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Integrating model simulation tools and <scp>cryo‐electron</scp> microscopy

Joseph G. Beton, Tristan Cragnolini, Manaz Kaleel, Thomas Mulvaney, Aaron Sweeney, Maya Topf

2022Wiley Interdisciplinary Reviews Computational Molecular Science15 citationsDOIOpen Access PDF

Abstract

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 &gt; Molecular Structures Structure and Mechanism &gt; Computational Biochemistry and Biophysics Software &gt; Molecular Modeling

Topics & Concepts

Cryo-electron microscopyResolution (logic)Computer scienceVisualizationMolecular machineSoftwareMolecular modelFunction (biology)Mechanism (biology)Field (mathematics)Model buildingBiological systemNanotechnologyChemistryArtificial intelligencePhysicsMaterials scienceBiologyMathematicsNuclear magnetic resonanceQuantum mechanicsStereochemistryPure mathematicsEvolutionary biologyProgramming languageAdvanced Electron Microscopy Techniques and ApplicationsElectron and X-Ray Spectroscopy TechniquesPhotosynthetic Processes and Mechanisms
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