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Liu HF, Zhou Y, Bartesaghi A. High-resolution structure determination using high-throughput electron cryo-tomography. Acta Crystallogr D Struct Biol 2022; 78:817-824. [PMID: 35775981 PMCID: PMC9248845 DOI: 10.1107/s2059798322005010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Accepted: 05/10/2022] [Indexed: 11/12/2022] Open
Abstract
Tomographic reconstruction of frozen-hydrated specimens followed by extraction and averaging of sub-tomograms has successfully been used to determine the structure of macromolecules in their native environment at resolutions that are high enough to reveal molecular level interactions. The low throughput characteristic of tomographic data acquisition combined with the complex data-analysis pipeline that is required to obtain high-resolution maps, however, has limited the applicability of this technique to favorable samples or to resolutions that are too low to provide useful mechanistic information. Recently, beam image-shift electron cryo-tomography (BISECT), a strategy to significantly accelerate the acquisition of tilt series without sacrificing image quality, was introduced. The ability to produce thousands of high-quality tilt series during a single microscope session, however, introduces significant bottlenecks in the downstream data analysis, which has so far relied on specialized pipelines. Here, recent advances in accurate estimation of the contrast transfer function and self-tuning exposure-weighting routines that contribute to improving the resolution and streamlining the structure-determination process using sub-volume averaging are reviewed. Ultimately, the combination of automated data-driven techniques for image analysis together with high-throughput strategies for tilt-series acquisition will pave the way for tomography to become the technique of choice for in situ structure determination.
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Affiliation(s)
- Hsuan-Fu Liu
- Department of Biochemistry, Duke University School of Medicine, Durham, NC 27708, USA
| | - Ye Zhou
- Department of Computer Science, Duke University, Durham, NC 27708, USA
| | - Alberto Bartesaghi
- Department of Biochemistry, Duke University School of Medicine, Durham, NC 27708, USA
- Department of Computer Science, Duke University, Durham, NC 27708, USA
- Department of Electrical and Computer Engineering, Duke University, Durham, NC 27708, USA
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2
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Zivanov J, Otón J, Ke Z, von Kügelgen A, Pyle E, Qu K, Morado D, Castaño-Díez D, Zanetti G, Bharat TAM, Briggs JAG, Scheres SHW. A Bayesian approach to single-particle electron cryo-tomography in RELION-4.0. eLife 2022; 11:83724. [PMID: 36468689 PMCID: PMC9815803 DOI: 10.7554/elife.83724] [Citation(s) in RCA: 111] [Impact Index Per Article: 55.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 12/04/2022] [Indexed: 12/12/2022] Open
Abstract
We present a new approach for macromolecular structure determination from multiple particles in electron cryo-tomography (cryo-ET) data sets. Whereas existing subtomogram averaging approaches are based on 3D data models, we propose to optimise a regularised likelihood target that approximates a function of the 2D experimental images. In addition, analogous to Bayesian polishing and contrast transfer function (CTF) refinement in single-particle analysis, we describe the approaches that exploit the increased signal-to-noise ratio in the averaged structure to optimise tilt-series alignments, beam-induced motions of the particles throughout the tilt-series acquisition, defoci of the individual particles, as well as higher-order optical aberrations of the microscope. Implementation of our approaches in the open-source software package RELION aims to facilitate their general use, particularly for those researchers who are already familiar with its single-particle analysis tools. We illustrate for three applications that our approaches allow structure determination from cryo-ET data to resolutions sufficient for de novo atomic modelling.
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Affiliation(s)
- Jasenko Zivanov
- MRC Laboratory of Molecular BiologyCambridgeUnited Kingdom,Laboratory of Biomedical Imaging (LIB)LausanneSwitzerland,BioEM lab, Biozentrum, University of BaselBaselSwitzerland
| | - Joaquín Otón
- MRC Laboratory of Molecular BiologyCambridgeUnited Kingdom,ALBA SynchrotronBarcelonaSpain
| | - Zunlong Ke
- MRC Laboratory of Molecular BiologyCambridgeUnited Kingdom,Max Planck Institute of BiochemistryMartinsriedGermany
| | - Andriko von Kügelgen
- MRC Laboratory of Molecular BiologyCambridgeUnited Kingdom,Sir William Dunn School of Pathology, University of OxfordOxfordUnited Kingdom
| | - Euan Pyle
- Institute of Structural and Molecular Biology, Birkbeck CollegeLondonUnited Kingdom
| | - Kun Qu
- MRC Laboratory of Molecular BiologyCambridgeUnited Kingdom
| | - Dustin Morado
- MRC Laboratory of Molecular BiologyCambridgeUnited Kingdom,Max Planck Institute of BiochemistryMartinsriedGermany
| | - Daniel Castaño-Díez
- BioEM lab, Biozentrum, University of BaselBaselSwitzerland,Instituto BiofisikaLeioaSpain
| | - Giulia Zanetti
- Institute of Structural and Molecular Biology, Birkbeck CollegeLondonUnited Kingdom
| | - Tanmay AM Bharat
- MRC Laboratory of Molecular BiologyCambridgeUnited Kingdom,Sir William Dunn School of Pathology, University of OxfordOxfordUnited Kingdom
| | - John AG Briggs
- MRC Laboratory of Molecular BiologyCambridgeUnited Kingdom,Max Planck Institute of BiochemistryMartinsriedGermany
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3
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Baldwin PR, Tan YZ, Eng ET, Rice WJ, Noble AJ, Negro CJ, Cianfrocco MA, Potter CS, Carragher B. Big data in cryoEM: automated collection, processing and accessibility of EM data. Curr Opin Microbiol 2017; 43:1-8. [PMID: 29100109 DOI: 10.1016/j.mib.2017.10.005] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2017] [Revised: 09/27/2017] [Accepted: 10/09/2017] [Indexed: 11/24/2022]
Abstract
The scope and complexity of cryogenic electron microscopy (cryoEM) data has greatly increased, and will continue to do so, due to recent and ongoing technical breakthroughs that have led to much improved resolutions for macromolecular structures solved using this method. This big data explosion includes single particle data as well as tomographic tilt series, both generally acquired as direct detector movies of ∼10-100 frames per image or per tilt-series. We provide a brief survey of the developments leading to the current status, and describe existing cryoEM pipelines, with an emphasis on the scope of data acquisition, methods for automation, and use of cloud storage and computing.
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Affiliation(s)
- Philip R Baldwin
- The National Resource for Automated Molecular Microscopy, Simons Electron Microscopy Center, New York Structural Biology Center, 89 Convent Ave, New York, NY 10027, USA
| | - Yong Zi Tan
- The National Resource for Automated Molecular Microscopy, Simons Electron Microscopy Center, New York Structural Biology Center, 89 Convent Ave, New York, NY 10027, USA; Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY 10032, USA
| | - Edward T Eng
- The National Resource for Automated Molecular Microscopy, Simons Electron Microscopy Center, New York Structural Biology Center, 89 Convent Ave, New York, NY 10027, USA
| | - William J Rice
- The National Resource for Automated Molecular Microscopy, Simons Electron Microscopy Center, New York Structural Biology Center, 89 Convent Ave, New York, NY 10027, USA
| | - Alex J Noble
- The National Resource for Automated Molecular Microscopy, Simons Electron Microscopy Center, New York Structural Biology Center, 89 Convent Ave, New York, NY 10027, USA
| | - Carl J Negro
- The National Resource for Automated Molecular Microscopy, Simons Electron Microscopy Center, New York Structural Biology Center, 89 Convent Ave, New York, NY 10027, USA
| | - Michael A Cianfrocco
- Life Sciences Institute and Department of Biological Chemistry, University of Michigan, Ann Arbor, MI 48109, USA
| | - Clinton S Potter
- The National Resource for Automated Molecular Microscopy, Simons Electron Microscopy Center, New York Structural Biology Center, 89 Convent Ave, New York, NY 10027, USA; Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY 10032, USA
| | - Bridget Carragher
- The National Resource for Automated Molecular Microscopy, Simons Electron Microscopy Center, New York Structural Biology Center, 89 Convent Ave, New York, NY 10027, USA; Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY 10032, USA.
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4
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Murata K, Wolf M. Cryo-electron microscopy for structural analysis of dynamic biological macromolecules. Biochim Biophys Acta Gen Subj 2017; 1862:324-334. [PMID: 28756276 DOI: 10.1016/j.bbagen.2017.07.020] [Citation(s) in RCA: 184] [Impact Index Per Article: 26.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2017] [Revised: 07/22/2017] [Accepted: 07/25/2017] [Indexed: 02/06/2023]
Abstract
BACKGROUND Since the introduction of what became today's standard for cryo-embedding of biological macromolecules at native conditions more than 30years ago, techniques and equipment have been drastically improved and the structure of biomolecules can now be studied at near atomic resolution by cryo-electron microscopy (cryo-EM) while capturing multiple dynamic states. Here we review the recent progress in cryo-EM for structural studies of dynamic biological macromolecules. SCOPE OF REVIEW We provide an overview of the cryo-EM method and introduce contemporary studies to investigate biomolecular structure and dynamics, including examples from the recent literature. MAJOR CONCLUSIONS Cryo-EM is a powerful tool for the investigation of biological macromolecular structures including analysis of their dynamics by using advanced image-processing algorithms. The method has become even more widely applicable with present-day single particle analysis and electron tomography. GENERAL SIGNIFICANCE The cryo-EM method can be used to determine the three-dimensional structure of biomacromolecules in near native condition at close to atomic resolution, and has the potential to reveal conformations of dynamic molecular complexes. This article is part of a Special Issue entitled "Biophysical Exploration of Dynamical Ordering of Biomolecular Systems" edited by Dr. Koichi Kato.
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Affiliation(s)
- Kazuyoshi Murata
- National Institute for Physiological Sciences, 38 Myodaiji, Okazaki, Aichi 444-8585, Japan.
| | - Matthias Wolf
- Molecular Cryo-Electron Microscopy Unit, Okinawa Institute of Science and Technology, 7542 Onna, Onna-Son, Kunigami, Okinawa 904-0411, Japan.
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5
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Orlov I, Myasnikov AG, Andronov L, Natchiar SK, Khatter H, Beinsteiner B, Ménétret JF, Hazemann I, Mohideen K, Tazibt K, Tabaroni R, Kratzat H, Djabeur N, Bruxelles T, Raivoniaina F, Pompeo LD, Torchy M, Billas I, Urzhumtsev A, Klaholz BP. The integrative role of cryo electron microscopy in molecular and cellular structural biology. Biol Cell 2016; 109:81-93. [PMID: 27730650 DOI: 10.1111/boc.201600042] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2016] [Revised: 10/04/2016] [Accepted: 10/05/2016] [Indexed: 01/10/2023]
Abstract
After gradually moving away from preparation methods prone to artefacts such as plastic embedding and negative staining for cell sections and single particles, the field of cryo electron microscopy (cryo-EM) is now heading off at unprecedented speed towards high-resolution analysis of biological objects of various sizes. This 'revolution in resolution' is happening largely thanks to new developments of new-generation cameras used for recording the images in the cryo electron microscope which have much increased sensitivity being based on complementary metal oxide semiconductor devices. Combined with advanced image processing and 3D reconstruction, the cryo-EM analysis of nucleoprotein complexes can provide unprecedented insights at molecular and atomic levels and address regulatory mechanisms in the cell. These advances reinforce the integrative role of cryo-EM in synergy with other methods such as X-ray crystallography, fluorescence imaging or focussed-ion beam milling as exemplified here by some recent studies from our laboratory on ribosomes, viruses, chromatin and nuclear receptors. Such multi-scale and multi-resolution approaches allow integrating molecular and cellular levels when applied to purified or in situ macromolecular complexes, thus illustrating the trend of the field towards cellular structural biology.
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Affiliation(s)
- Igor Orlov
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Alexander G Myasnikov
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Leonid Andronov
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - S Kundhavai Natchiar
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Heena Khatter
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Brice Beinsteiner
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Jean-François Ménétret
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Isabelle Hazemann
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Kareem Mohideen
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Karima Tazibt
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Rachel Tabaroni
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Hanna Kratzat
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Nadia Djabeur
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Tatiana Bruxelles
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Finaritra Raivoniaina
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Lorenza di Pompeo
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Morgan Torchy
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Isabelle Billas
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Alexandre Urzhumtsev
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
| | - Bruno P Klaholz
- Centre for Integrative Biology (CBI), Department of Integrated Structural Biology, IGBMC (Institute of Genetics and of Molecular and Cellular Biology), Illkirch, France.,Centre National de la Recherche Scientifique (CNRS) UMR 7104, Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U964, Illkirch, France.,Université de Strasbourg, Strasbourg, France
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6
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Manhas S, Chau D, Rempel C, Clark BE, Auyeung K, Pantophlet R. The presence of glutamine at position 315 but not epitope masking predominantly hinders HIV subtype C neutralization by the anti-V3 antibody B4e8. Virology 2014; 462-463:98-106. [PMID: 24971702 PMCID: PMC4125615 DOI: 10.1016/j.virol.2014.05.034] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2014] [Revised: 04/14/2014] [Accepted: 05/19/2014] [Indexed: 11/19/2022]
Abstract
Antibody B4e8 exhibits modest cross-neutralizing activity, with preference for HIV subtype B. This preference might be explained by B4e8׳s extensive interaction with Arg315, which occurs at the center of most subtype B V3 sequences but is replaced by Gln in subtype C. The extent to which B4e8׳s ability to neutralize subtype C strains is hindered by Gln315 and/or other factors, e.g. epitope masking, is unclear. We confirmed here that an Arg315-to-Gln substitution in a subtype B virus abrogates B4e8 neutralizing activity. Conversely, B4e8-resistant subtype C viruses were rendered sensitive upon Gln 315-to-Arg substitution. V2 region swapping between B4e8-sensitive and- resistant subtype C strains revealed a role for V2 in limiting B4e8 access, but this was less significant than the absence of Arg315. Our findings, while illustrating the importance of Arg315 for B4e8, suggest that some subtype C strains may be vulnerable to B4e8 derivatives capable of binding stronger to Gln315-containing sequences.
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Affiliation(s)
- Savrina Manhas
- Faculty of Health Sciences, Simon Fraser University, British Columbia, Burnaby, Canada V5A 1S6
| | - Dennis Chau
- Faculty of Health Sciences, Simon Fraser University, British Columbia, Burnaby, Canada V5A 1S6
| | - Caitlin Rempel
- Faculty of Health Sciences, Simon Fraser University, British Columbia, Burnaby, Canada V5A 1S6
| | - Brenda E Clark
- Faculty of Health Sciences, Simon Fraser University, British Columbia, Burnaby, Canada V5A 1S6
| | - Kate Auyeung
- Faculty of Health Sciences, Simon Fraser University, British Columbia, Burnaby, Canada V5A 1S6
| | - Ralph Pantophlet
- Faculty of Health Sciences, Simon Fraser University, British Columbia, Burnaby, Canada V5A 1S6; Department of Molecular Biology and Biochemistry, Simon Fraser University, British Columbia, Burnaby, Canada V5A 1S6.
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7
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Hoenger A. High-resolution cryo-electron microscopy on macromolecular complexes and cell organelles. PROTOPLASMA 2014; 251:417-427. [PMID: 24390311 PMCID: PMC3927062 DOI: 10.1007/s00709-013-0600-1] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/09/2013] [Accepted: 12/12/2013] [Indexed: 06/03/2023]
Abstract
Cryo-electron microscopy techniques and computational 3-D reconstruction of macromolecular assemblies are tightly linked tools in modern structural biology. This symbiosis has produced vast amounts of detailed information on the structure and function of biological macromolecules. Typically, one of two fundamentally different strategies is used depending on the specimens and their environment. A: 3-D reconstruction based on repetitive and structurally identical unit cells that allow for averaging, and B: tomographic 3-D reconstructions where tilt-series between approximately ± 60 and ± 70° at small angular increments are collected from highly complex and flexible structures that are beyond averaging procedures, at least during the first round of 3-D reconstruction. Strategies of group A are averaging-based procedures and collect large number of 2-D projections at different angles that are computationally aligned, averaged together, and back-projected in 3-D space to reach a most complete 3-D dataset with high resolution, today often down to atomic detail. Evidently, success relies on structurally repetitive particles and an aligning procedure that unambiguously determines the angular relationship of all 2-D projections with respect to each other. The alignment procedure of small particles may rely on their packing into a regular array such as a 2-D crystal, an icosahedral (viral) particle, or a helical assembly. Critically important for cryo-methods, each particle will only be exposed once to the electron beam, making these procedures optimal for highest-resolution studies where beam-induced damage is a significant concern. In contrast, tomographic 3-D reconstruction procedures (group B) do not rely on averaging, but collect an entire dataset from the very same structure of interest. Data acquisition requires collecting a large series of tilted projections at angular increments of 1-2° or less and a tilt range of ± 60° or more. Accordingly, tomographic data collection exposes its specimens to a large electron dose, which is particularly problematic for frozen-hydrated samples. Currently, cryo-electron tomography is a rapidly emerging technology, on one end driven by the newest developments of hardware such as super-stabile microscopy stages as well as the latest generation of direct electron detectors and cameras. On the other end, success also strongly depends on new software developments on all kinds of fronts such as tilt-series alignment and back-projection procedures that are all adapted to the very low-dose and therefore very noisy primary data. Here, we will review the status quo of cryo-electron microscopy and discuss the future of cellular cryo-electron tomography from data collection to data analysis, CTF-correction of tilt-series, post-tomographic sub-volume averaging, and 3-D particle classification. We will also discuss the pros and cons of plunge freezing of cellular specimens to vitrified sectioning procedures and their suitability for post-tomographic volume averaging despite multiple artifacts that may distort specimens to some degree.
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Affiliation(s)
- Andreas Hoenger
- Department of Molecular, Cellular and Developmental Biology, University of Colorado at Boulder, Boulder, CO, 80309, USA,
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8
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Ruskin RS, Yu Z, Grigorieff N. Quantitative characterization of electron detectors for transmission electron microscopy. J Struct Biol 2013; 184:385-93. [PMID: 24189638 PMCID: PMC3876735 DOI: 10.1016/j.jsb.2013.10.016] [Citation(s) in RCA: 136] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2013] [Revised: 10/24/2013] [Accepted: 10/28/2013] [Indexed: 12/01/2022]
Abstract
A new generation of direct electron detectors for transmission electron microscopy (TEM) promises significant improvement over previous detectors in terms of their modulation transfer function (MTF) and detective quantum efficiency (DQE). However, the performance of these new detectors needs to be carefully monitored in order to optimize imaging conditions and check for degradation over time. We have developed an easy-to-use software tool, FindDQE, to measure MTF and DQE of electron detectors using images of a microscope's built-in beam stop. Using this software, we have determined the DQE curves of four direct electron detectors currently available: the Gatan K2 Summit, the FEI Falcon I and II, and the Direct Electron DE-12, under a variety of total dose and dose rate conditions. We have additionally measured the curves for the Gatan US4000 and TVIPS TemCam-F416 scintillator-based cameras. We compare the results from our new method with published curves.
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Affiliation(s)
- Rachel S. Ruskin
- Department of Biochemistry, Rosenstiel Basic Medical Sciences Research Center, Brandeis University, MS029, 415 South Street, Waltham, MA 02454, USA
| | - Zhiheng Yu
- Janelia Farm Research Campus, Howard Hughes Medical Institute, 19700 Helix Drive, Ashburn VA 20147 USA
| | - Nikolaus Grigorieff
- Janelia Farm Research Campus, Howard Hughes Medical Institute, 19700 Helix Drive, Ashburn VA 20147 USA
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9
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Prefusion structure of trimeric HIV-1 envelope glycoprotein determined by cryo-electron microscopy. Nat Struct Mol Biol 2013; 20:1352-7. [PMID: 24154805 PMCID: PMC3917492 DOI: 10.1038/nsmb.2711] [Citation(s) in RCA: 140] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2013] [Accepted: 10/10/2013] [Indexed: 12/12/2022]
Abstract
The activation of trimeric HIV-1 envelope glycoprotein (Env) by its binding to the cell surface receptor CD4 and co-receptors (CCR5 or CXCR4) represents the first of a series of events that lead to fusion between viral and target cell membranes. Here, we present the cryo-electron microscopic structure, at ~ 6 Å resolution, of the closed, pre-fusion state of trimeric HIV-1 Env in complex with the broadly neutralizing antibody VRC03. We show that three gp41 helices at the core of the trimer serve as an anchor around which the rest of Env is reorganized upon activation to the open quaternary conformation. The architecture of trimeric HIV-1 Env in pre-fusion and activated intermediate states resembles the corresponding states of influenza hemagglutinin trimers, providing direct evidence for the similarity in entry mechanisms employed by HIV-1, influenza and related enveloped viruses.
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10
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Earl LA, Lifson JD, Subramaniam S. Catching HIV 'in the act' with 3D electron microscopy. Trends Microbiol 2013; 21:397-404. [PMID: 23850373 PMCID: PMC3773172 DOI: 10.1016/j.tim.2013.06.004] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2013] [Revised: 06/12/2013] [Accepted: 06/13/2013] [Indexed: 11/25/2022]
Abstract
The development of a safe, effective vaccine to prevent HIV infection is a key step for controlling the disease on a global scale. However, many aspects of HIV biology make vaccine design problematic, including the sequence diversity and structural variability of the surface envelope glycoproteins and the poor accessibility of neutralization-sensitive epitopes on the virus. In this review, we discuss recent progress in understanding HIV in a structural context using emerging tools in 3D electron microscopy, and outline how some of these advances could be important for a better understanding of mechanisms of viral entry and for vaccine design.
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Affiliation(s)
- Lesley A Earl
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
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11
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HIV-1 envelope glycoprotein structure. Curr Opin Struct Biol 2013; 23:268-76. [PMID: 23602427 DOI: 10.1016/j.sbi.2013.03.007] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2013] [Revised: 03/26/2013] [Accepted: 03/26/2013] [Indexed: 11/21/2022]
Abstract
The trimeric envelope glycoprotein of HIV-1, composed of gp120 and gp41 subunits, remains a major target for vaccine development. The structures of the core regions of monomeric gp120 and gp41 have been determined previously by X-ray crystallography. New insights into the structure of trimeric HIV-1 envelope glycoproteins are now coming from cryo-electron tomographic studies of the gp120/gp41 trimer as displayed on intact viruses and from cryo-electron microscopic studies of purified, soluble versions of the ectodomain of the trimer. Here, we review recent developments in these fields as they relate to our understanding of the structure and function of HIV-1 envelope glycoproteins.
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12
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Schauder DM, Kuybeda O, Zhang J, Klymko K, Bartesaghi A, Borgnia MJ, Mayer ML, Subramaniam S. Glutamate receptor desensitization is mediated by changes in quaternary structure of the ligand binding domain. Proc Natl Acad Sci U S A 2013; 110:5921-6. [PMID: 23530186 PMCID: PMC3625259 DOI: 10.1073/pnas.1217549110] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Glutamate receptor ion channels are membrane proteins that mediate excitatory synaptic transmission in the central nervous system of vertebrates. Insight into molecular mechanisms underlying glutamate receptor gating is limited by lack of structural information for receptors trapped in different conformational states. Here, we report the use of single-particle cryoelectron tomography to determine the structures, at ∼21 Å resolution, of full-length GluK2 kainate receptors trapped in antagonist-bound resting and agonist-bound desensitized states. The resting state, stabilized by the competitive antagonist LY466195, closely resembles the crystal structure of the AMPA receptor GluA2, with well-resolved proximal and distal subunits exhibiting cross-over between the twofold symmetric amino terminal domain and a twofold symmetric ligand binding domain (LBD) dimer of dimers assembly. In the desensitized state, the LBD undergoes a major rearrangement, resulting in a separation of the four subunits by ∼25 Å. However, the amino terminal domain, transmembrane, and cytoplasmic regions of the receptor have similar conformations in the resting and desensitized states. The LBD rearrangement was not anticipated in prior models based on crystal structures for soluble LBD dimer assemblies, and we speculate that subunit separation allows a better match to the fourfold symmetric ion channel domain. From fits of the amino terminal domain and LBD domains into the density map of the desensitized state we have derived a structural model for differences in quaternary conformation between the resting and desensitized states.
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Affiliation(s)
- David M. Schauder
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute
| | | | - Jinjin Zhang
- Laboratory of Cellular and Molecular Neurophysiology, Porter Neuroscience Research Center, National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD 20892
| | - Katherine Klymko
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute
| | - Alberto Bartesaghi
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute
| | - Mario J. Borgnia
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute
| | - Mark L. Mayer
- Laboratory of Cellular and Molecular Neurophysiology, Porter Neuroscience Research Center, National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD 20892
| | - Sriram Subramaniam
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute
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13
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Stieh DJ, Phillips JL, Rogers PM, King DF, Cianci GC, Jeffs SA, Gnanakaran S, Shattock RJ. Dynamic electrophoretic fingerprinting of the HIV-1 envelope glycoprotein. Retrovirology 2013; 10:33. [PMID: 23514633 PMCID: PMC3648349 DOI: 10.1186/1742-4690-10-33] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2012] [Accepted: 03/07/2013] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Interactions between the HIV-1 envelope glycoprotein (Env) and its primary receptor CD4 are influenced by the physiological setting in which these events take place. In this study, we explored the surface chemistry of HIV-1 Env constructs at a range of pH and salinities relevant to mucosal and systemic compartments through electrophoretic mobility (EM) measurements. Sexual transmission events provide a more acidic environment for HIV-1 compared to dissemination and spread of infection occurring in blood or lymph node. We hypothesize functional, trimeric Env behaves differently than monomeric forms. RESULTS The dynamic electrophoretic fingerprint of trimeric gp140 revealed a change in EM from strongly negative to strongly positive as pH increased from that of the lower female genital tract (pHx) to that of the blood (pHy). Similar findings were observed using a trimeric influenza Haemagglutinin (HA) glycoprotein, indicating that this may be a general attribute of trimeric viral envelope glycoproteins. These findings were supported by computationally modeling the surface charge of various gp120 and HA crystal structures. To identify the behavior of the infectious agent and its target cells, EM measurements were made on purified whole HIV-1 virions and primary T-lymphocytes. Viral particles had a largely negative surface charge, and lacked the regions of positivity near neutral pH that were observed with trimeric Env. T cells changed their surface chemistry as a function of activation state, becoming more negative over a wider range of pH after activation. Soluble recombinant CD4 (sCD4) was found to be positively charged under a wide range of conditions. Binding studies between sCD4 and gp140 show that the affinity of CD4-gp140 interactions depends on pH. CONCLUSIONS Taken together, these findings allow a more complete model of the electrochemical forces involved in HIV-1 Env functionality. These results indicate that the influence of the localized environment on the interactions of HIV with target cells are more pronounced than previously appreciated. There is differential chemistry of trimeric, but not monomeric, Env under conditions which mimic the mucosa compared to those found systemically. This should be taken into consideration during design of immunogens which targets virus at mucosal portals of entry.
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Affiliation(s)
- Daniel J Stieh
- Center for Infection, Department of Cellular and Molecular Medicine, St. George's University of London, London SW17 0RE, UK
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14
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Structure and accessibility of HA trimers on intact 2009 H1N1 pandemic influenza virus to stem region-specific neutralizing antibodies. Proc Natl Acad Sci U S A 2013; 110:4592-7. [PMID: 23460696 DOI: 10.1073/pnas.1214913110] [Citation(s) in RCA: 84] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Rapid antigenic variation of HA, the major virion surface protein of influenza A virus, remains the principal challenge to the development of broader and more effective vaccines. Some regions of HA, such as the stem region proximal to the viral membrane, are nevertheless highly conserved across strains and among most subtypes. A fundamental question in vaccine design is the extent to which HA stem regions on the surface of the virus are accessible to broadly neutralizing antibodies. Here we report 3D structures derived from cryoelectron tomography of HA on intact 2009 H1N1 pandemic virions in the presence and absence of the antibody C179, which neutralizes viruses expressing a broad range of HA subtypes, including H1, H2, H5, H6, and H9. By fitting previously derived crystallographic structures of trimeric HA into the density maps, we deduced the locations of the molecular surfaces of HA involved in interaction with C179. Using computational methods to distinguish individual unliganded HA trimers from those that have bound C179 antibody, we demonstrate that ∼75% of HA trimers on the surface of the virus have C179 bound to the stem domain. Thus, despite their close packing on the viral membrane, the majority of HA trimers on intact virions are available to bind anti-stem antibodies that target conserved HA epitopes, establishing the feasibility of universal influenza vaccines that elicit such antibodies.
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15
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Kuybeda O, Frank GA, Bartesaghi A, Borgnia M, Subramaniam S, Sapiro G. A collaborative framework for 3D alignment and classification of heterogeneous subvolumes in cryo-electron tomography. J Struct Biol 2013; 181:116-27. [PMID: 23110852 PMCID: PMC3565063 DOI: 10.1016/j.jsb.2012.10.010] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2012] [Revised: 10/18/2012] [Accepted: 10/21/2012] [Indexed: 11/19/2022]
Abstract
The limitation of using low electron doses in non-destructive cryo-electron tomography of biological specimens can be partially offset via averaging of aligned and structurally homogeneous subsets present in tomograms. This type of sub-volume averaging is especially challenging when multiple species are present. Here, we tackle the problem of conformational separation and alignment with a "collaborative" approach designed to reduce the effect of the "curse of dimensionality" encountered in standard pair-wise comparisons. Our new approach is based on using the nuclear norm as a collaborative similarity measure for alignment of sub-volumes, and by exploiting the presence of symmetry early in the processing. We provide a strict validation of this method by analyzing mixtures of intact simian immunodeficiency viruses SIV mac239 and SIV CP-MAC. Electron microscopic images of these two virus preparations are indistinguishable except for subtle differences in conformation of the envelope glycoproteins displayed on the surface of each virus particle. By using the nuclear norm-based, collaborative alignment method presented here, we demonstrate that the genetic identity of each virus particle present in the mixture can be assigned based solely on the structural information derived from single envelope glycoproteins displayed on the virus surface.
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Affiliation(s)
- Oleg Kuybeda
- Office of High Performance Computing and Communications, National Library of Medicine, National Institutes of Health, Bethesda, MD, USA 20894
| | - Gabriel A. Frank
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD USA 20892
| | - Alberto Bartesaghi
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD USA 20892
| | - Mario Borgnia
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD USA 20892
| | - Sriram Subramaniam
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD USA 20892
| | - Guillermo Sapiro
- Electrical and Computer Engineering, Duke University, Durham, NC
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16
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Meyerson JR, Tran EEH, Kuybeda O, Chen W, Dimitrov DS, Gorlani A, Verrips T, Lifson JD, Subramaniam S. Molecular structures of trimeric HIV-1 Env in complex with small antibody derivatives. Proc Natl Acad Sci U S A 2013; 110:513-8. [PMID: 23267106 PMCID: PMC3545814 DOI: 10.1073/pnas.1214810110] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
The extensive carbohydrate coat, the variability of protein structural features on HIV-1 envelope glycoproteins (Env), and the steric constraints of the virus-cell interface during infection, present challenges to the elicitation of effective full-length (~150 kDa), neutralizing antibodies against HIV. These hurdles have motivated the engineering of smaller antibody derivatives that can bind Env and neutralize the virus. To further understand the mechanisms by which these proteins neutralize HIV-1, we carried out cryoelectron tomography of native HIV-1 BaL virions complexed separately to two small (~15 kDa) HIV-neutralizing proteins: A12, which binds the CD4-binding site on Env, and m36, whose binding to Env is enhanced by CD4 binding. We show that despite their small size, the presence of these proteins and their effects on the quaternary conformation of trimeric Env can be visualized in molecular structures derived by cryoelectron tomography combined with subvolume averaging. Binding of Env to A12 results in a conformational change that is comparable to changes observed upon its binding to the CD4-binding site antibody, b12. In contrast, binding of Env to m36 results in an "open" quaternary conformation similar to that seen with binding of soluble CD4 or the CD4i antibody, 17b. Because these small neutralizing proteins are less sterically hindered than full-length antibodies at zones of virus-cell contact, the finding that their binding has the same structural consequences as that of other broadly neutralizing antibodies highlights their potential for use in therapeutic applications.
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Affiliation(s)
- Joel R. Meyerson
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892
- Mitochondrial Biology Unit, Medical Research Council, Cambridge CB2 0XY, United Kingdom
| | - Erin E. H. Tran
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892
| | - Oleg Kuybeda
- High Performance Computing and Communications Office, National Library of Medicine, National Institutes of Health, Bethesda, MD 20814
| | - Weizao Chen
- Protein Interactions Group, Center for Cancer Research Nanobiology Program and
| | - Dimiter S. Dimitrov
- Protein Interactions Group, Center for Cancer Research Nanobiology Program and
| | - Andrea Gorlani
- Department of Biomolecular Imaging, H.R. Kruytgebouw, Utrecht University, 3584 CH Utrecht, The Netherlands
| | - Theo Verrips
- Department of Biomolecular Imaging, H.R. Kruytgebouw, Utrecht University, 3584 CH Utrecht, The Netherlands
| | - Jeffrey D. Lifson
- AIDS and Cancer Virus Program, SAIC-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702; and
| | - Sriram Subramaniam
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892
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17
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Milne JLS, Borgnia MJ, Bartesaghi A, Tran EEH, Earl LA, Schauder DM, Lengyel J, Pierson J, Patwardhan A, Subramaniam S. Cryo-electron microscopy--a primer for the non-microscopist. FEBS J 2012. [PMID: 23181775 DOI: 10.1111/febs.12078] [Citation(s) in RCA: 144] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Cryo-electron microscopy (cryo-EM) is increasingly becoming a mainstream technology for studying the architecture of cells, viruses and protein assemblies at molecular resolution. Recent developments in microscope design and imaging hardware, paired with enhanced image processing and automation capabilities, are poised to further advance the effectiveness of cryo-EM methods. These developments promise to increase the speed and extent of automation, and to improve the resolutions that may be achieved, making this technology useful to determine a wide variety of biological structures. Additionally, established modalities for structure determination, such as X-ray crystallography and nuclear magnetic resonance spectroscopy, are being routinely integrated with cryo-EM density maps to achieve atomic-resolution models of complex, dynamic molecular assemblies. In this review, which is directed towards readers who are not experts in cryo-EM methodology, we provide an overview of emerging themes in the application of this technology to investigate diverse questions in biology and medicine. We discuss the ways in which these methods are being used to study structures of macromolecular assemblies that range in size from whole cells to small proteins. Finally, we include a description of how the structural information obtained by cryo-EM is deposited and archived in a publicly accessible database.
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Affiliation(s)
- Jacqueline L S Milne
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
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18
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Fernandez JJ. Computational methods for electron tomography. Micron 2012; 43:1010-30. [DOI: 10.1016/j.micron.2012.05.003] [Citation(s) in RCA: 86] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2012] [Revised: 05/08/2012] [Accepted: 05/08/2012] [Indexed: 01/13/2023]
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19
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Zhang J, Minary P, Levitt M. Multiscale natural moves refine macromolecules using single-particle electron microscopy projection images. Proc Natl Acad Sci U S A 2012; 109:9845-50. [PMID: 22665770 PMCID: PMC3382478 DOI: 10.1073/pnas.1205945109] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The method presented here refines molecular conformations directly against projections of single particles measured by electron microscopy. By optimizing the orientation of the projection at the same time as the conformation, the method is well-suited to two-dimensional class averages from cryoelectron microscopy. Such direct use of two-dimensional images circumvents the need for a three-dimensional density map, which may be difficult to reconstruct from projections due to structural heterogeneity or preferred orientations of the sample on the grid. Our refinement protocol exploits Natural Move Monte Carlo to model a macromolecule as a small number of segments connected by flexible loops, on multiple scales. After tests on artificial data from lysozyme, we applied the method to the Methonococcus maripaludis chaperonin. We successfully refined its conformation from a closed-state initial model to an open-state final model using just one class-averaged projection. We also used Natural Moves to iteratively refine against heterogeneous projection images of Methonococcus maripaludis chaperonin in a mix of open and closed states. Our results suggest a general method for electron microscopy refinement specially suited to macromolecules with significant conformational flexibility. The algorithm is available in the program Methodologies for Optimization and Sampling In Computational Studies.
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Affiliation(s)
- Junjie Zhang
- Department of Structural Biology, Stanford University School of Medicine, D100 Fairchild Building, Stanford, CA 94305
| | - Peter Minary
- Department of Structural Biology, Stanford University School of Medicine, D100 Fairchild Building, Stanford, CA 94305
| | - Michael Levitt
- Department of Structural Biology, Stanford University School of Medicine, D100 Fairchild Building, Stanford, CA 94305
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