Using a Coarse-Grained Modeling Framework to Identify Oligomeric Motifs with Tunable Secondary Structure
Abstract
Coarse-grained modeling can be used to explore general theories that are independent of specific chemical detail. In this paper, we present cg_openmm, a Python-based simulation framework for modeling coarse-grained hetero-oligomers and screening them for structural and thermodynamic characteristics of cooperative secondary structures. cg_openmm facilitates the building of coarse-grained topology and random starting configurations, setup of GPU-accelerated replica exchange molecular dynamics simulations with the OpenMM software package, and features a suite of postprocessing thermodynamic and structural analysis tools. In particular, native contact analysis, heat capacity calculations, and free energy of folding calculations are used to identify and characterize cooperative folding transitions and stable secondary structures. In this work, we demonstrate the capabilities of cg_openmm on a simple 1–1 Lennard-Jones coarse-grained model, in which each residue contains 1 backbone and 1 side-chain bead. By scanning both nonbonded and bonded force-field parameter spaces at the coarse-grained level, we identify and characterize sets of parameters which result in the formation of stable helices through cooperative folding transitions. Furthermore, we show that the geometries and stabilities of these helices can be tuned by manipulating the force-field parameters.
- Authors:
-
- Univ. of Colorado, Boulder, CO (United States)
- Publication Date:
- Research Org.:
- Univ. of Colorado, Boulder, CO (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Basic Energy Sciences (BES)
- OSTI Identifier:
- 1899344
- Alternate Identifier(s):
- OSTI ID: 1839292
- Grant/Contract Number:
- SC0018651
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of Chemical Theory and Computation
- Additional Journal Information:
- Journal Volume: 17; Journal Issue: 10; Related Information: https://github.com/shirtsgroup/cg_openmm; Journal ID: ISSN 1549-9618
- Publisher:
- American Chemical Society
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 36 MATERIALS SCIENCE; switchable; foldamers; thermodynamics; cooperativity; folding; mathematical methods; stability; heat capacity
Citation Formats
Walker, Christopher C., Meek, Garrett A., Fobe, Theodore L., and Shirts, Michael R. Using a Coarse-Grained Modeling Framework to Identify Oligomeric Motifs with Tunable Secondary Structure. United States: N. p., 2021.
Web. doi:10.1021/acs.jctc.1c00528.
Walker, Christopher C., Meek, Garrett A., Fobe, Theodore L., & Shirts, Michael R. Using a Coarse-Grained Modeling Framework to Identify Oligomeric Motifs with Tunable Secondary Structure. United States. https://doi.org/10.1021/acs.jctc.1c00528
Walker, Christopher C., Meek, Garrett A., Fobe, Theodore L., and Shirts, Michael R. Wed .
"Using a Coarse-Grained Modeling Framework to Identify Oligomeric Motifs with Tunable Secondary Structure". United States. https://doi.org/10.1021/acs.jctc.1c00528. https://www.osti.gov/servlets/purl/1899344.
@article{osti_1899344,
title = {Using a Coarse-Grained Modeling Framework to Identify Oligomeric Motifs with Tunable Secondary Structure},
author = {Walker, Christopher C. and Meek, Garrett A. and Fobe, Theodore L. and Shirts, Michael R.},
abstractNote = {Coarse-grained modeling can be used to explore general theories that are independent of specific chemical detail. In this paper, we present cg_openmm, a Python-based simulation framework for modeling coarse-grained hetero-oligomers and screening them for structural and thermodynamic characteristics of cooperative secondary structures. cg_openmm facilitates the building of coarse-grained topology and random starting configurations, setup of GPU-accelerated replica exchange molecular dynamics simulations with the OpenMM software package, and features a suite of postprocessing thermodynamic and structural analysis tools. In particular, native contact analysis, heat capacity calculations, and free energy of folding calculations are used to identify and characterize cooperative folding transitions and stable secondary structures. In this work, we demonstrate the capabilities of cg_openmm on a simple 1–1 Lennard-Jones coarse-grained model, in which each residue contains 1 backbone and 1 side-chain bead. By scanning both nonbonded and bonded force-field parameter spaces at the coarse-grained level, we identify and characterize sets of parameters which result in the formation of stable helices through cooperative folding transitions. Furthermore, we show that the geometries and stabilities of these helices can be tuned by manipulating the force-field parameters.},
doi = {10.1021/acs.jctc.1c00528},
journal = {Journal of Chemical Theory and Computation},
number = 10,
volume = 17,
place = {United States},
year = {Wed Sep 08 00:00:00 EDT 2021},
month = {Wed Sep 08 00:00:00 EDT 2021}
}
Works referenced in this record:
Therapeutic Potential of Foldamers: From Chemical Biology Tools To Drug Candidates?
journal, July 2016
- Gopalakrishnan, Ranganath; Frolov, Andrey I.; Knerr, Laurent
- Journal of Medicinal Chemistry, Vol. 59, Issue 21
De novo design and in vivo activity of conformationally restrained antimicrobial arylamide foldamers
journal, April 2009
- Choi, Sungwook; Isaacs, Andre; Clements, Dylan
- Proceedings of the National Academy of Sciences, Vol. 106, Issue 17
De Novo Design of Antimicrobial Polymers, Foldamers, and Small Molecules: From Discovery to Practical Applications
journal, January 2010
- Tew, Gregory N.; Scott, Richard W.; Klein, Michael L.
- Accounts of Chemical Research, Vol. 43, Issue 1
A Rationally Designed Aldolase Foldamer
journal, January 2009
- Müller, Manuel M.; Windsor, Matthew A.; Pomerantz, William C.
- Angewandte Chemie International Edition, Vol. 48, Issue 5
Folded biomimetic oligomers for enantioselective catalysis
journal, August 2009
- Maayan, G.; Ward, M. D.; Kirshenbaum, K.
- Proceedings of the National Academy of Sciences, Vol. 106, Issue 33
Foldamer-Based Molecular Recognition
journal, March 2000
- Prince, Ryan B.; Barnes, Stephanie A.; Moore, Jeffrey S.
- Journal of the American Chemical Society, Vol. 122, Issue 12
Biomimetic Nanostructures: Creating a High-Affinity Zinc-Binding Site in a Folded Nonbiological Polymer
journal, July 2008
- Lee, Byoung-Chul; Chu, Tammy K.; Dill, Ken A.
- Journal of the American Chemical Society, Vol. 130, Issue 27
Free-floating ultrathin two-dimensional crystals from sequence-specific peptoid polymers
journal, April 2010
- Nam, Ki Tae; Shelby, Sarah A.; Choi, Philip H.
- Nature Materials, Vol. 9, Issue 5
Foldamers: A Manifesto
journal, April 1998
- Gellman, Samuel H.
- Accounts of Chemical Research, Vol. 31, Issue 4
A Field Guide to Foldamers
journal, December 2001
- Hill, David J.; Mio, Matthew J.; Prince, Ryan B.
- Chemical Reviews, Vol. 101, Issue 12
Aromatic Oligoamide Foldamers
journal, January 2004
- Huc, Ivan
- European Journal of Organic Chemistry, Vol. 2004, Issue 1
Beyond de novo protein design — de novo design of non-natural folded oligomers
journal, August 2004
- Cheng, Richard P.
- Current Opinion in Structural Biology, Vol. 14, Issue 4
Foldamers as versatile frameworks for the design and evolution of function
journal, April 2007
- Goodman, Catherine M.; Choi, Sungwook; Shandler, Scott
- Nature Chemical Biology, Vol. 3, Issue 5
Foldamers with Heterogeneous Backbones
journal, October 2008
- Horne, W. Seth; Gellman, Samuel H.
- Accounts of Chemical Research, Vol. 41, Issue 10
Recent advances in the development of aryl-based foldamers
journal, January 2009
- Saraogi, Ishu; Hamilton, Andrew D.
- Chemical Society Reviews, Vol. 38, Issue 6
α/β-Peptide foldamers: state of the art
journal, April 2011
- Pilsl, Ludwig K. A.; Reiser, Oliver
- Amino Acids, Vol. 41, Issue 3
Synthetic foldamers
journal, January 2011
- Guichard, Gilles; Huc, Ivan
- Chemical Communications, Vol. 47, Issue 21
Aromatic Amide Foldamers: Structures, Properties, and Functions
journal, June 2012
- Zhang, Dan-Wei; Zhao, Xin; Hou, Jun-Li
- Chemical Reviews, Vol. 112, Issue 10
Peptidic foldamers: ramping up diversity
journal, January 2012
- Martinek, Tamás A.; Fülöp, Ferenc
- Chem. Soc. Rev., Vol. 41, Issue 2
Enhanced sampling techniques in molecular dynamics simulations of biological systems
journal, May 2015
- Bernardi, Rafael C.; Melo, Marcelo C. R.; Schulten, Klaus
- Biochimica et Biophysica Acta (BBA) - General Subjects, Vol. 1850, Issue 5
Advances in enhanced sampling molecular dynamics simulations for biomolecules
journal, June 2019
- Wang, An-hui; Zhang, Zhi-chao; Li, Guo-hui
- Chinese Journal of Chemical Physics, Vol. 32, Issue 3
Statistically optimal analysis of samples from multiple equilibrium states
journal, September 2008
- Shirts, Michael R.; Chodera, John D.
- The Journal of Chemical Physics, Vol. 129, Issue 12
Rapid Computation of Thermodynamic Properties over Multidimensional Nonbonded Parameter Spaces Using Adaptive Multistate Reweighting
journal, February 2016
- Naden, Levi N.; Shirts, Michael R.
- Journal of Chemical Theory and Computation, Vol. 12, Issue 4
Protein storytelling through physics
journal, November 2020
- Brini, Emiliano; Simmerling, Carlos; Dill, Ken
- Science, Vol. 370, Issue 6520
The Rosetta All-Atom Energy Function for Macromolecular Modeling and Design
journal, May 2017
- Alford, Rebecca F.; Leaver-Fay, Andrew; Jeliazkov, Jeliazko R.
- Journal of Chemical Theory and Computation, Vol. 13, Issue 6
Deep learning methods in protein structure prediction
journal, January 2020
- Torrisi, Mirko; Pollastri, Gianluca; Le, Quan
- Computational and Structural Biotechnology Journal, Vol. 18
New developments in force fields for biomolecular simulations
journal, April 2018
- Nerenberg, Paul S.; Head-Gordon, Teresa
- Current Opinion in Structural Biology, Vol. 49
Minimalist models for proteins: a comparative analysis
journal, August 2010
- Tozzini, Valentina
- Quarterly Reviews of Biophysics, Vol. 43, Issue 3
Coarse-Grained Protein Models and Their Applications
journal, June 2016
- Kmiecik, Sebastian; Gront, Dominik; Kolinski, Michal
- Chemical Reviews, Vol. 116, Issue 14
Insights from Coarse-Grained Gō Models for Protein Folding and Dynamics
journal, March 2009
- Hills, Ronald; Brooks, Charles
- International Journal of Molecular Sciences, Vol. 10, Issue 3
Deriving effective mesoscale potentials from atomistic simulations: Mesoscale Potentials from Atomistic Simulations
journal, August 2003
- Reith, Dirk; Pütz, Mathias; Müller-Plathe, Florian
- Journal of Computational Chemistry, Vol. 24, Issue 13
A Multiscale Coarse-Graining Method for Biomolecular Systems
journal, February 2005
- Izvekov, Sergei; Voth, Gregory A.
- The Journal of Physical Chemistry B, Vol. 109, Issue 7
Ensemble learning of coarse-grained molecular dynamics force fields with a kernel approach
journal, May 2020
- Wang, Jiang; Chmiela, Stefan; Müller, Klaus-Robert
- The Journal of Chemical Physics, Vol. 152, Issue 19
Computer simulation of protein folding
journal, February 1975
- Levitt, Michael; Warshel, Arieh
- Nature, Vol. 253, Issue 5494
Principles of protein folding - A perspective from simple exact models
journal, April 1995
- Dill, Ken A.; Bromberg, Sarina; Yue, Kaizhi
- Protein Science, Vol. 4, Issue 4
Protein Folding Thermodynamics and Dynamics: Where Physics, Chemistry, and Biology Meet
journal, May 2006
- Shakhnovich, Eugene
- Chemical Reviews, Vol. 106, Issue 5
Mapping All-Atom Models onto One-Bead Coarse-Grained Models: General Properties and Applications to a Minimal Polypeptide Model
journal, April 2006
- Tozzini, Valentina; Rocchia, Walter; McCammon, J. Andrew
- Journal of Chemical Theory and Computation, Vol. 2, Issue 3
Coarse-Grained Peptide Modeling Using a Systematic Multiscale Approach
journal, June 2007
- Zhou, Jian; Thorpe, Ian F.; Izvekov, Sergey
- Biophysical Journal, Vol. 92, Issue 12
OpenMM 7: Rapid development of high performance algorithms for molecular dynamics
journal, July 2017
- Eastman, Peter; Swails, Jason; Chodera, John D.
- PLOS Computational Biology, Vol. 13, Issue 7
Replica-exchange molecular dynamics method for protein folding
journal, November 1999
- Sugita, Yuji; Okamoto, Yuko
- Chemical Physics Letters, Vol. 314, Issue 1-2
Convergence and sampling efficiency in replica exchange simulations of peptide folding in explicit solvent
journal, January 2007
- Periole, Xavier; Mark, Alan E.
- The Journal of Chemical Physics, Vol. 126, Issue 1
Foldamer Architectures of Triazine-Based Sequence-Defined Polymers Investigated with Molecular Dynamics Simulations and Enhanced Sampling Methods
journal, October 2019
- Ahn, Surl-Hee; Grate, Jay W.
- The Journal of Physical Chemistry B, Vol. 123, Issue 44
Ensuring Mixing Efficiency of Replica-Exchange Molecular Dynamics Simulations
journal, May 2008
- Abraham, Mark J.; Gready, Jill E.
- Journal of Chemical Theory and Computation, Vol. 4, Issue 7
Exchange frequency in replica exchange molecular dynamics
journal, January 2008
- Sindhikara, Daniel; Meng, Yilin; Roitberg, Adrian E.
- The Journal of Chemical Physics, Vol. 128, Issue 2
On the acceptance probability of replica-exchange Monte Carlo trials
journal, October 2002
- Kofke, David A.
- The Journal of Chemical Physics, Vol. 117, Issue 15
Optimal allocation of replicas in parallel tempering simulations
journal, January 2005
- Rathore, Nitin; Chopra, Manan; de Pablo, Juan J.
- The Journal of Chemical Physics, Vol. 122, Issue 2
A constant entropy increase model for the selection of parallel tempering ensembles
journal, May 2008
- Sabo, Dubravko; Meuwly, Markus; Freeman, David L.
- The Journal of Chemical Physics, Vol. 128, Issue 17
Optimized parallel tempering simulations of proteins
journal, May 2006
- Trebst, Simon; Troyer, Matthias; Hansmann, Ulrich H. E.
- The Journal of Chemical Physics, Vol. 124, Issue 17
On the Efficiency of Exchange in Parallel Tempering Monte Carlo Simulations
journal, February 2005
- Predescu, Cristian; Predescu, Mihaela; Ciobanu, Cristian V.
- The Journal of Physical Chemistry B, Vol. 109, Issue 9
Replica exchange and expanded ensemble simulations as Gibbs sampling: Simple improvements for enhanced mixing
journal, November 2011
- Chodera, John D.; Shirts, Michael R.
- The Journal of Chemical Physics, Vol. 135, Issue 19
Accelerating molecular dynamic simulation on graphics processing units
journal, April 2009
- Friedrichs, Mark S.; Eastman, Peter; Vaidyanathan, Vishal
- Journal of Computational Chemistry, Vol. 30, Issue 6
Efficient nonbonded interactions for molecular dynamics on a graphics processing unit
journal, January 2009
- Eastman, Peter; Pande, Vijay S.
- Journal of Computational Chemistry
SciPy 1.0: fundamental algorithms for scientific computing in Python
journal, February 2020
- Virtanen, Pauli; Gommers, Ralf; Oliphant, Travis E.
- Nature Methods
Simple Quantitative Tests to Validate Sampling from Thermodynamic Ensembles
journal, December 2012
- Shirts, Michael R.
- Journal of Chemical Theory and Computation, Vol. 9, Issue 2
Testing for physical validity in molecular simulations
journal, September 2018
- Merz, Pascal T.; Shirts, Michael R.
- PLOS ONE, Vol. 13, Issue 9
An Introduction to the Bootstrap
book, January 1993
- Efron, Bradley; Tibshirani, Robert J.
- Chapman and Hall/CRC
Clustering algorithms to analyze molecular dynamics simulation trajectories for complex chemical and biological systems
journal, August 2018
- Peng, Jun-hui; Wang, Wei; Yu, Ye-qing
- Chinese Journal of Chemical Physics, Vol. 31, Issue 4
MDTraj: A Modern Open Library for the Analysis of Molecular Dynamics Trajectories
journal, October 2015
- McGibbon, Robert T.; Beauchamp, Kyle A.; Harrigan, Matthew P.
- Biophysical Journal, Vol. 109, Issue 8
DBSCAN Revisited, Revisited: Why and How You Should (Still) Use DBSCAN
journal, August 2017
- Schubert, Erich; Sander, Jörg; Ester, Martin
- ACM Transactions on Database Systems, Vol. 42, Issue 3
Identifying ligand binding sites and poses using GPU-accelerated Hamiltonian replica exchange molecular dynamics
journal, December 2013
- Wang, Kai; Chodera, John D.; Yang, Yanzhi
- Journal of Computer-Aided Molecular Design, Vol. 27, Issue 12
Simple data and workflow management with the signac framework
journal, April 2018
- Adorf, Carl S.; Dodd, Paul M.; Ramasubramani, Vyas
- Computational Materials Science, Vol. 146
Going Backward: A Flexible Geometric Approach to Reverse Transformation from Coarse Grained to Atomistic Models
journal, January 2014
- Wassenaar, Tsjerk A.; Pluhackova, Kristyna; Böckmann, Rainer A.
- Journal of Chemical Theory and Computation, Vol. 10, Issue 2
Backmapping from Multiresolution Coarse-Grained Models to Atomic Structures of Large Biomolecules by Restrained Molecular Dynamics Simulations Using Bayesian Inference
journal, March 2019
- Peng, Junhui; Yuan, Chuang; Ma, Rongsheng
- Journal of Chemical Theory and Computation, Vol. 15, Issue 5