Coarse-Grained Conformational Sampling of Protein Structure Improves the Fit to Experimental Hydrogen-Exchange Data

Monitoring hydrogen/deuterium exchange (HDX) undergone by a protein in solution produces experimental data that translates into valuable information about the protein's structure. Data produced by HDX experiments is often interpreted using a crystal structure of the protein, when available. However, it has been shown that the correspondence between experimental HDX data and crystal structures is often not satisfactory. This creates difficulties when trying to perform a structural analysis of the HDX data. In this paper, we evaluate several strategies to obtain a conformation providing a good fit to the experimental HDX data, which is a premise of an accurate structural analysis. We show that performing molecular dynamics simulations can be inadequate to obtain such conformations, and we propose a novel methodology involving a coarse-grained conformational sampling approach instead. By extensively exploring the intrinsic flexibility of a protein with this approach, we produce a conformational ensemble from which we extract a single conformation providing a good fit to the experimental HDX data. We successfully demonstrate the applicability of our method to four small and medium-sized proteins.

[1]  Didier Devaurs,et al.  Characterizing Energy Landscapes of Peptides Using a Combination of Stochastic Algorithms , 2015, IEEE Transactions on NanoBioscience.

[2]  Adelene Y. L. Sim,et al.  Modeling and design by hierarchical natural moves , 2012, Proceedings of the National Academy of Sciences.

[3]  Michele Vendruscolo,et al.  Prediction of local structural stabilities of proteins from their amino acid sequences. , 2007, Structure.

[4]  L Mayne,et al.  Primary structure effects on peptide group hydrogen exchange. , 1972, Proteins.

[5]  Daniel Ricklin,et al.  A structural basis for complement inhibition by Staphylococcus aureus , 2007, Nature Immunology.

[6]  Peter G Wolynes,et al.  Prediction of native-state hydrogen exchange from perfectly funneled energy landscapes. , 2011, Journal of the American Chemical Society.

[7]  Yawen Bai,et al.  Primary structure effects on peptide group hydrogen exchange , 1993, Biochemistry.

[8]  Didier Devaurs,et al.  MoMA-LigPath: a web server to simulate protein–ligand unbinding , 2013, Nucleic Acids Res..

[9]  John R Engen,et al.  Conformational insight into multi-protein signaling assemblies by hydrogen-deuterium exchange mass spectrometry. , 2016, Current opinion in structural biology.

[10]  Ole N Jensen,et al.  Protein hydrogen exchange measured at single-residue resolution by electron transfer dissociation mass spectrometry. , 2009, Analytical chemistry.

[11]  Elizabeth A Komives,et al.  Solvent accessibility of protein surfaces by amide H/2H exchange MALDI-TOF mass spectrometry , 2006, Journal of the American Society for Mass Spectrometry.

[12]  Yang Li,et al.  KINARI-Web: a server for protein rigidity analysis , 2011, Nucleic Acids Res..

[13]  Kresten Lindorff-Larsen,et al.  PHAISTOS: A framework for Markov chain Monte Carlo simulation and inference of protein structure , 2013, J. Comput. Chem..

[14]  T. Oas,et al.  A statistical thermodynamic model of the protein ensemble. , 2006, Chemical reviews.

[15]  R. Nussinov,et al.  Polymorphic Triple β-Sheet Structures Contribute to Amide Hydrogen/Deuterium (H/D) Exchange Protection in the Alzheimer Amyloid β42 Peptide* , 2011, The Journal of Biological Chemistry.

[16]  Ernst-Walter Knapp,et al.  Stability and fluctuations of amide hydrogen bonds in a bacterial cytochrome c: a molecular dynamics study , 2005, JBIC Journal of Biological Inorganic Chemistry.

[17]  S. Hazen,et al.  Congruency between biophysical data from multiple platforms and molecular dynamics simulation of the double-super helix model of nascent high-density lipoprotein. , 2010, Biochemistry.

[18]  Guodong Chen,et al.  Higher order structure characterization of protein therapeutics by hydrogen/deuterium exchange mass spectrometry , 2014, Analytical and Bioanalytical Chemistry.

[19]  T. Oas,et al.  A Statistical Thermodynamic Model of the Protein Ensemble , 2006 .

[20]  John D Lambris,et al.  Hydrogen/deuterium exchange mass spectrometry: potential for investigating innate immunity proteins. , 2007, Advances in experimental medicine and biology.

[21]  B. Nagar,et al.  X-ray crystal structure of C3d: a C3 fragment and ligand for complement receptor 2. , 1998, Science.

[22]  Adrian G Turjanski,et al.  Molecular Dynamics Simulations Provide Atomistic Insight into Hydrogen Exchange Mass Spectrometry Experiments. , 2013, Journal of chemical theory and computation.

[23]  Nicholas P. Schafer,et al.  AWSEM-MD: protein structure prediction using coarse-grained physical potentials and bioinformatically based local structure biasing. , 2012, Journal of Physical Chemistry B.

[24]  D. LeMaster,et al.  Peptide Conformer Acidity Analysis of Protein Flexibility Monitored by Hydrogen Exchange† , 2009, Biochemistry.

[25]  James O. Wrabl,et al.  The role of protein conformational fluctuations in allostery, function, and evolution. , 2011, Biophysical chemistry.

[26]  Michail Yu. Lobanov,et al.  A novel web server predicts amino acid residue protection against hydrogen-deuterium exchange , 2013, Bioinform..

[27]  S. Englander,et al.  Protein dynamics viewed by hydrogen exchange , 2012, Protein science : a publication of the Protein Society.

[28]  M. Levitt A simplified representation of protein conformations for rapid simulation of protein folding. , 1976, Journal of molecular biology.

[29]  Robert L. Baldwin,et al.  Origin of the change in solvation enthalpy of the peptide group when neighboring peptide groups are added , 2009, Proceedings of the National Academy of Sciences.

[30]  S Walter Englander,et al.  Protein hydrogen exchange: Testing current models , 2012, Protein science : a publication of the Protein Society.

[31]  Lars Konermann,et al.  Hydrogen exchange mass spectrometry for studying protein structure and dynamics. , 2011, Chemical Society reviews.

[32]  Michele Vendruscolo,et al.  Structural interpretation of hydrogen exchange protection factors in proteins: characterization of the native state fluctuations of CI2. , 2006, Structure.

[33]  Rajeev Motwani,et al.  Path planning in expansive configuration spaces , 1997, Proceedings of International Conference on Robotics and Automation.

[34]  David Baker,et al.  Macromolecular modeling with rosetta. , 2008, Annual review of biochemistry.

[35]  Lydia E. Kavraki,et al.  Kinodynamic Motion Planning by Interior-Exterior Cell Exploration , 2008, WAFR.

[36]  Sheila S Jaswal,et al.  Biological insights from hydrogen exchange mass spectrometry. , 2013, Biochimica et biophysica acta.

[37]  S. Radford,et al.  Determination of an ensemble of structures representing the intermediate state of the bacterial immunity protein Im7. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[38]  Virgil L. Woods,et al.  Quantitative Assessment of Protein Structural Models by Comparison of H/D Exchange MS Data with Exchange Behavior Accurately Predicted by DXCOREX , 2011, Journal of The American Society for Mass Spectrometry.

[39]  Guodong Chen,et al.  Hydrogen/Deuterium Exchange Mass Spectrometry for Protein Higher-Order Structure Characterization , 2013 .

[40]  Derek J. Wilson,et al.  Hydrogen deuterium exchange mass spectrometry in biopharmaceutical discovery and development - A review. , 2016, Analytica chimica acta.

[41]  S. Hazen,et al.  Double Superhelix Model of High Density Lipoprotein* , 2009, The Journal of Biological Chemistry.

[42]  Daniel Ricklin,et al.  Structural Implications for the Formation and Function of the Complement Effector Protein iC3b , 2017, The Journal of Immunology.

[43]  Scott A. Lesley,et al.  Estimation of Hydrogen-Exchange Protection Factors from MD Simulation Based on Amide Hydrogen Bonding Analysis , 2015, J. Chem. Inf. Model..

[44]  John R. Engen,et al.  Applications of Hydrogen/Deuterium Exchange MS from 2012 to 2014 , 2014, Analytical chemistry.

[45]  P. Chacón,et al.  New generation of elastic network models. , 2016, Current opinion in structural biology.

[46]  T. Sosnick,et al.  Hydrogen exchange: The modern legacy of Linderstrøm‐Lang , 1997, Protein science : a publication of the Protein Society.

[47]  D. LeMaster,et al.  A billion-fold range in acidity for the solvent-exposed amides of Pyrococcus furiosus rubredoxin. , 2008, Biochemistry.

[48]  Thierry Siméon,et al.  Motion planning algorithms for molecular simulations: A survey , 2012, Comput. Sci. Rev..

[49]  A. Fersht,et al.  Hydrogen exchange in chymotrypsin inhibitor 2 probed by mutagenesis. , 1997, Journal of molecular biology.

[50]  E. Paci,et al.  Functional Dynamics of Hexameric Helicase Probed by Hydrogen Exchange and Simulation , 2014, Biophysical journal.

[51]  Bo Nilsson,et al.  Rare Loss-of-Function Mutation in Complement Component C3 Provides Insight into Molecular and Pathophysiological Determinants of Complement Activity , 2015, The Journal of Immunology.

[52]  A. Fersht,et al.  Hydrogen exchange in chymotrypsin inhibitor 2 probed by denaturants and temperature. , 1997, Journal of molecular biology.

[53]  Peter M. Kasson,et al.  GROMACS 4.5: a high-throughput and highly parallel open source molecular simulation toolkit , 2013, Bioinform..

[54]  G. Morris,et al.  Residue-specific NH exchange rates studied by NMR diffusion experiments. , 2007, Journal of magnetic resonance.

[55]  Xiaomeng Shi,et al.  Hydrogen Exchange Mass Spectrometry for Conformational Analysis of Proteins , 2011 .

[56]  S Walter Englander,et al.  Protein hydrogen exchange at residue resolution by proteolytic fragmentation mass spectrometry analysis , 2013, Proceedings of the National Academy of Sciences.

[57]  Derek J. Wilson,et al.  Probing protein ensemble rigidity and hydrogen–deuterium exchange , 2013, Physical biology.

[58]  Leland Mayne,et al.  Hydrogen Exchange Mass Spectrometry. , 2016, Methods in enzymology.

[59]  S W Englander,et al.  Isotope effects in peptide group hydrogen exchange , 1993, Proteins.

[60]  M. Y. Lobanov,et al.  Prediction of amino acid residues protected from hydrogen-deuterium exchange in a protein chain , 2009, Biochemistry (Moscow).

[61]  L. Kavraki,et al.  SIMS: A Hybrid Method for Rapid Conformational Analysis , 2013, PloS one.

[62]  T. Burzykowski,et al.  Computational methods and challenges in hydrogen/deuterium exchange mass spectrometry. , 2017, Mass spectrometry reviews.

[63]  Didier Devaurs,et al.  Native State of Complement Protein C3d Analysed via Hydrogen Exchange and Conformational Sampling. , 2018, International journal of computational biology and drug design.

[64]  Samuel L. DeLuca,et al.  Practically Useful: What the Rosetta Protein Modeling Suite Can Do for You , 2010, Biochemistry.

[65]  Lydia E Kavraki,et al.  Computational models of protein kinematics and dynamics: beyond simulation. , 2012, Annual review of analytical chemistry.

[66]  Michele Vendruscolo,et al.  Rare fluctuations of native proteins sampled by equilibrium hydrogen exchange. , 2003, Journal of the American Chemical Society.

[67]  S. Radford,et al.  Equilibrium hydrogen exchange reveals extensive hydrogen bonded secondary structure in the on-pathway intermediate of Im7. , 2004, Journal of molecular biology.