Integrating model simulation tools and cryo‐electron microscopy
The power of computer simulations, including machine‐learning, has become an inseparable part of scientific analysis of biological data. This has significantly impacted the field of cryogenic electron microscopy (cryo‐EM), which has grown dramatically since the “resolution‐revolution.” Many maps are...
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Published in | Wiley interdisciplinary reviews. Computational molecular science Vol. 13; no. 3 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
Hoboken, USA
Wiley Periodicals, Inc
01.05.2023
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Subjects | |
Online Access | Get full text |
ISSN | 1759-0876 1759-0884 |
DOI | 10.1002/wcms.1642 |
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Abstract | The power of computer simulations, including machine‐learning, has become an inseparable part of scientific analysis of biological data. This has significantly impacted the field of cryogenic electron microscopy (cryo‐EM), which has grown dramatically since the “resolution‐revolution.” Many maps are now solved at 3–4 Å or better resolution, although a significant proportion of maps deposited in the Electron Microscopy Data Bank are still at lower resolution, where the positions of atoms cannot be determined unambiguously. Additionally, cryo‐EM maps are often characterized by a varying local resolution, partly due to conformational heterogeneity of the imaged molecule. To address such problems, many computational methods have been developed for cryo‐EM map reconstruction and atomistic model building. Here, we review the development in algorithms and tools for building models in cryo‐EM maps at different resolutions. We describe methods for model building, including rigid and flexible fitting of known models, model validation, small‐molecule fitting, and model visualization. We provide examples of how these methods have been used to elucidate the structure and function of dynamic macromolecular machines.
This article is categorized under:
Structure and Mechanism > Molecular Structures
Structure and Mechanism > Computational Biochemistry and Biophysics
Software > Molecular Modeling
Combining cryo‐EM data and molecular simulation to understand protein structure and dynamics. |
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AbstractList | The power of computer simulations, including machine‐learning, has become an inseparable part of scientific analysis of biological data. This has significantly impacted the field of cryogenic electron microscopy (cryo‐EM), which has grown dramatically since the “resolution‐revolution.” Many maps are now solved at 3–4 Å or better resolution, although a significant proportion of maps deposited in the Electron Microscopy Data Bank are still at lower resolution, where the positions of atoms cannot be determined unambiguously. Additionally, cryo‐EM maps are often characterized by a varying local resolution, partly due to conformational heterogeneity of the imaged molecule. To address such problems, many computational methods have been developed for cryo‐EM map reconstruction and atomistic model building. Here, we review the development in algorithms and tools for building models in cryo‐EM maps at different resolutions. We describe methods for model building, including rigid and flexible fitting of known models, model validation, small‐molecule fitting, and model visualization. We provide examples of how these methods have been used to elucidate the structure and function of dynamic macromolecular machines.
This article is categorized under:
Structure and Mechanism > Molecular Structures
Structure and Mechanism > Computational Biochemistry and Biophysics
Software > Molecular Modeling
Combining cryo‐EM data and molecular simulation to understand protein structure and dynamics. |
Author | Topf, Maya Cragnolini, Tristan Mulvaney, Thomas Sweeney, Aaron Beton, Joseph George Kaleel, Manaz |
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Snippet | The power of computer simulations, including machine‐learning, has become an inseparable part of scientific analysis of biological data. This has significantly... |
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SubjectTerms | cryo‐EM model validation molecular modeling molecular simulations |
Title | Integrating model simulation tools and cryo‐electron microscopy |
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Volume | 13 |
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