
[6]   The Antibiotic Thermorubin Inhibits Protein Synthesis by Binding to Inter-Subunit Bridge B2a of the Ribosome [J].
Bulkley, David ;
Johnson, Francis ;
Steitz, Thomas A. .
JOURNAL OF MOLECULAR BIOLOGY, 2012, 416 (04) :571-578
[7]   Accurate prediction of protein-protein interactions from sequence alignments using a Bayesian method [J].
Burger, Lukas ;
van Nimwegen, Erik .
MOLECULAR SYSTEMS BIOLOGY, 2008, 4 (1)
[8]   MESSA: MEta-Server for protein Sequence Analysis [J].
Cong, Qian ;
Grishin, Nick V. .
BMC BIOLOGY, 2012, 10
[9]   Relaxation of backbone bond geometry improves protein energy landscape modeling [J].
Conway, Patrick ;
Tyka, Michael D. ;
DiMaio, Frank ;
Konerding, David E. ;
Baker, David .
PROTEIN SCIENCE, 2014, 23 (01) :47-55
[10]   Structural basis of histidine kinase autophosphorylation deduced by integrating genomics, molecular dynamics, and mutagenesis [J].
Dago, Angel E. ;
Schug, Alexander ;
Procaccini, Andrea ;
Hoch, James A. ;
Weigt, Martin ;
Szurmant, Hendrik .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (26) :E1733-E1742