Abstract
The structural modeling of protein complexes by docking simulations has been attracting increasing interest with the rise of proteomics and of the number of experimentally identified binary interactions. Structures of unbound partners, either modeled or experimentally determined, can be used as input to sample as extensively as possible all putative binding modes and single out the most plausible ones. At the scoring step, evolutionary information contained in the joint multiple sequence alignments of both partners can provide key insights to recognize correct interfaces. Here, we describe a computational protocol based on the InterEvDock web server to exploit coevolution constraints in protein-protein docking methods. We provide methodology guidelines to prepare the input protein structures and generate improved alignments. We also explain how to extract and use the information returned by the server through the analysis of two representative examples.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Aloy P, Russell RB (2006) Structural systems biology: modelling protein interactions. Nat Rev Mol Cell Biol 7(3):188–197. https://doi.org/10.1038/nrm1859
Vajda S, Kozakov D (2009) Convergence and combination of methods in protein-protein docking. Curr Opin Struct Biol 19(2):164–170. https://doi.org/10.1016/j.sbi.2009.02.008
Dreze M, Charloteaux B, Milstein S, Vidalain PO, Yildirim MA, Zhong Q, Svrzikapa N, Romero V, Laloux G, Brasseur R, Vandenhaute J, Boxem M, Cusick ME, Hill DE, Vidal M (2009) ‘Edgetic’ perturbation of a C. Elegans BCL2 ortholog. Nat Methods 6(11):843–849. https://doi.org/10.1038/nmeth.1394
Wang Y, Sahni N, Vidal M (2015) Global edgetic rewiring in cancer networks. Cell Syst 1(4):251–253. https://doi.org/10.1016/j.cels.2015.10.006
Kadota Y, Amigues B, Ducassou L, Madaoui H, Ochsenbein F, Guerois R, Shirasu K (2008) Structural and functional analysis of SGT1-HSP90 core complex required for innate immunity in plants. EMBO Rep 9(12):1209–1215. https://doi.org/10.1038/embor.2008.185
Janin J, Henrick K, Moult J, Eyck LT, Sternberg MJ, Vajda S, Vakser I, Wodak SJ, Critical Assessment of PI (2003) CAPRI: a critical assessment of predicted interactions. Proteins 52(1):2–9. https://doi.org/10.1002/prot.10381
Wodak SJ, Janin J (2017) Modeling protein assemblies: critical assessment of predicted interactions (CAPRI) 15 years hence.: 6TH CAPRI evaluation meeting April 17-19 Tel-Aviv, Israel. Proteins 85(3):357–358. https://doi.org/10.1002/prot.25233
Lensink MF, Velankar S, Wodak SJ (2017) Modeling protein-protein and protein-peptide complexes: CAPRI 6th edition. Proteins 85(3):359–377. https://doi.org/10.1002/prot.25215
Huang SY (2014) Search strategies and evaluation in protein-protein docking: principles, advances and challenges. Drug Discov Today 19(8):1081–1096. https://doi.org/10.1016/j.drudis.2014.02.005
Yu J, Vavrusa M, Andreani J, Rey J, Tuffery P, Guerois R (2016) InterEvDock: a docking server to predict the structure of protein-protein interactions using evolutionary information. Nucleic Acids Res 44(W1):W542–W549. https://doi.org/10.1093/nar/gkw340
Aloy P, Ceulemans H, Stark A, Russell RB (2003) The relationship between sequence and interaction divergence in proteins. J Mol Biol 332(5):989–998
Levy ED, Boeri Erba E, Robinson CV, Teichmann SA (2008) Assembly reflects evolution of protein complexes. Nature 453(7199):1262–1265. https://doi.org/10.1038/nature06942
Faure G, Andreani J, Guerois R (2012) InterEvol database: exploring the structure and evolution of protein complex interfaces. Nucleic Acids Res 40(Database issue):D847–D856. https://doi.org/10.1093/nar/gkr845
Ofran Y, Rost B (2007) ISIS: interaction sites identified from sequence. Bioinformatics 23(2):e13–e16. https://doi.org/10.1093/bioinformatics/btl303
Res I, Mihalek I, Lichtarge O (2005) An evolution based classifier for prediction of protein interfaces without using protein structures. Bioinformatics 21(10):2496–2501. https://doi.org/10.1093/bioinformatics/bti340
Weigt M, White RA, Szurmant H, Hoch JA, Hwa T (2009) Identification of direct residue contacts in protein-protein interaction by message passing. Proc Natl Acad Sci U S A 106(1):67–72. https://doi.org/10.1073/pnas.0805923106
Marks DS, Hopf TA, Sander C (2012) Protein structure prediction from sequence variation. Nat Biotechnol 30(11):1072–1080. https://doi.org/10.1038/nbt.2419
Ovchinnikov S, Kinch L, Park H, Liao Y, Pei J, Kim DE, Kamisetty H, Grishin NV, Baker D (2015) Large-scale determination of previously unsolved protein structures using evolutionary information. elife 4:e09248. https://doi.org/10.7554/eLife.09248
Andreani J, Faure G, Guerois R (2012) Versatility and invariance in the evolution of homologous heteromeric interfaces. PLoS Comput Biol 8(8):e1002677. https://doi.org/10.1371/journal.pcbi.1002677
Andreani J, Faure G, Guerois R (2013) InterEvScore: a novel coarse-grained interface scoring function using a multi-body statistical potential coupled to evolution. Bioinformatics 29(14):1742–1749. https://doi.org/10.1093/bioinformatics/btt260
Garzon JI, Lopez-Blanco JR, Pons C, Kovacs J, Abagyan R, Fernandez-Recio J, Chacon P (2009) FRODOCK: a new approach for fast rotational protein-protein docking. Bioinformatics 25(19):2544–2551. https://doi.org/10.1093/bioinformatics/btp447
Dong GQ, Fan H, Schneidman-Duhovny D, Webb B, Sali A (2013) Optimized atomic statistical potentials: assessment of protein interfaces and loops. Bioinformatics 29(24):3158–3166. https://doi.org/10.1093/bioinformatics/btt560
Yu J, Andreani J, Ochsenbein F, Guerois R (2017) Lessons from (co-)evolution in the docking of proteins and peptides for CAPRI rounds 28-35. Proteins 85(3):378–390. https://doi.org/10.1002/prot.25180
Nakamura Y, Umehara T, Tanaka A, Horikoshi M, Padmanabhan B, Yokoyama S (2007) Structural basis for the recognition between the regulatory particles Nas6 and Rpt3 of the yeast 26S proteasome. Biochem Biophys Res Commun 359(3):503–509. https://doi.org/10.1016/j.bbrc.2007.05.138
Hwang H, Vreven T, Janin J, Weng Z (2010) Protein-protein docking benchmark version 4.0. Proteins 78(15):3111–3114. https://doi.org/10.1002/prot.22830
Tesmer JJ, Sunahara RK, Gilman AG, Sprang SR (1997) Crystal structure of the catalytic domains of adenylyl cyclase in a complex with Gsalpha.GTPgammaS. Science 278(5345):1907–1916
Lensink MF, Mendez R, Wodak SJ (2007) Docking and scoring protein complexes: CAPRI 3rd edition. Proteins 69(4):704–718. https://doi.org/10.1002/prot.21804
Mosca R, Ceol A, Aloy P (2013) Interactome3D: adding structural details to protein networks. Nat Methods 10(1):47–53. https://doi.org/10.1038/nmeth.2289
Soding J, Biegert A, Lupas AN (2005) The HHpred interactive server for protein homology detection and structure prediction. Nucleic Acids Res 33(Web Server):W244–W248. https://doi.org/10.1093/nar/gki408
Alva V, Nam SZ, Soding J, Lupas AN (2016) The MPI bioinformatics toolkit as an integrative platform for advanced protein sequence and structure analysis. Nucleic Acids Res 44(W1):W410–W415. https://doi.org/10.1093/nar/gkw348
Webb B, Sali A (2016) Comparative protein structure modeling using MODELLER. Curr Protoc Bioinformatics 54:5 6 1–5 6 37. https://doi.org/10.1002/cpbi.3
Yu J, Picord G, Tuffery P, Guerois R (2015) HHalign-Kbest: exploring sub-optimal alignments for remote homology comparative modeling. Bioinformatics 31(23):3850–3852. https://doi.org/10.1093/bioinformatics/btv441
Waterhouse AM, Procter JB, Martin DM, Clamp M, Barton GJ (2009) Jalview version 2–a multiple sequence alignment editor and analysis workbench. Bioinformatics 25(9):1189–1191. https://doi.org/10.1093/bioinformatics/btp033
Pupko T, Bell RE, Mayrose I, Glaser F, Ben-Tal N (2002) Rate4Site: an algorithmic tool for the identification of functional regions in proteins by surface mapping of evolutionary determinants within their homologues. Bioinformatics 18(Suppl 1):S71–S77
Teichmann SA (2002) The constraints protein-protein interactions place on sequence divergence. J Mol Biol 324(3):399–407
Caffrey DR, Somaroo S, Hughes JD, Mintseris J, Huang ES (2004) Are protein-protein interfaces more conserved in sequence than the rest of the protein surface? Protein Sci 13(1):190–202. https://doi.org/10.1110/ps.03323604
Soding J (2005) Protein homology detection by HMM-HMM comparison. Bioinformatics 21(7):951–960. https://doi.org/10.1093/bioinformatics/bti125
Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ (1990) Basic local alignment search tool. J Mol Biol 215(3):403–410. https://doi.org/10.1016/S0022-2836(05)80360-2
Altenhoff AM, Schneider A, Gonnet GH, Dessimoz C (2011) OMA 2011: orthology inference among 1000 complete genomes. Nucleic Acids Res 39(Database):D289–D294. https://doi.org/10.1093/nar/gkq1238
Author information
Authors and Affiliations
Corresponding authors
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2018 Springer Science+Business Media, LLC, part of Springer Nature
About this protocol
Cite this protocol
Nadaradjane, A.A., Guerois, R., Andreani, J. (2018). Protein-Protein Docking Using Evolutionary Information. In: Marsh, J. (eds) Protein Complex Assembly. Methods in Molecular Biology, vol 1764. Humana Press, New York, NY. https://doi.org/10.1007/978-1-4939-7759-8_28
Download citation
DOI: https://doi.org/10.1007/978-1-4939-7759-8_28
Published:
Publisher Name: Humana Press, New York, NY
Print ISBN: 978-1-4939-7758-1
Online ISBN: 978-1-4939-7759-8
eBook Packages: Springer Protocols