Conformational dynamics of a crystalline protein from microsecond-scale molecular dynamics simulations and diffuse X-ray scattering
Abstract
X-ray diffraction from protein crystals includes both sharply peaked Bragg reflections and diffuse intensity between the peaks. The information in Bragg scattering is limited to what is available in the mean electron density. The diffuse scattering arises from correlations in the electron density variations and therefore contains information about collective motions in proteins. Previous studies using molecular-dynamics (MD) simulations to model diffuse scattering have been hindered by insufficient sampling of the conformational ensemble. To overcome this issue, we have performed a 1.1-μs MD simulation of crystalline staphylococcal nuclease, providing 100-fold more sampling than previous studies. This simulation enables reproducible calculations of the diffuse intensity and predicts functionally important motions, including transitions among at least eight metastable states with different active-site geometries. The total diffuse intensity calculated using the MD model is highly correlated with the experimental data. In particular, there is excellent agreement for the isotropic component of the diffuse intensity, and substantial but weaker agreement for the anisotropic component. Decomposition of the MD model into protein and solvent components indicates that protein–solvent interactions contribute substantially to the overall diffuse intensity. We conclude that diffuse scattering can be used to validate predictions from MD simulations and can provide information tomore »
- Authors:
-
- Computer, Computational, and Statistical Sciences Division and
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, CA 94158,
- Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, and
- Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, and, Department of Bioengineering, University of California, Berkeley, CA 94720
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM 87545,
- Publication Date:
- Research Org.:
- Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1235104
- Alternate Identifier(s):
- OSTI ID: 1221841; OSTI ID: 1321746
- Report Number(s):
- LA-UR-14-26310
Journal ID: ISSN 0027-8424
- Grant/Contract Number:
- AC52-06NA25396; GM095887; STC-1231306; 1P01GM063210; OD009180; GM110580
- Resource Type:
- Published Article
- Journal Name:
- Proceedings of the National Academy of Sciences of the United States of America
- Additional Journal Information:
- Journal Name: Proceedings of the National Academy of Sciences of the United States of America Journal Volume: 111 Journal Issue: 50; Journal ID: ISSN 0027-8424
- Publisher:
- Proceedings of the National Academy of Sciences
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES; diffuse scattering; protein crystallography; molecular-dynamics simulation; protein dynamics; staphylococcal nuclease
Citation Formats
Wall, Michael E., Van Benschoten, Andrew H., Sauter, Nicholas K., Adams, Paul D., Fraser, James S., and Terwilliger, Thomas C. Conformational dynamics of a crystalline protein from microsecond-scale molecular dynamics simulations and diffuse X-ray scattering. United States: N. p., 2014.
Web. doi:10.1073/pnas.1416744111.
Wall, Michael E., Van Benschoten, Andrew H., Sauter, Nicholas K., Adams, Paul D., Fraser, James S., & Terwilliger, Thomas C. Conformational dynamics of a crystalline protein from microsecond-scale molecular dynamics simulations and diffuse X-ray scattering. United States. https://doi.org/10.1073/pnas.1416744111
Wall, Michael E., Van Benschoten, Andrew H., Sauter, Nicholas K., Adams, Paul D., Fraser, James S., and Terwilliger, Thomas C. Tue .
"Conformational dynamics of a crystalline protein from microsecond-scale molecular dynamics simulations and diffuse X-ray scattering". United States. https://doi.org/10.1073/pnas.1416744111.
@article{osti_1235104,
title = {Conformational dynamics of a crystalline protein from microsecond-scale molecular dynamics simulations and diffuse X-ray scattering},
author = {Wall, Michael E. and Van Benschoten, Andrew H. and Sauter, Nicholas K. and Adams, Paul D. and Fraser, James S. and Terwilliger, Thomas C.},
abstractNote = {X-ray diffraction from protein crystals includes both sharply peaked Bragg reflections and diffuse intensity between the peaks. The information in Bragg scattering is limited to what is available in the mean electron density. The diffuse scattering arises from correlations in the electron density variations and therefore contains information about collective motions in proteins. Previous studies using molecular-dynamics (MD) simulations to model diffuse scattering have been hindered by insufficient sampling of the conformational ensemble. To overcome this issue, we have performed a 1.1-μs MD simulation of crystalline staphylococcal nuclease, providing 100-fold more sampling than previous studies. This simulation enables reproducible calculations of the diffuse intensity and predicts functionally important motions, including transitions among at least eight metastable states with different active-site geometries. The total diffuse intensity calculated using the MD model is highly correlated with the experimental data. In particular, there is excellent agreement for the isotropic component of the diffuse intensity, and substantial but weaker agreement for the anisotropic component. Decomposition of the MD model into protein and solvent components indicates that protein–solvent interactions contribute substantially to the overall diffuse intensity. We conclude that diffuse scattering can be used to validate predictions from MD simulations and can provide information to improve MD models of protein motions.},
doi = {10.1073/pnas.1416744111},
journal = {Proceedings of the National Academy of Sciences of the United States of America},
number = 50,
volume = 111,
place = {United States},
year = {Tue Dec 16 00:00:00 EST 2014},
month = {Tue Dec 16 00:00:00 EST 2014}
}
https://doi.org/10.1073/pnas.1416744111
Web of Science
Works referenced in this record:
Hidden alternative structures of proline isomerase essential for catalysis
journal, December 2009
- Fraser, James S.; Clarkson, Michael W.; Degnan, Sheena C.
- Nature, Vol. 462, Issue 7273
Diffuse x-ray scattering from tropomyosin crystals
journal, May 1992
- Chacko, S.; Phillips, G. N.
- Biophysical Journal, Vol. 61, Issue 5
Validation of Molecular Dynamics Simulations of Biomolecules Using NMR Spin Relaxation as Benchmarks: Application to the AMBER99SB Force Field
journal, March 2007
- Showalter, Scott A.; Brüschweiler, Rafael
- Journal of Chemical Theory and Computation, Vol. 3, Issue 3
Evaluating Elastic Network Models of Crystalline Biological Molecules with Temperature Factors, Correlated Motions, and Diffuse X-Ray Scattering
journal, October 2010
- Riccardi, Demian; Cui, Qiang; Phillips, George N.
- Biophysical Journal, Vol. 99, Issue 8
Are Protein Force Fields Getting Better? A Systematic Benchmark on 524 Diverse NMR Measurements
journal, March 2012
- Beauchamp, Kyle A.; Lin, Yu-Shan; Das, Rhiju
- Journal of Chemical Theory and Computation, Vol. 8, Issue 4
Dynamics of Carbon Monoxide Binding by Heme Proteins
journal, August 1973
- Austin, R. H.; Beeson, K.; Eisenstein, L.
- Science, Vol. 181, Issue 4099
Correlations of atomic movements in lysozyme crystals
journal, February 1992
- Clarage, James B.; Clarage, Michael S.; Phillips, Walter C.
- Proteins: Structure, Function, and Genetics, Vol. 12, Issue 2
Correlated intramolecular motions and diffuse x–ray scattering in lysozyme
journal, February 1994
- Faure, P.; Micu, A.; Pérahia, D.
- Nature Structural & Molecular Biology, Vol. 1, Issue 2
Heterogeneity and Inaccuracy in Protein Structures Solved by X-Ray Crystallography
journal, May 2004
- DePristo, Mark A.; de Bakker, Paul I. W.; Blundell, Tom L.
- Structure, Vol. 12, Issue 5
Is one solution good enough?
journal, March 2006
- Furnham, Nicholas; Blundell, Tom L.; DePristo, Mark A.
- Nature Structural & Molecular Biology, Vol. 13, Issue 3
Analysis of diffuse scattering from yeast initiator tRNA crystals
journal, March 1994
- Kolatkar, A. R.; Clarage, J. B.; Phillips Jnr, G. N.
- Acta Crystallographica Section D Biological Crystallography, Vol. 50, Issue 2
Protein dynamics: use of computer graphics and protein crystal diffuse scattering recorded with synchrotron X-radiation
journal, June 1986
- Helliwell, J. R.; Glover, I. D.; Jones, A.
- Biochemical Society Transactions, Vol. 14, Issue 3
Staphylococcal nuclease: Proposed mechanism of action based on structure of enzyme--thymidine 3',5'-bisphosphate--calcium ion complex at 1.5-A resolution
journal, June 1979
- Cotton, F. A.; Hazen, E. E.; Legg, M. J.
- Proceedings of the National Academy of Sciences, Vol. 76, Issue 6
The crystal structure of staphylococcal nuclease refined at 1.7 Å resolution
journal, February 1991
- Hynes, Thomas R.; Fox, Robert O.
- Proteins: Structure, Function, and Genetics, Vol. 10, Issue 2
Improved side-chain torsion potentials for the Amber ff99SB protein force field
journal, January 2010
- Lindorff-Larsen, Kresten; Piana, Stefano; Palmo, Kim
- Proteins: Structure, Function, and Bioinformatics
The Activity of an Enzyme in the Crystalline State: Ribonuclease S
journal, July 1963
- Doscher, Marilynn S.; Richards, Frederic M.
- Journal of Biological Chemistry, Vol. 238, Issue 7
Collective motions in proteins investigated by X-ray diffuse scattering
journal, January 1994
- Mizuguchi, Kenji; Kidera, Akinori; Gō, Nobuhiro
- Proteins: Structure, Function, and Genetics, Vol. 18, Issue 1
Evaluation and Reparametrization of the OPLS-AA Force Field for Proteins via Comparison with Accurate Quantum Chemical Calculations on Peptides †
journal, July 2001
- Kaminski, George A.; Friesner, Richard A.; Tirado-Rives, Julian
- The Journal of Physical Chemistry B, Vol. 105, Issue 28
Dynamic information from protein crystallography
journal, May 1979
- Sternberg, M. J. E.; Grace, D. E. P.; Phillips, D. C.
- Journal of Molecular Biology, Vol. 130, Issue 3
Highly constrained multiple-copy refinement of protein crystal structures
journal, December 1997
- Pellegrini, Matteo; Grønbech-Jensen, Niels; Kelly, Jennifer A.
- Proteins: Structure, Function, and Genetics, Vol. 29, Issue 4
Liquid-like movements in crystalline insulin
journal, April 1988
- Caspar, D. L. D.; Clarage, J.; Salunke, D. M.
- Nature, Vol. 332, Issue 6165
The variety of X-ray diffuse scattering from macromolecular crystals and its respective components
journal, December 1991
- Glover, I. D.; Harris, G. W.; Helliwell, J. R.
- Acta Crystallographica Section B Structural Science, Vol. 47, Issue 6
Rigid protein motion as a model for crystallographic temperature factors.
journal, April 1991
- Kuriyan, J.; Weis, W. I.
- Proceedings of the National Academy of Sciences, Vol. 88, Issue 7
Molecular dynamics studied by analysis of the X-ray diffuse scattering from lysozyme crystals
journal, February 1987
- Doucet, J.; Benoit, J. P.
- Nature, Vol. 325, Issue 6105
Lattice Dynamics of a Protein Crystal
journal, September 2007
- Meinhold, Lars; Merzel, Franci; Smith, Jeremy C.
- Physical Review Letters, Vol. 99, Issue 13
Motions of calmodulin characterized using both Bragg and diffuse X-ray scattering
journal, December 1997
- Wall, Michael E.; Clarage, James B.; Phillips, George N.
- Structure, Vol. 5, Issue 12
Modelling dynamics in protein crystal structures by ensemble refinement
journal, December 2012
- Burnley, B. Tom; Afonine, Pavel V.; Adams, Paul D.
- eLife, Vol. 1
X-ray diffuse scattering and rigid-body motion in crystalline lysozyme probed by molecular dynamics simulation 1 1Edited by R. Huber
journal, May 1998
- Héry, Stéphanie; Genest, Daniel; Smith, Jeremy C.
- Journal of Molecular Biology, Vol. 279, Issue 1
Biomolecular Simulation: A Computational Microscope for Molecular Biology
journal, June 2012
- Dror, Ron O.; Dirks, Robert M.; Grossman, J. P.
- Annual Review of Biophysics, Vol. 41, Issue 1
Parallel tempering: Theory, applications, and new perspectives
journal, January 2005
- Earl, David J.; Deem, Michael W.
- Physical Chemistry Chemical Physics, Vol. 7, Issue 23
Everything you wanted to know about Markov State Models but were afraid to ask
journal, September 2010
- Pande, Vijay S.; Beauchamp, Kyle; Bowman, Gregory R.
- Methods, Vol. 52, Issue 1
Visualizing networks of mobility in proteins
journal, August 2013
- Wilson, Mark A.
- Nature Methods, Vol. 10, Issue 9
Staphylococcal nuclease active-site amino acids: pH dependence of tyrosines and arginines by carbon-13 NMR and correlation with kinetic studies
journal, March 1989
- Grissom, Charles B.; Markley, John L.
- Biochemistry, Vol. 28, Issue 5
Exploring the Structural Dynamics of the E.coli Chaperonin GroEL Using Translation-libration-screw Crystallographic Refinement of Intermediate States
journal, September 2004
- Chaudhry, Charu; Horwich, Arthur L.; Brunger, Axel T.
- Journal of Molecular Biology, Vol. 342, Issue 1
Development and Testing of the OPLS All-Atom Force Field on Conformational Energetics and Properties of Organic Liquids
journal, January 1996
- Jorgensen, William L.; Maxwell, David S.; Tirado-Rives, Julian
- Journal of the American Chemical Society, Vol. 118, Issue 45
Conformational Substates in Proteins
journal, June 1988
- Frauenfelder, H.; Parak, F.; Young, R. D.
- Annual Review of Biophysics and Biophysical Chemistry, Vol. 17, Issue 1
Sublattice parallel replica dynamics
journal, June 2014
- Martínez, Enrique; Uberuaga, Blas P.; Voter, Arthur F.
- Physical Review E, Vol. 89, Issue 6
GROMACS: A message-passing parallel molecular dynamics implementation
journal, September 1995
- Berendsen, H. J. C.; van der Spoel, D.; van Drunen, R.
- Computer Physics Communications, Vol. 91, Issue 1-3
Variations on a theme by Debye and Waller: From simple crystals to proteins
journal, October 1997
- García, Angel E.; Krumhansl, James A.; Frauenfelder, Hans
- Proteins: Structure, Function, and Genetics, Vol. 29, Issue 2
Ligand binding and internal equilibiums in proteins
journal, February 1972
- Weber, Gregorio
- Biochemistry, Vol. 11, Issue 5
Temperature-dependent X-ray diffraction as a probe of protein structural dynamics
journal, August 1979
- Frauenfelder, Hans; Petsko, Gregory A.; Tsernoglou, Demetrius
- Nature, Vol. 280, Issue 5723
Conformational Disorder of Proteins Assessed by Real-Space Molecular Dynamics Refinement
journal, March 2001
- Chen, Zhi; Chapman, Michael S.
- Biophysical Journal, Vol. 80, Issue 3
Motions of tropomyosin. Crystal as metaphor
journal, October 1980
- Phillips, G. N.; Fillers, J. P.; Cohen, C.
- Biophysical Journal, Vol. 32, Issue 1
Protein dynamics from X-ray crystallography: Anisotropic, global motion in diffuse scattering patterns
journal, December 2006
- Meinhold, Lars; Smith, Jeremy C.
- Proteins: Structure, Function, and Bioinformatics, Vol. 66, Issue 4
Molecular Dynamics of Staphylococcal Nuclease: Comparison of Simulation with 15 N and 13 C NMR Relaxation Data
journal, June 1998
- Chatfield, David C.; Szabo, Attila; Brooks, Bernard R.
- Journal of the American Chemical Society, Vol. 120, Issue 21
X-ray refinement significantly underestimates the level of microscopic heterogeneity in biomolecular crystals
journal, February 2014
- Kuzmanic, Antonija; Pannu, Navraj S.; Zagrovic, Bojan
- Nature Communications, Vol. 5, Issue 1
Peptide Crystal Simulations Reveal Hidden Dynamics
journal, May 2013
- Janowski, Pawel A.; Cerutti, David S.; Holton, James
- Journal of the American Chemical Society, Vol. 135, Issue 21
PHENIX: a comprehensive Python-based system for macromolecular structure solution
journal, January 2010
- Adams, Paul D.; Afonine, Pavel V.; Bunkóczi, Gábor
- Acta Crystallographica Section D Biological Crystallography, Vol. 66, Issue 2, p. 213-221
Systematic Validation of Protein Force Fields against Experimental Data
journal, February 2012
- Lindorff-Larsen, Kresten; Maragakis, Paul; Piana, Stefano
- PLoS ONE, Vol. 7, Issue 2
Three-dimensional diffuse x-ray scattering from crystals of Staphylococcal nuclease
journal, June 1997
- Wall, M. E.; Ealick, S. E.; Gruner, S. M.
- Proceedings of the National Academy of Sciences, Vol. 94, Issue 12
The Computational Crystallography Toolbox : crystallographic algorithms in a reusable software framework
journal, January 2002
- Grosse-Kunstleve, Ralf W.; Sauter, Nicholas K.; Moriarty, Nigel W.
- Journal of Applied Crystallography, Vol. 35, Issue 1
Fluctuations and Correlations in Crystalline Protein Dynamics: A Simulation Analysis of Staphylococcal Nuclease
journal, April 2005
- Meinhold, Lars; Smith, Jeremy C.
- Biophysical Journal, Vol. 88, Issue 4
Exploration of disorder in protein structures by X-ray restrained molecular dynamics
journal, April 1991
- Kuriyan, John; Ösapay, Klara; Burley, Stephen K.
- Proteins: Structure, Function, and Genetics, Vol. 10, Issue 4
Diffuse X-Ray Scattering to Model Protein Motions
journal, February 2014
- Wall, Michael E.; Adams, Paul D.; Fraser, James S.
- Structure, Vol. 22, Issue 2
Automated identification of functional dynamic contact networks from X-ray crystallography
journal, August 2013
- van den Bedem, Henry; Bhabha, Gira; Yang, Kun
- Nature Methods, Vol. 10, Issue 9
On the Relationship between Diffraction Patterns and Motions in Macromolecular Crystals
journal, October 2009
- Moore, Peter B.
- Structure, Vol. 17, Issue 10
Accessing protein conformational ensembles using room-temperature X-ray crystallography
journal, September 2011
- Fraser, J. S.; van den Bedem, H.; Samelson, A. J.
- Proceedings of the National Academy of Sciences, Vol. 108, Issue 39
Correlated Dynamics Determining X-Ray Diffuse Scattering from a Crystalline Protein Revealed by Molecular Dynamics Simulation
journal, November 2005
- Meinhold, Lars; Smith, Jeremy C.
- Physical Review Letters, Vol. 95, Issue 21
Parallel replica method for dynamics of infrequent events
journal, June 1998
- Voter, Arthur F.
- Physical Review B, Vol. 57, Issue 22
A sampling problem in molecular dynamics simulations of macromolecules.
journal, April 1995
- Clarage, J. B.; Romo, T.; Andrews, B. K.
- Proceedings of the National Academy of Sciences, Vol. 92, Issue 8