Macromolecular docking restrained by a small angle X-ray scattering profile.

While many structures of single protein components are becoming available, structural characterization of their complexes remains challenging. Methods for modeling assembly structures from individual components frequently suffer from large errors, due to protein flexibility and inaccurate scoring functions. However, when additional information is available, it may be possible to reduce the errors and compute near-native complex structures. One such type of information is a small angle X-ray scattering (SAXS) profile that can be collected in a high-throughput fashion from a small amount of sample in solution. Here, we present an efficient method for protein-protein docking with a SAXS profile (FoXSDock): generation of complex models by rigid global docking with PatchDock, filtering of the models based on the SAXS profile, clustering of the models, and refining the interface by flexible docking with FireDock. FoXSDock is benchmarked on 124 protein complexes with simulated SAXS profiles, as well as on 6 complexes with experimentally determined SAXS profiles. When induced fit is less than 1.5Å interface C(α) RMSD and the fraction residues of missing from the component structures is less than 3%, FoXSDock can find a model close to the native structure within the top 10 predictions in 77% of the cases; in comparison, docking alone succeeds in only 34% of the cases. Thus, the integrative approach significantly improves on molecular docking alone. The improvement arises from an increased resolution of rigid docking sampling and more accurate scoring.

[1]  Greg L. Hura,et al.  X-ray solution scattering (SAXS) combined with crystallography and computation: defining accurate macromolecular structures, conformations and assemblies in solution. , 2011, Quarterly reviews of biophysics.

[2]  Ruth Nussinov,et al.  FireDock: a web server for fast interaction refinement in molecular docking† , 2008, Nucleic Acids Res..

[3]  H. Wolfson,et al.  Prediction of multimolecular assemblies by multiple docking. , 2005, Journal of molecular biology.

[4]  Ruth Nussinov,et al.  Geometry‐based flexible and symmetric protein docking , 2005, Proteins.

[5]  T. Irving,et al.  Experimental approaches for solution X-ray scattering and fiber diffraction. , 2008, Current opinion in structural biology.

[6]  A M J J Bonvin,et al.  Data‐driven docking: HADDOCK's adventures in CAPRI , 2005, Proteins.

[7]  P. Debye,et al.  Zerstreuung von Röntgenstrahlen , 1915 .

[8]  A. Sali,et al.  The molecular sociology of the cell , 2007, Nature.

[9]  Dima Kozakov,et al.  Convergence and combination of methods in protein-protein docking. , 2009, Current opinion in structural biology.

[10]  D. Svergun,et al.  CRYSOL : a program to evaluate X-ray solution scattering of biological macromolecules from atomic coordinates , 1995 .

[11]  Andrej Sali,et al.  Inferential optimization for simultaneous fitting of multiple components into a CryoEM map of their assembly. , 2009, Journal of molecular biology.

[12]  J. Janin The targets of CAPRI rounds 6–12 , 2007, Proteins.

[13]  Miriam Eisenstein,et al.  On proteins, grids, correlations, and docking. , 2004, Comptes rendus biologies.

[14]  Ruth Nussinov,et al.  Taking geometry to its edge: Fast unbound rigid (and hinge‐bent) docking , 2003, Proteins.

[15]  D. Svergun,et al.  Dissecting NGF interactions with TrkA and p75 receptors by structural and functional studies of an anti-NGF neutralizing antibody. , 2008, Journal of molecular biology.

[16]  M. L. Connolly Solvent-accessible surfaces of proteins and nucleic acids. , 1983, Science.

[17]  Fernanda Canduri,et al.  Docking and small angle X-ray scattering studies of purine nucleoside phosphorylase. , 2003, Biochemical and biophysical research communications.

[18]  Helen M Berman,et al.  Large macromolecular complexes in the Protein Data Bank: a status report. , 2005, Structure.

[19]  Dmitri I Svergun,et al.  Global rigid body modeling of macromolecular complexes against small-angle scattering data. , 2005, Biophysical journal.

[20]  Dmitri I Svergun,et al.  Analysis of X-ray and neutron scattering from biomacromolecular solutions. , 2007, Current opinion in structural biology.

[21]  D I Svergun,et al.  Restoring low resolution structure of biological macromolecules from solution scattering using simulated annealing. , 1999, Biophysical journal.

[22]  David Baker,et al.  Prediction of the structure of symmetrical protein assemblies , 2007, Proceedings of the National Academy of Sciences.

[23]  S. Wodak,et al.  Assessment of CAPRI predictions in rounds 3–5 shows progress in docking procedures , 2005, Proteins.

[24]  R. Abagyan,et al.  ICM‐DISCO docking by global energy optimization with fully flexible side‐chains , 2003, Proteins.

[25]  Wolfgang Baumeister,et al.  The future is hybrid. , 2008, Journal of structural biology.

[26]  Joël Janin,et al.  The targets of CAPRI Rounds 13–19 , 2010, Proteins.

[27]  Ruth Nussinov,et al.  PatchDock and SymmDock: servers for rigid and symmetric docking , 2005, Nucleic Acids Res..

[28]  J. Janin,et al.  Computer analysis of protein-protein interaction. , 1978, Journal of molecular biology.

[29]  Greg L. Hura,et al.  Structure and flexibility within proteins as identified through small angle X-ray scattering. , 2009, General physiology and biophysics.

[30]  Friedrich Förster,et al.  Integration of small-angle X-ray scattering data into structural modeling of proteins and their assemblies. , 2008, Journal of molecular biology.

[31]  Z. Weng,et al.  Protein–protein docking benchmark version 3.0 , 2008, Proteins.

[32]  Sandor Vajda,et al.  Classification of protein complexes based on docking difficulty , 2005, Proteins.

[33]  J. Janin Assessing predictions of protein–protein interaction: The CAPRI experiment , 2005, Protein science : a publication of the Protein Society.

[34]  D I Svergun,et al.  Determination of domain structure of proteins from X-ray solution scattering. , 2001, Biophysical journal.

[35]  Jeffrey J. Gray,et al.  Protein-protein docking with simultaneous optimization of rigid-body displacement and side-chain conformations. , 2003, Journal of molecular biology.

[36]  Yehezkel Lamdan,et al.  Geometric Hashing: A General And Efficient Model-based Recognition Scheme , 1988, [1988 Proceedings] Second International Conference on Computer Vision.

[37]  E Pantos,et al.  Low-resolution structures of proteins in solution retrieved from X-ray scattering with a genetic algorithm. , 1998, Biophysical journal.

[38]  S. Wodak,et al.  Docking and scoring protein complexes: CAPRI 3rd Edition , 2007, Proteins.

[39]  B. Chait,et al.  Determining the architectures of macromolecular assemblies , 2007, Nature.

[40]  Ruth Nussinov,et al.  Efficient Unbound Docking of Rigid Molecules , 2002, WABI.

[41]  John A. Tainer,et al.  Robust, high-throughput solution structural analyses by small angle X-ray scattering (SAXS) , 2009, Nature Methods.

[42]  Holger Sondermann,et al.  Computational docking and solution x-ray scattering predict a membrane-interacting role for the histone domain of the Ras activator son of sevenless. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[43]  Sean R. Collins,et al.  Global landscape of protein complexes in the yeast Saccharomyces cerevisiae , 2006, Nature.

[44]  Andrej Sali,et al.  FoXS: a web server for rapid computation and fitting of SAXS profiles , 2010, Nucleic Acids Res..

[45]  David W Ritchie,et al.  Recent progress and future directions in protein-protein docking. , 2008, Current protein & peptide science.

[46]  R.D.B. Fraser,et al.  An improved method for calculating the contribution of solvent to the X‐ray diffraction pattern of biological molecules , 1978 .

[47]  Ruth Nussinov,et al.  Automatic prediction of protein interactions with large scale motion , 2007, Proteins.

[48]  Ruth Nussinov,et al.  FireDock: Fast interaction refinement in molecular docking , 2007, Proteins.

[49]  Dmitri I. Svergun,et al.  PRIMUS: a Windows PC-based system for small-angle scattering data analysis , 2003 .

[50]  Frank Alber,et al.  Integrating diverse data for structure determination of macromolecular assemblies. , 2008, Annual review of biochemistry.

[51]  E. Katchalski‐Katzir,et al.  Molecular surface recognition: determination of geometric fit between proteins and their ligands by correlation techniques. , 1992, Proceedings of the National Academy of Sciences of the United States of America.

[52]  Alexandre M. J. J. Bonvin,et al.  Building Macromolecular Assemblies by Information-driven Docking , 2010, Molecular & Cellular Proteomics.

[53]  S. Wodak,et al.  Assessment of blind predictions of protein–protein interactions: Current status of docking methods , 2003, Proteins.

[54]  Masao Kakudo,et al.  Small Angle Scattering of X-Rays , 1968 .