Cryo-Electron Tomography and Subtomogram Averaging.

Cryo-electron tomography (cryo-ET) allows 3D volumes to be reconstructed from a set of 2D projection images of a tilted biological sample. It allows densities to be resolved in 3D that would otherwise overlap in 2D projection images. Cryo-ET can be applied to resolve structural features in complex native environments, such as within the cell. Analogous to single-particle reconstruction in cryo-electron microscopy, structures present in multiple copies within tomograms can be extracted, aligned, and averaged, thus increasing the signal-to-noise ratio and resolution. This reconstruction approach, termed subtomogram averaging, can be used to determine protein structures in situ. It can also be applied to facilitate more conventional 2D image analysis approaches. In this chapter, we provide an introduction to cryo-ET and subtomogram averaging. We describe the overall workflow, including tomographic data collection, preprocessing, tomogram reconstruction, subtomogram alignment and averaging, classification, and postprocessing. We consider theoretical issues and practical considerations for each step in the workflow, along with descriptions of recent methodological advances and remaining limitations.

[1]  V. Lučić,et al.  Electron cryotomography of vitrified cells with a Volta phase plate. , 2015, Journal of structural biology.

[2]  Friedrich Förster,et al.  TOM software toolbox: acquisition and analysis for electron tomography. , 2005, Journal of structural biology.

[3]  S. Scheres,et al.  Advances in Single-Particle Electron Cryomicroscopy Structure Determination applied to Sub-tomogram Averaging , 2015, Structure.

[4]  Mark Horowitz,et al.  Alignment of cryo-electron tomography datasets. , 2010, Methods in enzymology.

[5]  Steven J Ludtke,et al.  Single Particle Tomography in EMAN2 , 2012, Microscopy and Microanalysis.

[6]  G J Jensen,et al.  Alignment error envelopes for single particle analysis. , 2001, Journal of structural biology.

[7]  José-Jesús Fernández,et al.  A spectral estimation approach to contrast transfer function detection in electron microscopy , 1997 .

[8]  J. Frank Three-Dimensional Electron Microscopy of Macromolecular Assemblies: Visualization of Biological Molecules in Their Native State , 1996 .

[9]  Norman E. Davey,et al.  Cryo-Electron Tomography of Marburg Virus Particles and Their Morphogenesis within Infected Cells , 2011, PLoS biology.

[10]  J Pulokas,et al.  Leginon: an automated system for acquisition of images from vitreous ice specimens. , 2000, Journal of structural biology.

[11]  Guillermo Sapiro,et al.  Protein secondary structure determination by constrained single-particle cryo-electron tomography. , 2012, Structure.

[12]  A. Bartesaghi,et al.  Molecular Architectures of Trimeric SIV and HIV-1 Envelope Glycoproteins on Intact Viruses: Strain-Dependent Variation in Quaternary Structure , 2010, PLoS pathogens.

[13]  Bernd Rieger,et al.  Fast, spatially varying CTF correction in TEM. , 2012, Ultramicroscopy.

[14]  K. D. van der Mast,et al.  An autofocus method for a TEM , 1987 .

[15]  Achilleas S Frangakis,et al.  Super-sampling SART with ordered subsets. , 2014, Journal of structural biology.

[16]  Philipp Slusallek,et al.  Progressive Stochastic Reconstruction Technique (PSRT) for cryo electron tomography. , 2015, Journal of structural biology.

[17]  W. O. Saxton,et al.  Three-dimensional reconstruction of imperfect two-dimensional crystals. , 1984, Ultramicroscopy.

[18]  Christopher R Booth,et al.  Methods for aligning and for averaging 3D volumes with missing data. , 2008, Journal of structural biology.

[19]  Peijun Zhang Correlative cryo-electron tomography and optical microscopy of cells. , 2013, Current opinion in structural biology.

[20]  G Sapiro,et al.  Classification and 3D averaging with missing wedge correction in biological electron tomography. , 2008, Journal of structural biology.

[21]  Friedrich Förster,et al.  Structure determination in situ by averaging of tomograms. , 2007, Methods in cell biology.

[22]  John W Sedat,et al.  UCSF tomography: an integrated software suite for real-time electron microscopic tomographic data collection, alignment, and reconstruction. , 2007, Journal of structural biology.

[23]  A. Cheng,et al.  Movies of ice-embedded particles enhance resolution in electron cryo-microscopy. , 2012, Structure.

[24]  Achilleas S Frangakis,et al.  Alignator: a GPU powered software package for robust fiducial-less alignment of cryo tilt-series. , 2010, Journal of structural biology.

[25]  W. Wriggers,et al.  Fast rotational matching. , 2002, Acta crystallographica. Section D, Biological crystallography.

[26]  J. McIntosh,et al.  The Molecular Architecture of Axonemes Revealed by Cryoelectron Tomography , 2006, Science.

[27]  F. Förster,et al.  Identification of macromolecular complexes in cryoelectron tomograms of phantom cells , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[28]  Yuxiang Chen,et al.  PyTom: a python-based toolbox for localization of macromolecules in cryo-electron tomograms and subtomogram analysis. , 2012, Journal of structural biology.

[29]  M. Valle,et al.  Averaging of electron subtomograms and random conical tilt reconstructions through likelihood optimization. , 2009, Structure.

[30]  Yuxiang Chen,et al.  Fast and accurate reference-free alignment of subtomograms. , 2013, Journal of structural biology.

[31]  G. Jensen,et al.  Defocus-gradient corrected back-projection. , 2000, Ultramicroscopy.

[32]  Yuxiang Chen,et al.  Autofocused 3D classification of cryoelectron subtomograms. , 2014, Structure.

[33]  V. Lučić,et al.  Cryo-electron tomography: The challenge of doing structural biology in situ , 2013, The Journal of cell biology.

[34]  Shoh M. Asano,et al.  A molecular census of 26S proteasomes in intact neurons , 2015, Science.

[35]  M. Radermacher Weighted Back-Projection Methods , 2007 .

[36]  Achilleas S. Frangakis,et al.  Denoising of Electron Tomograms , 2007 .

[37]  Norman E. Davey,et al.  Structure of the immature retroviral capsid at 8 Å resolution by cryo-electron microscopy , 2012, Nature.

[38]  G. Herman,et al.  Algebraic reconstruction techniques (ART) for three-dimensional electron microscopy and x-ray photography. , 1970, Journal of theoretical biology.

[39]  Renmin Han,et al.  A novel fully automatic scheme for fiducial marker-based alignment in electron tomography. , 2015, Journal of structural biology.

[40]  N. Grigorieff,et al.  CTFFIND4: Fast and accurate defocus estimation from electron micrographs , 2015, bioRxiv.

[41]  J. J. Fernández,et al.  CTF determination and correction in electron cryotomography. , 2006, Ultramicroscopy.

[42]  Clara Franzini-Armstrong,et al.  Tomographic 3D Reconstruction of Quick-Frozen, Ca2+-Activated Contracting Insect Flight Muscle , 1999, Cell.

[43]  Sjoerd Stallinga,et al.  A fast algorithm for computing and correcting the CTF for tilted, thick specimens in TEM. , 2011, Ultramicroscopy.

[44]  A S Frangakis,et al.  Toward detecting and identifying macromolecules in a cellular context: template matching applied to electron tomograms. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[45]  A. Bartesaghi,et al.  2.2 Å resolution cryo-EM structure of β-galactosidase in complex with a cell-permeant inhibitor , 2015, Science.

[46]  N. Grigorieff,et al.  Accurate determination of local defocus and specimen tilt in electron microscopy. , 2003, Journal of structural biology.

[47]  Michael Stölken,et al.  Maximum likelihood based classification of electron tomographic data. , 2011, Journal of structural biology.

[48]  M. Kawasaki,et al.  Convenient contrast enhancement by a hole-free phase plate. , 2012, Ultramicroscopy.

[49]  Sami Sebastian Brandt Markerless Alignment in Electron Tomography , 2007 .

[50]  A. Kak,et al.  Simultaneous Algebraic Reconstruction Technique (SART): A Superior Implementation of the Art Algorithm , 1984, Ultrasonic imaging.

[51]  A. Verkleij,et al.  Automated high‐throughput electron tomography by pre‐calibration of image shifts , 2002, Journal of microscopy.

[52]  V. Rybin,et al.  An organized co-assembly of clathrin adaptors is essential for endocytosis. , 2015, Developmental cell.

[53]  R. Schekman,et al.  The structure of the COPII transport-vesicle coat assembled on membranes , 2013, eLife.

[54]  J. Briggs Structural biology in situ--the potential of subtomogram averaging. , 2013, Current opinion in structural biology.

[55]  J. Briggs,et al.  Determination of protein structure at 8.5Å resolution using cryo-electron tomography and sub-tomogram averaging. , 2013, Journal of structural biology.

[56]  D. J. De Rosier,et al.  Reconstruction of Three Dimensional Structures from Electron Micrographs , 1968, Nature.

[57]  John M Heumann,et al.  Clustering and variance maps for cryo-electron tomography using wedge-masked differences. , 2011, Journal of structural biology.

[58]  Jose-Maria Carazo,et al.  An introduction to maximum-likelihood methods in cryo-EM. , 2010, Methods in enzymology.

[59]  J M Carazo,et al.  3D reconstruction in electron microscopy using ART with smooth spherically symmetric volume elements (blobs). , 1998, Ultramicroscopy.

[60]  F. Förster,et al.  Structure of the native Sec61 protein-conducting channel , 2015, Nature Communications.

[61]  Tal Yahav,et al.  Cryo-electron tomography: gaining insight into cellular processes by structural approaches. , 2011, Current opinion in structural biology.

[62]  Wah Chiu,et al.  Zernike phase contrast cryo-electron microscopy and tomography for structure determination at nanometer and subnanometer resolutions. , 2010, Structure.

[63]  P. Gilbert Iterative methods for the three-dimensional reconstruction of an object from projections. , 1972, Journal of theoretical biology.

[64]  J. Briggs,et al.  Contrast transfer function correction applied to cryo-electron tomography and sub-tomogram averaging , 2009, Journal of structural biology.

[65]  Michael F Schmid,et al.  Single-particle electron cryotomography (cryoET). , 2011, Advances in protein chemistry and structural biology.

[66]  J. Briggs,et al.  Implementation of a cryo-electron tomography tilt-scheme optimized for high resolution subtomogram averaging , 2017, Journal of structural biology.

[67]  J. Briggs,et al.  Structure and assembly of immature HIV , 2009, Proceedings of the National Academy of Sciences.

[68]  J. Briggs,et al.  Structural dissection of Ebola virus and its assembly determinants using cryo-electron tomography , 2012, Proceedings of the National Academy of Sciences.

[69]  Yuxiang Chen,et al.  Iterative reconstruction of cryo-electron tomograms using nonuniform fast Fourier transforms. , 2014, Journal of structural biology.

[70]  A. C. Riddle,et al.  Inversion of Fan-Beam Scans in Radio Astronomy , 1967 .

[71]  W. Baumeister,et al.  Volta potential phase plate for in-focus phase contrast transmission electron microscopy , 2014, Proceedings of the National Academy of Sciences.

[72]  Marina V. Rodnina,et al.  Structure of the E. coli ribosome–EF-Tu complex at <3 Å resolution by Cs-corrected cryo-EM , 2015, Nature.

[73]  J R Kremer,et al.  Computer visualization of three-dimensional image data using IMOD. , 1996, Journal of structural biology.

[74]  D. Mastronarde,et al.  CTF determination and correction for low dose tomographic tilt series. , 2009, Journal of structural biology.

[75]  Friedrich Förster,et al.  Classification of cryo-electron sub-tomograms using constrained correlation. , 2008, Journal of structural biology.

[76]  Daniel Castaño-Díez,et al.  Dynamo: a flexible, user-friendly development tool for subtomogram averaging of cryo-EM data in high-performance computing environments. , 2012, Journal of structural biology.

[77]  J. Briggs,et al.  An atomic model of HIV-1 capsid-SP1 reveals structures regulating assembly and maturation , 2016, Science.

[78]  Nikolaus Grigorieff,et al.  Measuring the optimal exposure for single particle cryo-EM using a 2.6 Å reconstruction of rotavirus VP6 , 2015, eLife.

[79]  Sjors H W Scheres,et al.  Classification of structural heterogeneity by maximum-likelihood methods. , 2010, Methods in enzymology.

[80]  David N Mastronarde,et al.  Automated electron microscope tomography using robust prediction of specimen movements. , 2005, Journal of structural biology.

[81]  Lori A. Passmore,et al.  Ultrastable gold substrates for electron cryomicroscopy , 2014, Science.

[82]  F. Förster,et al.  Retrovirus envelope protein complex structure in situ studied by cryo-electron tomography. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[83]  Lei Zhang,et al.  IPET and FETR: Experimental Approach for Studying Molecular Structure Dynamics by Cryo-Electron Tomography of a Single-Molecule Structure , 2012, PloS one.

[84]  A. Cheng,et al.  Beam-induced motion of vitrified specimen on holey carbon film. , 2012, Journal of structural biology.

[85]  Philipp Slusallek,et al.  On geometric artifacts in cryo electron tomography. , 2016, Ultramicroscopy.

[86]  Reiner Hegerl,et al.  Towards automatic electron tomography , 1992 .

[87]  Frank Alber,et al.  High-throughput subtomogram alignment and classification by Fourier space constrained fast volumetric matching. , 2012, Journal of structural biology.

[88]  Radostin Danev,et al.  Zernike phase contrast cryo-electron tomography. , 2010, Journal of structural biology.

[89]  D. Agard,et al.  Electron counting and beam-induced motion correction enable near atomic resolution single particle cryoEM , 2013, Nature Methods.