Abstract
We show the construction of a novel coarse grain model for simulations of HIV capsid assembly based on four structural models of HIV capsid proteins: isolated hexamer 3H47.pdb, tubular assembly 3J34.pdb, isolated pentamer 3P05.pdb and C-terminus dimer 2KOD.pdb. The data demonstrates the derivation of inter-domain motions from all atom Molecular Dynamics simulations and comparison with the motions derived from the analysis of solution NMR results defined in 2M8L.pdb. Snapshots from a representative Monte Carlo simulation with 128 dimeric subunit proteins based on 3J34.pdb are shown in addition to the quantitative analysis of its assembly pathway. Movies of the assembly process are compiled with snapshots of representative simulations of four structural models. The methods and data in this article were utilized in Qiao et al. (in press) [1] to probe the mechanism of polymorphism and curvature control of HIV capsid assembly.
Keywords: HIV, Capsid assembly, Coarse grain simulations
Specifications Table
Subject area | Biophysics |
More specific subject area | Coarse grain simulations of viral capsid assembly |
Type of data | Figures and description of simulation procedures |
How data was acquired | Microscope, survey, SEM, NMR, mass spectroscopy, etc. If an instrument was used, please provide the model and make of the instrument |
Data format | Raw and analyzed |
Experimental factors | Data is acquired with all atom simulation by NAMD. Assembly simulations are performed by coarse grain models and analyzed by self-developed TCL scripts in VMD. Movies are made in VMD |
Experimental features | Simulations of HIV assembly with novel coarse grain models |
Data source location | University of Central Florida, Orlando FL 32828, USA |
Data accessibility | On the computer of corresponding author |
Value of the data
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1.
We show a novel coarse grain model that accurately represents the subtle variations of backbone structure of rigid segments of the protein.
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2.
We show a novel strategy to represent the inter-domain motions in coarse grain simulations by a static ensemble of subunits with variable domain orientations derived from analysis of all atom Molecular Dynamics simulations, provided that the structure within each domain remains unchanged.
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3.
The method and approach used in this work can be generalized for other protein assemblies with similar characteristics.
1. Data
Polymorphism and the continuous variation of curvatures are two peculiar features of HIV capsids [2]. A HIV capsid protein consists of two independently structured domains, the N-terminus domain (NTD) and C-terminus domain (CTD), linked by a short flexible inter-domain linker [3]. HIV capsid proteins dimerize via helix 9 at its CTD in solution, and can form polymorphic assemblies in vitro [3]. Various structural models of such assemblies were determined, stabilized by three intermolecular contacts: NTD–NTD, NTD–CTD and trimeric interfaces [3]. We demonstrate the construction of a novel coarse grain (CG) model that captures the subtle variations of backbone structure of HIV capsid proteins and a strategy to account for protein dynamics with a static ensemble of subunits in conformations derived from all atom Molecular Dynamics (MD) simulations. Simulations using this novel CG model and strategy demonstrate that the variations of inter-domain motions controls the curvature of the assembly and causes the polymorphism, as show in Ref. [1]. In this article, we focus on the illustration of CG model conversion from the template pdb files and extraction of inter-domain motions from all atom MD simulation and solution NMR data.
Fig. 1 illustrates the structural differences of the four experimental structural models of HIV capsid proteins utilized as templates for our novel coarse grain model: the isolated hexamer 3H47.pdb, tubular assembly 3J34.pdb, isolated pentamer 3P05.pdb and C-terminus dimer 2KOD.pdb. We show that our CG model uses cylinders to capture the subtle variations of backbone structures in these templates.
Fig. 2 lists the four critical assembly intermediates identified in our simulations, which can be seen in the movies (Movies 1 to 5) compiled with snapshots of representative simulations of four structural models.
Fig. 3 illustrates the assembly of a system comprised of 128 dimeric subunits based on 3J34.pdb. Representative trimer and hexamers are highlighted in Fig. 3A, C and D. The quantitative analysis of the assembly pathway of the system is shown in Fig. 7.
Fig. 4 shows the variation of contact angles of neighboring subunits in 3J34.pdb between NTD–NTD, NTD–CTD, and CTD–CTD interfaces.
Fig. 5 shows the rotation necessary to align the NTDs of the dimer at subsequent time points to t=0 along the trajectory of the 303 ns all atom MD simulations of a dimer based on chains A and f in 3J34.pdb.
Fig. 6 shows the flexibility of the NTDs and CTDs in a dimeric HIV capsid protein measured by the angles to align the domains along the trajectory of the 303 ns all atom MD simulations of a dimer based on chains A and f in 3J34.pdb (in A), compared to that measured by solution NMR (in B).
Fig. 7 shows the quantitative analysis of the assembly pathway of a representative simulations (snapshots of the assembly shown in Fig. 3) with 128 dimeric subunits based on 3J34.pdb.
Detailed view of the evolution of simulations based on different structural templates are shown by Movies 1–5, compiled with snapshots taken from respective simulations.
2. Experimental design, materials and methods
2.1. Procedures to extract NTD and CTD orientations from MD simulation
Using NAMD [4], [5], a trajectory of 303 ns all atom MD simulation was performed on a dimer based on chains f and A in 3J34.pdb [6] with step size of 2 fs. The CTDs of the dimer at each subsequent time point were realigned with the CTDs of the dimer at t=0. Then, another rotation was applied to align their NTDs. The angle and rotation axis to align the dimer in each subsequent time point along the MD trajectory was obtained by retrieving the 4×4 rotation matrix to complete the realignment function. The center of rotation is the Center of Mass (COM) of the dimer. Altogether 151,501 set of angles and directional vectors were obtained from this analysis. The angles derived from this analysis is shown in Fig. 5. This analysis was also applied to analyze the solution NMR structure ensemble of HIV capsid protein 2M8L consisting of 100 dimers [7], shown in Fig. 6.
2.2. Set up a system consistent with variable NTD and CTD orientations within dimeric subunits in MD simulation
First, generate a random integer between 1 and 151,501. Then use this integer as the index to choose the set of angle and axis of rotation from the analysis of MD simulation as described above. Apply the corresponding rotations to the CTDS and NTDs.
2.3. Details for all atom Molecular Dynamics simulation of a HIV capsid dimer
The simulation was performed using the CHARMM22 force field with the CMAP correction [8], [9], [10] under the periodic boundary conditions and the NVT ensemble. All bond lengths involving hydrogen atoms were constrained using the SHAKE [11] algorithm. We adopted a cutoff distance of 12 Å for nonbonded interactions, with a smooth switching function taking effect at 10 Å. Full electrostatics was calculated every 4 fs using the particle-mesh Ewald method [12]. Temperature was maintained at 330 K by Langevin dynamics with a damping coefficient of 1 ps−1.
CG model construction and setup of simulations are explained in detail in Ref. [1]. Simulations were performed at UCF Stokes ARCC and Edison system of National Energy Research Scientific Computing Center (NERSC). Figures and movies are created using Matlab (The MathWorks, Natick, MA), Pymol (Schrödinger, LLC.), and VMD with self-developed TCL scripts [13].
Acknowledgments
The authors acknowledge help from Drs. Juan Perilla and Klaus Schulten at UIUC for the 303 ns MD simulation of HIV capsid dimer. The authors appreciate suggestions and comments from Lalit Deshmukh and Dr. Robert Tycko at NIDDK, NIH, and assistance from Dr. John Stone at UIUC and Prof. Alexander Balaeff at UCF with VMD. This work is supported by AFOSR young investigator award, Grant number FA9550-13-1-0150.
Footnotes
Supplementary data associated with this article can be found in the online version at http://dx.doi.org/10.1016/j.dib.2015.09.042.
Appendix A. Supplementary material
References
- 1.Qiao Xin, Jeon Jaekyun, Weber Jeff, Zhu Fangqiang, Chen Bo. Mechanism of polymorphism and curvature of HIV capsid assemblies probed by 3D simulations with a novel coarse grain model. BBA-General Subjects. 2015;1850:2353–2367. doi: 10.1016/j.bbagen.2015.08.017. [DOI] [PubMed] [Google Scholar]
- 2.Vogt V. Retroviral virions and genomes. In: Coffin J.M., Hughes S.H., Varmus H.E., editors. Retroviruses. Cold Spring Harbor Press; New York: 1997. pp. 22–70. [PubMed] [Google Scholar]
- 3.Yeager M. Design of in vitro symmetric complexes and analysis by hybrid methods reveal mechanisms of HIV capsid assembly. J. Mol. Biol. 2011;410:534–552. doi: 10.1016/j.jmb.2011.04.073. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Nelson M.T., Humphrey W., Gursoy A., Dalke A., Kale L.V., Skeel R.D., Schulten K. NAMD: a parallel, object oriented molecular dynamics program. Int. J. Supercomput. Appl. High Perform. Comput. 1996;10:251–268. [Google Scholar]
- 5.Phillips J.C., Braun R., Wang W., Gumbart J., Tajkhorshid E., Villa E., Chipot C., Skeel R.D., Kale L., Schulten K. Scalable molecular dynamics with NAMD. J. Computat. Chem. 2005;26:1781–1802. doi: 10.1002/jcc.20289. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Zhao G., Perilla J.R., Yufenyuy E.L., Meng X., Chen B., Ning J., Ahn J., Gronenborn A.M., Schulten K., Aiken C., Zhang P. Mature HIV-1 capsid structure by cryo-electron microscopy and all-atom molecular dynamics. Nature. 2013;497:643–646. doi: 10.1038/nature12162. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Deshmukh L., Schwieters C.D., Grishaev A., Ghirlando R., Baber J.L., Clore G.M. Structure and dynamics of full-length HIV-1 capsid protein in solution. J. Am. Chem. Soc. 2013;135:16133–16147. doi: 10.1021/ja406246z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.MacKerell A.D., Jr., Bashford D., Bellott M., Dunbrack R.L., Evanseck J.D., Field M.J., Fischer S., Gao J., Guo H., Ha S., Joseph-McCarthy D., Kuchnir L., Kuczera K., Lau F.T.K., Mattos C., Michnick S., Ngo T., Nguyen D.T., Prodhom B., Reiher W.E., Roux B., Schlenkrich M., Smith J.C., Stote R., Straub J., Watanabe M., Wiorkiewicz-Kuczera J., Yin D., Karplus M. All-atom empirical potential for molecular modeling and dynamics studies of proteins. J. Phys. Chem. B. 1998;102:3586–3616. doi: 10.1021/jp973084f. [DOI] [PubMed] [Google Scholar]
- 9.MacKerell A.D., Jr., Feig M., Brooks C.L., 3rd Improved treatment of the protein backbone in empirical force fields. J. Am. Chem. Soc. 2004;126:698–699. doi: 10.1021/ja036959e. [DOI] [PubMed] [Google Scholar]
- 10.Best R.B., Zhu X., Shim J., Lopes P.E., Mittal J., Feig M., Mackerell A.D., Jr. Optimization of the additive CHARMM all-atom protein force field targeting improved sampling of the backbone phi, psi and side-chain chi(1) and chi(2) dihedral angles. J. Chem. Theory Comput. 2012;8:3257–3273. doi: 10.1021/ct300400x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Ryckaert J.-P., Ciccotti G., Berendsen H.J.C. Numerical integration of the cartesian equations of motion of a system with constraints: molecular dynamics of n-alkanes. J. Comput. Phys. 1977;23:327–341. [Google Scholar]
- 12.Darden T., York D., Pedersen L. Particle mesh Ewald—an N.Log(N) method for Ewald sums in large systems. J. Chem. Phys. 1993;98:10089–10092. [Google Scholar]
- 13.Humphrey W., Dalke A., Schulten K. VMD: visual molecular dynamics. J. Mol. Graph. Model. 1996;14:33–38. doi: 10.1016/0263-7855(96)00018-5. [DOI] [PubMed] [Google Scholar]
- 14.Roos W.H., Ivanovska I.L., Evilevitch A., Wuite G.J.L. Viral capsids: mechanical characteristics, genome packaging and delivery mechanisms. Cell. Mol. Life Sci. 2007;64:1484–1497. doi: 10.1007/s00018-007-6451-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
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