Using enhanced sampling and structural restraints to refine atomic structures into low-resolution electron microscopy maps.

For a variety of problems in structural biology, low-resolution maps generated by electron microscopy imaging are often interpreted with the help of various flexible-fitting computational algorithms. In this work, we systematically analyze the quality of final models of various proteins obtained via molecular dynamics flexible fitting (MDFF) by varying the map-resolution, strength of structural restraints, and the steering forces. We find that MDFF can be extended to understand conformational changes in lower-resolution maps if larger structural restraints and lower steering forces are used to prevent overfitting. We further show that the capabilities of MDFF can be extended by combining it with an enhanced conformational sampling method, temperature-accelerated molecular dynamics (TAMD). Specifically, either TAMD can be used to generate better starting configurations for MDFF fitting or TAMD-assisted MDFF (TAMDFF) can be performed to accelerate conformational search in atomistic simulations.

[1]  Florence Tama,et al.  Excited states of ribosome translocation revealed through integrative molecular modeling , 2011, Proceedings of the National Academy of Sciences.

[2]  José N Onuchic,et al.  Accommodation of aminoacyl-tRNA into the ribosome involves reversible excursions along multiple pathways. , 2010, RNA.

[3]  Leonardo G. Trabuco,et al.  Applications of the molecular dynamics flexible fitting method. , 2011, Journal of structural biology.

[4]  Johannes Söding,et al.  Cryo-EM structure and rRNA model of a translating eukaryotic 80S ribosome at 5.5-Å resolution , 2010, Proceedings of the National Academy of Sciences.

[5]  Harish Vashisth,et al.  "DFG-flip" in the insulin receptor kinase is facilitated by a helical intermediate state of the activation loop. , 2011, Biophysical journal.

[6]  Daniel N. Wilson,et al.  Localization of eukaryote-specific ribosomal proteins in a 5.5-Å cryo-EM map of the 80S eukaryotic ribosome , 2010, Proceedings of the National Academy of Sciences.

[7]  James C. Phillips,et al.  Parallel Generalized Born Implicit Solvent Calculations with NAMD. , 2011, Journal of chemical theory and computation.

[8]  Krzysztof Palczewski,et al.  The Significance of G Protein-Coupled Receptor Crystallography for Drug Discovery , 2011, Pharmacological Reviews.

[9]  Florence Tama,et al.  The mechanism and pathway of pH induced swelling in cowpea chlorotic mottle virus. , 2002, Journal of molecular biology.

[10]  Eric Vanden-Eijnden,et al.  Some recent techniques for free energy calculations , 2009, J. Comput. Chem..

[11]  E. Vanden-Eijnden,et al.  Large-scale conformational sampling of proteins using temperature-accelerated molecular dynamics , 2010, Proceedings of the National Academy of Sciences.

[12]  Klaus Schulten,et al.  Symmetry-restrained flexible fitting for symmetric EM maps. , 2011, Structure.

[13]  Leonardo G. Trabuco,et al.  Molecular dynamics flexible fitting: a practical guide to combine cryo-electron microscopy and X-ray crystallography. , 2009, Methods.

[14]  E. Vanden-Eijnden,et al.  Single-sweep methods for free energy calculations. , 2007, The Journal of chemical physics.

[15]  C. Brooks,et al.  Symmetry, form, and shape: guiding principles for robustness in macromolecular machines. , 2006, Annual review of biophysics and biomolecular structure.

[16]  E. Vanden-Eijnden,et al.  A temperature accelerated method for sampling free energy and determining reaction pathways in rare events simulations , 2006 .

[17]  C. Brooks,et al.  Diversity and identity of mechanical properties of icosahedral viral capsids studied with elastic network normal mode analysis. , 2005, Journal of molecular biology.

[18]  W Wriggers,et al.  Modeling tricks and fitting techniques for multiresolution structures. , 2001, Structure.

[19]  Alexander D. MacKerell,et al.  All-atom empirical potential for molecular modeling and dynamics studies of proteins. , 1998, The journal of physical chemistry. B.

[20]  Klaus Schulten,et al.  Molecular dynamics of EF‐G during translocation , 2011, Proteins.

[21]  Joachim Frank,et al.  Ribosome dynamics: insights from atomic structure modeling into cryo-electron microscopy maps. , 2006, Annual review of biophysics and biomolecular structure.

[22]  J. Frank Single-particle reconstruction of biological macromolecules in electron microscopy – 30 years , 2009, Quarterly Reviews of Biophysics.

[23]  J. Frank Single-particle imaging of macromolecules by cryo-electron microscopy. , 2002, Annual review of biophysics and biomolecular structure.

[24]  J. Frank,et al.  Dynamic reorganization of the functionally active ribosome explored by normal mode analysis and cryo-electron microscopy , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[25]  Klaus Schulten,et al.  The role of L1 stalk-tRNA interaction in the ribosome elongation cycle. , 2010, Journal of molecular biology.

[26]  Laxmikant V. Kale,et al.  NAMD2: Greater Scalability for Parallel Molecular Dynamics , 1999 .

[27]  Paul C. Whitford,et al.  1 Supplemental Information , 2008 .

[28]  F. Tama,et al.  Flexible multi-scale fitting of atomic structures into low-resolution electron density maps with elastic network normal mode analysis. , 2004, Journal of molecular biology.

[29]  Klaus Schulten,et al.  Structural model and excitonic properties of the dimeric RC-LH1-PufX complex from Rhodobacter sphaeroides. , 2009, Chemical physics.

[30]  J. Mccammon,et al.  Situs: A package for docking crystal structures into low-resolution maps from electron microscopy. , 1999, Journal of structural biology.

[31]  Alexander D. MacKerell,et al.  Extending the treatment of backbone energetics in protein force fields: Limitations of gas‐phase quantum mechanics in reproducing protein conformational distributions in molecular dynamics simulations , 2004, J. Comput. Chem..

[32]  W. Wriggers,et al.  Exploring global distortions of biological macromolecules and assemblies from low-resolution structural information and elastic network theory. , 2002, Journal of molecular biology.

[33]  K Schulten,et al.  VMD: visual molecular dynamics. , 1996, Journal of molecular graphics.

[34]  Laxmikant V. Kalé,et al.  Scalable molecular dynamics with NAMD , 2005, J. Comput. Chem..

[35]  Daniel K. Clare,et al.  ATP-Triggered Conformational Changes Delineate Substrate-Binding and -Folding Mechanics of the GroEL Chaperonin , 2012, Cell.

[36]  Leonardo G. Trabuco,et al.  Flexible fitting of atomic structures into electron microscopy maps using molecular dynamics. , 2008, Structure.

[37]  Klaus Schulten,et al.  Protein-induced membrane curvature investigated through molecular dynamics flexible fitting. , 2009, Biophysical journal.

[38]  J Frank,et al.  Classification of macromolecular assemblies studied as ‘single particles’ , 1990, Quarterly Reviews of Biophysics.

[39]  Y. Sanejouand,et al.  Conformational change of proteins arising from normal mode calculations. , 2001, Protein engineering.

[40]  Joachim Frank,et al.  Structure and dynamics of a processive Brownian motor: the translating ribosome. , 2010, Annual review of biochemistry.

[41]  Cherisse R. Loucks,et al.  Ribosome Assembly Factors Prevent Premature Translation Initiation by 40S Assembly Intermediates , 2011, Science.

[42]  Klaus Schulten,et al.  Regulation of the protein-conducting channel by a bound ribosome. , 2009, Structure.

[43]  S. Rasmussen,et al.  Crystal Structure of the β2Adrenergic Receptor-Gs protein complex , 2011, Nature.

[44]  Klaus Schulten,et al.  Ribosome-induced changes in elongation factor Tu conformation control GTP hydrolysis , 2009, Proceedings of the National Academy of Sciences.

[45]  F. Tama,et al.  Normal mode based flexible fitting of high-resolution structure into low-resolution experimental data from cryo-EM. , 2004, Journal of structural biology.

[46]  Tirion,et al.  Large Amplitude Elastic Motions in Proteins from a Single-Parameter, Atomic Analysis. , 1996, Physical review letters.

[47]  Klaus Schulten,et al.  METHODOLOGY ARTICLE Open Access , 2009 .