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Gou D, Huang K, Liu Y, Shi H, Wu Z. Molecular Dynamics Research of Spatial Orientation and Kinetic Energy of Active Site Collision of Carnosine under Weak Microwave Irradiation. J Phys Chem B 2022; 126:7686-7700. [PMID: 36134752 DOI: 10.1021/acs.jpcb.2c03930] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The molecular mechanism of the microwave nonthermal effect is still not clear. This work investigated the spatial orientation and kinetic energy of active site collision of carnosine, a natural bioactive dipeptide, under the weak microwave irradiation using the molecular dynamics simulation. Our results showed the influences of the temperature, microwave intensity, microwave frequency, and microwave polarization mode (linear polarization and circular polarization) on the spatial orientation and kinetic energy of active site collision of carnosine. First, under the constant intensity and frequency of linear polarization microwave irradiation, the increment of the collision probability between the 6N atom of carnosine and the 28H atom of the other carnosine at effective space angle decreases from 85.0% to 3.5% with increasing temperature. Second, with the increase of microwave intensity, the change of spatial orientation and kinetic energy becomes more and more significant. However, the change of circular polarization microwaves on the spatial orientation and kinetic energy of collision is weaker than that of linear polarization. Third, under the constant intensity of linear polarization microwave irradiation, the collision probability between the 6N atom and the 28H atom at effective space angle decreases from 70.2% to 14.7% with increasing frequency. Finally, under the microwave polarization, the spatial orientation and kinetic energy of molecular collision are changed, which is summarized as the microwave postpolarization effect (MWPPE). The dependence of MWPPE on temperature, microwave intensity, microwave frequency, and polarization mode is very complicated. In the end, this effect can provide a new insight into the molecular mechanism of the microwave nonthermal effect.
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Affiliation(s)
- Dezhi Gou
- College of Electronics and Information Engineering, Sichuan University, Chengdu 610065, China
| | - Kama Huang
- College of Electronics and Information Engineering, Sichuan University, Chengdu 610065, China
| | - Ying Liu
- College of Electronics and Information Engineering, Sichuan University, Chengdu 610065, China
| | - Hongxiao Shi
- College of Electronics and Information Engineering, Sichuan University, Chengdu 610065, China
| | - Zhiyan Wu
- College of Electronic and Electrical Engineering, Henan Normal University, Xinxiang, Henan 453007, China
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2
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Vlachas PR, Zavadlav J, Praprotnik M, Koumoutsakos P. Accelerated Simulations of Molecular Systems through Learning of Effective Dynamics. J Chem Theory Comput 2021; 18:538-549. [PMID: 34890204 DOI: 10.1021/acs.jctc.1c00809] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Simulations are vital for understanding and predicting the evolution of complex molecular systems. However, despite advances in algorithms and special purpose hardware, accessing the time scales necessary to capture the structural evolution of biomolecules remains a daunting task. In this work, we present a novel framework to advance simulation time scales by up to 3 orders of magnitude by learning the effective dynamics (LED) of molecular systems. LED augments the equation-free methodology by employing a probabilistic mapping between coarse and fine scales using mixture density network (MDN) autoencoders and evolves the non-Markovian latent dynamics using long short-term memory MDNs. We demonstrate the effectiveness of LED in the Müller-Brown potential, the Trp cage protein, and the alanine dipeptide. LED identifies explainable reduced-order representations, i.e., collective variables, and can generate, at any instant, all-atom molecular trajectories consistent with the collective variables. We believe that the proposed framework provides a dramatic increase to simulation capabilities and opens new horizons for the effective modeling of complex molecular systems.
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Affiliation(s)
- Pantelis R Vlachas
- Computational Science and Engineering Laboratory, ETH Zurich, CH-8092, Switzerland
| | - Julija Zavadlav
- Professorship of Multiscale Modeling of Fluid Materials, TUM School of Engineering and Design, Technical University of Munich, 85748 Garching bei München, Germany.,Munich Data Science Institute, Technical University of Munich, 85748 Munich, Germany
| | - Matej Praprotnik
- Laboratory for Molecular Modeling, National Institute of Chemistry, SI-1001 Ljubljana, Slovenia.,Department of Physics, Faculty of Mathematics and Physics, University of Ljubljana, SI-1000 Ljubljana, Slovenia
| | - Petros Koumoutsakos
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, United States
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3
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Rafi S, Yasmin S, Uddin R. A molecular dynamic simulation approach: development of dengue virus vaccine by affinity improvement techniques. J Biomol Struct Dyn 2020; 40:61-76. [PMID: 32865135 DOI: 10.1080/07391102.2020.1811771] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
This study is about proposing a vaccine for all four strains of dengue virus (DENV) that could be an important approach for reaching the WHO goal of reducing dengue morbidity and mortality. The significance of the DENV envelope proteins III lies in the fact that it elicits an immune response and hence can be a potential vaccine design candidate. This domain appears to play a key role in the host cell receptor binding for viral entry and in inducing long lasting protective immunity against the infection. We used long molecular dynamic simulation and mutagenesis scanning methods to provide the dynamic environment and propose the potential mutation that may result in enhancing the binding specificity and affinity of the antigen-antibody (Ag-Ab) complex. The binding free energetics were also estimated using free energy perturbation method. One charged mutation that is theorinine 93L to arginine interacting with epitopic glutamic acid 368 strongly contributing in increasing the binding affinity as well as specificity, predicted as -9.6 kcal/mol gain in 2H12-Fab with dengue envelope domain III binding free energy relative to the wild-type. In conclusion, the one charged residue that showed theoretically enhances the binding affinity of Ag-Ab complex by making couple of interactions i.e. by substituting theorinine to arginine in the antibody chains and can be considered as potential dengue vaccine candidate.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Sidra Rafi
- Dr. Panjwani Center for Molecular Medicine and Drug Research, International Center for Chemical and Biological Sciences, University of Karachi, Karachi, Pakistan.,Department of Biomedical and Biological Sciences, Sohail University, Karachi, Pakistan
| | - Sabina Yasmin
- School of Physics, University of Sydney, Sydney, NSW, Australia
| | - Reaz Uddin
- Dr. Panjwani Center for Molecular Medicine and Drug Research, International Center for Chemical and Biological Sciences, University of Karachi, Karachi, Pakistan
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Ishii Y, Yamamoto N, Matubayasi N, Zhang BW, Cui D, Levy RM. Spatially-Decomposed Free Energy of Solvation Based on the Endpoint Density-Functional Method. J Chem Theory Comput 2019; 15:2896-2912. [PMID: 30990682 DOI: 10.1021/acs.jctc.8b01309] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
A spatially resolved version of the density-functional method for solvation thermodynamics is presented by extending the free-energy functional previously established in the one-dimensional, energy representation and formulating a new expression in a mixed four-dimensional representation (three dimensions for position and one dimension for energy). The space was further divided into a set of discrete regions with respect to the relative position of a solvent molecule from the solute, and the spatially decomposed energetics of solvation were analyzed for small molecules with a methyl, amine, or hydroxyl group and alanine dipeptide in solvent water. It was observed that the density of the solvation free energy is weakly dependent on the solute site in the excluded-volume region and is distinctively favorable in the first shells of the solute atoms that can readily form hydrogen bonds with water. The solvent-reorganization term reduces faster with the separation from the solute than the direct interaction between the solute and solvent, and the latter governs the energetics in the second shell and outer regions. The sum of the contributions to the free energy from the excluded volume and first shell was found to deviate significantly from the total sum over all the regions, implying that the solvation free energy is not spatially localized near the solute in a quantitative sense. Still, a local description was shown to be valid as confirmed by the correlation of the total value of free energy with the corresponding value obtained by integrating the free-energy density to the second shell. The theoretical framework developed in the present work to spatially decompose the solvation free energy can thus be useful to identify stabilizing or destabilizing regions of solvent proximate to a solute and to analyze the role that the displacement of interfacial water plays in the thermodynamics of molecular association.
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Affiliation(s)
- Yoshiki Ishii
- Division of Chemical Engineering, Graduate School of Engineering Science , Osaka University , Toyonaka , Osaka 560-8531 , Japan
| | - Naoki Yamamoto
- Division of Chemical Engineering, Graduate School of Engineering Science , Osaka University , Toyonaka , Osaka 560-8531 , Japan
| | - Nobuyuki Matubayasi
- Division of Chemical Engineering, Graduate School of Engineering Science , Osaka University , Toyonaka , Osaka 560-8531 , Japan.,Elements Strategy Initiative for Catalysts and Batteries , Kyoto University , Katsura , Kyoto 615-8520 , Japan
| | - Bin W Zhang
- Center for Biophysics and Computational Biology, Department of Chemistry, and Institute for Computational Molecular Science , Temple University , Philadelphia , Pennsylvania 19122 , United States
| | - Di Cui
- Center for Biophysics and Computational Biology, Department of Chemistry, and Institute for Computational Molecular Science , Temple University , Philadelphia , Pennsylvania 19122 , United States
| | - Ronald M Levy
- Center for Biophysics and Computational Biology, Department of Chemistry, and Institute for Computational Molecular Science , Temple University , Philadelphia , Pennsylvania 19122 , United States
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5
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Ciccotti G, Delle Site L. The physics of open systems for the simulation of complex molecular environments in soft matter. SOFT MATTER 2019; 15:2114-2124. [PMID: 30761396 DOI: 10.1039/c8sm02523a] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Molecular dynamics (MD) has become one of the most powerful tools of investigation in soft matter. Despite such success, simulations of large molecular environments are mostly run using the approximation of closed systems without the possibility of exchange of matter. Due to the molecular complexity of soft matter systems, an optimal simulation strategy would require the application of concurrent multiscale resolution approaches such that each part of a large system can be considered as an open subsystem at a high resolution embedded in a large coarser reservoir of energy and particles. This paper discusses the current capability and the future perspectives of multiscale adaptive resolution MD methods to satisfy the conceptual principles of open systems and to perform simulations of complex molecular environments in soft matter.
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Affiliation(s)
- Giovanni Ciccotti
- Instituto per le Applicazioni del Calcolo, Consiglio Nazionale delle Ricerche, and Universita' La Sapienza, Rome, Italy.
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6
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Reuter B, Weber M, Fackeldey K, Röblitz S, Garcia ME. Generalized Markov State Modeling Method for Nonequilibrium Biomolecular Dynamics: Exemplified on Amyloid β Conformational Dynamics Driven by an Oscillating Electric Field. J Chem Theory Comput 2018; 14:3579-3594. [DOI: 10.1021/acs.jctc.8b00079] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Affiliation(s)
- Bernhard Reuter
- University of Kassel, Institute of Physics, Theoretical Physics II, Heinrich-Plett-Str. 40, 34132 Kassel, Germany
- Zuse Institute Berlin (ZIB), Takustraße 7, 14195 Berlin, Germany
| | - Marcus Weber
- Zuse Institute Berlin (ZIB), Takustraße 7, 14195 Berlin, Germany
| | - Konstantin Fackeldey
- Zuse Institute Berlin (ZIB), Takustraße 7, 14195 Berlin, Germany
- Institute of Mathematics, Technical University Berlin, Straße des 17. Juni 136, 10623 Berlin, Germany
| | - Susanna Röblitz
- Zuse Institute Berlin (ZIB), Takustraße 7, 14195 Berlin, Germany
| | - Martin E. Garcia
- University of Kassel, Institute of Physics, Theoretical Physics II, Heinrich-Plett-Str. 40, 34132 Kassel, Germany
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7
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Koltai P, Ciccotti G, Schütte C. On metastability and Markov state models for non-stationary molecular dynamics. J Chem Phys 2016; 145:174103. [DOI: 10.1063/1.4966157] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
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8
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Gao X, Fang J, Wang H. Sampling the isothermal-isobaric ensemble by Langevin dynamics. J Chem Phys 2016; 144:124113. [DOI: 10.1063/1.4944909] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
Affiliation(s)
- Xingyu Gao
- Laboratory of Computational Physics, Huayuan Road 6, Beijing 100088, People’s Republic of China
- Institute of Applied Physics and Computational Mathematics, Fenghao East Road 2, Beijing 100094, People’s Republic of China
- CAEP Software Center for High Performance Numerical Simulation, Huayuan Road 6, Beijing 100088, People’s Republic of China
| | - Jun Fang
- Institute of Applied Physics and Computational Mathematics, Fenghao East Road 2, Beijing 100094, People’s Republic of China
- CAEP Software Center for High Performance Numerical Simulation, Huayuan Road 6, Beijing 100088, People’s Republic of China
| | - Han Wang
- Institute of Applied Physics and Computational Mathematics, Fenghao East Road 2, Beijing 100094, People’s Republic of China
- CAEP Software Center for High Performance Numerical Simulation, Huayuan Road 6, Beijing 100088, People’s Republic of China
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9
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Delle Site L. Formulation of Liouville's theorem for grand ensemble molecular simulations. Phys Rev E 2016; 93:022130. [PMID: 26986311 DOI: 10.1103/physreve.93.022130] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2015] [Indexed: 12/24/2022]
Abstract
Liouville's theorem in a grand ensemble, that is for situations where a system is in equilibrium with a reservoir of energy and particles, is a subject that, to our knowledge, has not been explicitly treated in literature related to molecular simulation. Instead, Liouville's theorem, a central concept for the correct employment of molecular simulation techniques, is implicitly considered only within the framework of systems where the total number of particles is fixed. However, the pressing demand of applied science in treating open systems leads to the question of the existence and possible exact formulation of Liouville's theorem when the number of particles changes during the dynamical evolution of the system. The intention of this paper is to stimulate a debate about this crucial issue for molecular simulation.
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Agarwal A, Delle Site L. Path integral molecular dynamics within the grand canonical-like adaptive resolution technique: Simulation of liquid water. J Chem Phys 2015; 143:094102. [DOI: 10.1063/1.4929738] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Animesh Agarwal
- Institute for Mathematics, Freie Universität Berlin, Berlin, Germany
| | - Luigi Delle Site
- Institute for Mathematics, Freie Universität Berlin, Berlin, Germany
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11
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Wang H, Schütte C. Building Markov State Models for Periodically Driven Non-Equilibrium Systems. J Chem Theory Comput 2015; 11:1819-31. [DOI: 10.1021/ct500997y] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Affiliation(s)
- Han Wang
- CAEP Software Center for High Performance Numerical Simulation, Beijing, China
- Zuse Institute Berlin (ZIB), Berlin, Germany
| | - Christof Schütte
- Zuse Institute Berlin (ZIB), Berlin, Germany
- Institute
for Mathematics, Freie Universität Berlin, Berlin, Germany
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