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Guo W, Alarcon E, Sanchez JE, Xiao C, Li L. Modeling Viral Capsid Assembly: A Review of Computational Strategies and Applications. Cells 2024; 13:2088. [PMID: 39768179 PMCID: PMC11674207 DOI: 10.3390/cells13242088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2024] [Revised: 12/14/2024] [Accepted: 12/16/2024] [Indexed: 01/11/2025] Open
Abstract
Viral capsid assembly is a complex and critical process, essential for understanding viral behavior, evolution, and the development of antiviral treatments, vaccines, and nanotechnology. Significant progress in studying viral capsid assembly has been achieved through various computational approaches, including molecular dynamics (MD) simulations, stochastic dynamics simulations, coarse-grained (CG) models, electrostatic analyses, lattice models, hybrid techniques, machine learning methods, and kinetic models. Each of these techniques offers unique advantages, and by integrating these diverse computational strategies, researchers can more accurately model the dynamic behaviors and structural features of viral capsids, deepening our understanding of the assembly process. This review provides a comprehensive overview of studies on viral capsid assembly, emphasizing their critical role in advancing our knowledge. It examines the contributions, strengths, and limitations of different computational methods, presents key computational works in the field, and analyzes milestone studies that have shaped current research.
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Affiliation(s)
- Wenhan Guo
- Department of Physics, University of Texas at El Paso, El Paso, TX 79968, USA;
| | - Esther Alarcon
- Department of Chemistry and Biochemistry, University of Texas at El Paso, El Paso, TX 79968, USA;
| | - Jason E. Sanchez
- Department of Computational Science, University of Texas at El Paso, El Paso, TX 79968, USA;
| | - Chuan Xiao
- Department of Chemistry and Biochemistry, University of Texas at El Paso, El Paso, TX 79968, USA;
- Department of Computational Science, University of Texas at El Paso, El Paso, TX 79968, USA;
| | - Lin Li
- Department of Physics, University of Texas at El Paso, El Paso, TX 79968, USA;
- Department of Computational Science, University of Texas at El Paso, El Paso, TX 79968, USA;
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2
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Luque A, Reguera D. Theoretical Studies on Assembly, Physical Stability, and Dynamics of Viruses. Subcell Biochem 2024; 105:693-741. [PMID: 39738961 DOI: 10.1007/978-3-031-65187-8_19] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2025]
Abstract
All matter must obey the general laws of physics and living matter is not an exception. Viruses have not only learnt how to cope with them but have managed to use them for their own survival. In this chapter, we will review some of the exciting physics that are behind viruses and discuss simple physical models that can shed some light on different aspects of the viral life cycle and viral properties. In particular, we will focus on how the structure and shape of the viral capsid, its assembly and stability, and the entry and exit of viral particles and their genomes can be explained using fundamental physics theories.
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Affiliation(s)
- Antoni Luque
- Department of Biology, University of Miami, Coral Gables, FL, USA
| | - David Reguera
- Department of Physics of the Condensed Matter, Universitat de Barcelona, Barcelona, Spain.
- Universitat de Barcelona Institute of Complex Systems (UBICS), Barcelona, Spain.
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3
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Jana AK, Sharawy M, May ER. Non-equilibrium virus particle dynamics: Microsecond MD simulations of the complete Flock House virus capsid under different conditions. J Struct Biol 2023; 215:107964. [PMID: 37105277 PMCID: PMC10205670 DOI: 10.1016/j.jsb.2023.107964] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 03/22/2023] [Accepted: 04/14/2023] [Indexed: 04/29/2023]
Abstract
Flock House virus (FHV) is an animal virus and considered a model system for non-enveloped viruses. It has a small, icosahedral capsid (T=3) and a bipartite positive-sense RNA genome. We present an extensive study of the FHV capsid dynamics from all-atom molecular dynamics simulations of the complete capsid. The simulations explore different biologically relevant conditions (neutral/low pH, with/without RNA in the capsid) using the CHARMM force field. The results show that low pH destabilizes the capsid, causing radial expansion, and RNA stabilizes the capsid. The finding of low pH destabilization is biologically relevant because the capsid is exposed to low pH in the endosome, where conformational changes occur leading to genome release. We also observe structural changes at the fivefold and twofold symmetry axes that likely relate to the externalization of membrane active γ peptides through the fivefold vertex and extrusion of RNA at the twofold axis. Simulations using the Amber force field at neutral pH are also performed and display similar characteristics to the CHARMM simulations.
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Affiliation(s)
- Asis K Jana
- DepartmentofMolecularandCellBiology, UniversityofConnecticut, Storrs, CT06269-3125, USA; Department of Microbiology and Biotechnology, Sister Nivedita University, New Town, West Bengal 700156, India
| | - Mahmoud Sharawy
- DepartmentofMolecularandCellBiology, UniversityofConnecticut, Storrs, CT06269-3125, USA
| | - Eric R May
- DepartmentofMolecularandCellBiology, UniversityofConnecticut, Storrs, CT06269-3125, USA.
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4
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Laguna-Castro M, Rodríguez-Moreno A, Llorente E, Lázaro E. The balance between fitness advantages and costs drives adaptation of bacteriophage Qβ to changes in host density at different temperatures. Front Microbiol 2023; 14:1197085. [PMID: 37303783 PMCID: PMC10248866 DOI: 10.3389/fmicb.2023.1197085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 05/12/2023] [Indexed: 06/13/2023] Open
Abstract
Introduction Host density is one of the main factors affecting the infective capacity of viruses. When host density is low, it is more difficult for the virus to find a susceptible cell, which increases its probability of being damaged by the physicochemical agents of the environment. Nevertheless, viruses can adapt to variations in host density through different strategies that depend on the particular characteristics of the life cycle of each virus. In a previous work, using the bacteriophage Qβ as an experimental model, we found that when bacterial density was lower than optimal the virus increased its capacity to penetrate into the bacteria through a mutation in the minor capsid protein (A1) that is not described to interact with the cell receptor. Results Here we show that the adaptive pathway followed by Qβ in the face of similar variations in host density depends on environmental temperature. When the value for this parameter is lower than optimal (30°C), the mutation selected is the same as at the optimal temperature (37°C). However, when temperature increases to 43°C, the mutation selected is located in a different protein (A2), which is involved both in the interaction with the cell receptor and in the process of viral progeny release. The new mutation increases the entry of the phage into the bacteria at the three temperatures assayed. However, it also considerably increases the latent period at 30 and 37°C, which is probably the reason why it is not selected at these temperatures. Conclusion The conclusion is that the adaptive strategies followed by bacteriophage Qβ, and probably other viruses, in the face of variations in host density depend not only on their advantages at this selective pressure, but also on the fitness costs that particular mutations may present in function of the rest of environmental parameters that influence viral replication and stability.
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Lipska AG, Sieradzan AK, Czaplewski C, Lipińska AD, Ocetkiewicz KM, Proficz J, Czarnul P, Krawczyk H, Liwo A. Long-time scale simulations of virus-like particles from three human-norovirus strains. J Comput Chem 2023; 44:1470-1483. [PMID: 36799410 DOI: 10.1002/jcc.27087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Revised: 12/22/2022] [Accepted: 01/29/2023] [Indexed: 02/18/2023]
Abstract
The dynamics of the virus like particles (VLPs) corresponding to the GII.4 Houston, GII.2 SMV, and GI.1 Norwalk strains of human noroviruses (HuNoV) that cause gastroenteritis was investigated by means of long-time (about 30 μs in the laboratory timescale) molecular dynamics simulations with the coarse-grained UNRES force field. The main motion of VLP units turned out to be the bending at the junction between the P1 subdomain (that sits in the VLP shell) and the P2 subdomain (that protrudes outside) of the major VP1 protein, this resulting in a correlated wagging motion of the P2 subdomains with respect to the VLP surface. The fluctuations of the P2 subdomain were found to be more pronounced and the P2 domain made a greater angle with the normal to the VLP surface for the GII.2 strain, which could explain the inability of this strain to bind the histo-blood group antigens (HBGAs).
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Affiliation(s)
- Agnieszka G Lipska
- Centre of Informatics Tri-city Academic Supercomputer and Network (CI TASK), Gdańsk University of Technology, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland
| | - Adam K Sieradzan
- Centre of Informatics Tri-city Academic Supercomputer and Network (CI TASK), Gdańsk University of Technology, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland.,Faculty of Chemistry, University of Gdańsk, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland
| | - Cezary Czaplewski
- Centre of Informatics Tri-city Academic Supercomputer and Network (CI TASK), Gdańsk University of Technology, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland.,Faculty of Chemistry, University of Gdańsk, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland
| | - Andrea D Lipińska
- Laboratory of Virus Molecular Biology, Intercollegiate Faculty of Biotechnology, University of Gdańsk and Medical University of Gdańsk, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland
| | - Krzysztof M Ocetkiewicz
- Centre of Informatics Tri-city Academic Supercomputer and Network (CI TASK), Gdańsk University of Technology, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland
| | - Jerzy Proficz
- Centre of Informatics Tri-city Academic Supercomputer and Network (CI TASK), Gdańsk University of Technology, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland
| | - Paweł Czarnul
- Faculty of Electronics, Telecommunications and Informatics, Gdańsk University of Technology, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland
| | - Henryk Krawczyk
- Centre of Informatics Tri-city Academic Supercomputer and Network (CI TASK), Gdańsk University of Technology, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland.,Faculty of Electronics, Telecommunications and Informatics, Gdańsk University of Technology, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland
| | - Adam Liwo
- Centre of Informatics Tri-city Academic Supercomputer and Network (CI TASK), Gdańsk University of Technology, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland.,Faculty of Chemistry, University of Gdańsk, Fahrenheit Union of Universities in Gdańsk, Gdańsk, Poland
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6
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Rogers B, Lehr A, Velázquez‐Salazar JJ, Whetten R, Mendoza‐Cruz R, Bazan‐Diaz L, Bahena‐Uribe D, José Yacaman M. Decahedra and Icosahedra Everywhere: The Anomalous Crystallization of Au and Other Metals at the Nanoscale. CRYSTAL RESEARCH AND TECHNOLOGY 2023. [DOI: 10.1002/crat.202200259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
Affiliation(s)
- Blake Rogers
- Applied Physics and Materials Science Department Northern Arizona University Flagstaff AZ 86011 USA
| | - Alexander Lehr
- Applied Physics and Materials Science Department Northern Arizona University Flagstaff AZ 86011 USA
| | | | - Robert Whetten
- Applied Physics and Materials Science Department Northern Arizona University Flagstaff AZ 86011 USA
- Center for Materials Interfaces in Research and Applications (¡MIRA!) Northern Arizona University Flagstaff AZ 86011 USA
| | - Ruben Mendoza‐Cruz
- Instituto de Investigaciones en Materiales Universidad Nacional Autónoma de México, Circuito Exterior, Ciudad Universitaria México City 04510 México
| | - Lourdes Bazan‐Diaz
- Instituto de Investigaciones en Materiales Universidad Nacional Autónoma de México, Circuito Exterior, Ciudad Universitaria México City 04510 México
| | - Daniel Bahena‐Uribe
- Laboratorio de Microscopia Electrónica Cinvestav–IPN México City 07360 México
| | - Miguel José Yacaman
- Applied Physics and Materials Science Department Northern Arizona University Flagstaff AZ 86011 USA
- Center for Materials Interfaces in Research and Applications (¡MIRA!) Northern Arizona University Flagstaff AZ 86011 USA
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Brodmerkel MN, De Santis E, Uetrecht C, Caleman C, Marklund EG. Stability and conformational memory of electrosprayed and rehydrated bacteriophage MS2 virus coat proteins. Curr Res Struct Biol 2022; 4:338-348. [PMID: 36440379 PMCID: PMC9685359 DOI: 10.1016/j.crstbi.2022.10.001] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 09/23/2022] [Accepted: 10/13/2022] [Indexed: 11/06/2022] Open
Abstract
Proteins are innately dynamic, which is important for their functions, but which also poses significant challenges when studying their structures. Gas-phase techniques can utilise separation and a range of sample manipulations to transcend some of the limitations of conventional techniques for structural biology in crystalline or solution phase, and isolate different states for separate interrogation. However, the transfer from solution to the gas phase risks affecting the structures, and it is unclear to what extent different conformations remain distinct in the gas phase, and if resolution in silico can recover the native conformations and their differences. Here, we use extensive molecular dynamics simulations to study the two distinct conformations of dimeric capsid protein of the MS2 bacteriophage. The protein undergoes notable restructuring of its peripheral parts in the gas phase, but subsequent simulation in solvent largely recovers the native structure. Our results suggest that despite some structural loss due to the experimental conditions, gas-phase structural biology techniques provide meaningful data that inform not only about the structures but also conformational dynamics of proteins.
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Affiliation(s)
- Maxim N. Brodmerkel
- Department of Chemistry - BMC, Uppsala University, Box 576, Uppsala, 75123, Sweden
| | - Emiliano De Santis
- Department of Chemistry - BMC, Uppsala University, Box 576, Uppsala, 75123, Sweden
- Department of Physics and Astronomy, Uppsala University, Box 516, Uppsala, 75120, Sweden
| | - Charlotte Uetrecht
- Leibniz Institute of Virology (LIV), Hamburg, 20251, Germany
- Centre for Structural Systems Biology (CSSB), Deutsches Elektronen-Synchrotron, DESY, Notkestrasse 85, Hamburg, 22607, Germany
- School of Life Sciences, University of Siegen, Siegen, Germany
| | - Carl Caleman
- Department of Physics and Astronomy, Uppsala University, Box 516, Uppsala, 75120, Sweden
- Center for Free-Electron Laser Science, DESY, Notkestrasse 85, Hamburg, 22607, Germany
| | - Erik G. Marklund
- Department of Chemistry - BMC, Uppsala University, Box 576, Uppsala, 75123, Sweden
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8
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Mohajerani F, Tyukodi B, Schlicksup CJ, Hadden-Perilla JA, Zlotnick A, Hagan MF. Multiscale Modeling of Hepatitis B Virus Capsid Assembly and Its Dimorphism. ACS NANO 2022; 16:13845-13859. [PMID: 36054910 PMCID: PMC10273259 DOI: 10.1021/acsnano.2c02119] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Hepatitis B virus (HBV) is an endemic, chronic virus that leads to 800000 deaths per year. Central to the HBV lifecycle, the viral core has a protein capsid assembled from many copies of a single protein. The capsid protein adopts different (quasi-equivalent) conformations to form icosahedral capsids containing 180 or 240 proteins: T = 3 or T = 4, respectively, in Caspar-Klug nomenclature. HBV capsid assembly has become an important target for recently developed antivirals; nonetheless, the assembly pathways and mechanisms that control HBV dimorphism remain unclear. We describe computer simulations of the HBV assembly, using a coarse-grained model that has parameters learned from all-atom molecular dynamics simulations of a complete HBV capsid and yet is computationally tractable. Dynamical simulations with the resulting model reproduce experimental observations of HBV assembly pathways and products. By constructing Markov state models and employing transition path theory, we identify pathways leading to T = 3, T = 4, and other experimentally observed capsid morphologies. The analysis shows that capsid polymorphism is promoted by the low HBV capsid bending modulus, where the key factors controlling polymorphism are the conformational energy landscape and protein-protein binding affinities.
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Affiliation(s)
- Farzaneh Mohajerani
- Martin A. Fisher School of Physics, Brandeis University, Waltham, Massachusetts02453, United States
| | - Botond Tyukodi
- Martin A. Fisher School of Physics, Brandeis University, Waltham, Massachusetts02453, United States
- Department of Physics, Babeş-Bolyai University, 400084Cluj-Napoca, Romania
| | - Christopher J Schlicksup
- Molecular and Cellular Biochemistry Department, Indiana University, Bloomington, Indiana47405, United States
| | - Jodi A Hadden-Perilla
- Department of Chemistry & Biochemistry, University of Delaware, Newark, Delaware19716, United States
| | - Adam Zlotnick
- Molecular and Cellular Biochemistry Department, Indiana University, Bloomington, Indiana47405, United States
| | - Michael F Hagan
- Martin A. Fisher School of Physics, Brandeis University, Waltham, Massachusetts02453, United States
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9
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Machado MR, Pantano S. Fighting viruses with computers, right now. Curr Opin Virol 2021; 48:91-99. [PMID: 33975154 DOI: 10.1016/j.coviro.2021.04.004] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2021] [Revised: 03/20/2021] [Accepted: 04/06/2021] [Indexed: 10/21/2022]
Abstract
The synergistic conjunction of various technological revolutions with the accumulated knowledge and workflows is rapidly transforming several scientific fields. Particularly, Virology can now feed from accurate physical models, polished computational tools, and massive computational power to readily integrate high-resolution structures into biological representations of unprecedented detail. That preparedness allows for the first time to get crucial information for vaccine and drug design from in-silico experiments against emerging pathogens of worldwide concern at relevant action windows. The present work reviews some of the main milestones leading to these breakthroughs in Computational Virology, providing an outlook for future developments in capacity building and accessibility to computational resources.
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Affiliation(s)
- Matías R Machado
- Biomolecular Simulations Group, Institut Pasteur de Montevideo, Mataojo 2020, Montevideo, 11400, Uruguay.
| | - Sergio Pantano
- Biomolecular Simulations Group, Institut Pasteur de Montevideo, Mataojo 2020, Montevideo, 11400, Uruguay.
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10
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Jana AK, May ER. Atomistic dynamics of a viral infection process: Release of membrane lytic peptides from a non-enveloped virus. SCIENCE ADVANCES 2021; 7:7/16/eabe1761. [PMID: 33853772 PMCID: PMC8046363 DOI: 10.1126/sciadv.abe1761] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Accepted: 02/23/2021] [Indexed: 05/13/2023]
Abstract
Molecular simulations have played an instrumental role in uncovering the structural dynamics and physical properties of virus capsids. In this work, we move beyond equilibrium physicochemical characterization of a virus system to study a stage of the infection process that is required for viral proliferation. Despite many biochemical and functional studies, the molecular mechanism of host cell entry by non-enveloped viruses remains largely unresolved. Flock House virus (FHV) is a model system for non-enveloped viruses and is the subject of the current study. FHV infects through the acid-dependent endocytic pathway, where low pH triggers externalization of membrane-disrupting (γ) peptides from the capsid interior. Using all-atom equilibrium and enhanced sampling simulations, the mechanism and energetics of γ peptide liberation and the effect of pH on this process are investigated. Our computations agree with experimental findings and reveal nanoscopic details regarding the pH control mechanism, which are not readily accessible in experiments.
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Affiliation(s)
- Asis K Jana
- Department of Molecular and Cell Biology, University of Connecticut, Storrs, CT 06269, USA
| | - Eric R May
- Department of Molecular and Cell Biology, University of Connecticut, Storrs, CT 06269, USA.
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