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Title: LoTToR: An Algorithm for Missing-Wedge Correction of the Low-Tilt Tomographic 3D Reconstruction of a Single-Molecule Structure

Journal Article · · Scientific Reports
 [1];  [2];  [3];  [4];  [5];  [4];  [4];  [4]
  1. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). Molecular Foundry; Xi'an Univ. of Science and Technology (China)
  2. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). Molecular Foundry; Lanzhou Univ., Gansu (China)
  3. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). Molecular Foundry; Univ. of California, Berkeley, CA (United States)
  4. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). Molecular Foundry
  5. Beijing Normal Univ. (China)

A single-molecule three-dimensional (3D) structure is essential for understanding the thermal vibrations and dynamics as well as the conformational changes during the chemical reaction of macromolecules. Individual-particle electron tomography (IPET) is an approach for obtaining a snap-shot 3D structure of an individual macromolecule particle by aligning the tilt series of electron tomographic (ET) images of a targeted particle through a focused iterative 3D reconstruction method. The method can reduce the influence on the 3D reconstruction from large-scale image distortion and deformation. Due to the mechanical tilt limitation, 3D reconstruction often contains missing-wedge artifacts, presented as elongation and an anisotropic resolution. Here, we report a post-processing method to correct the missing-wedge artifact. This low-tilt tomographic reconstruction (LoTToR) method contains a model-free iteration process under a set of constraints in real and reciprocal spaces. A proof of concept is conducted by using the LoTToR on a phantom, i.e., a simulated 3D reconstruction from a low-tilt series of images, including that within a tilt range of ±15°. The method is validated by using both negative-staining (NS) and cryo-electron tomography (cryo-ET) experimental data. A significantly reduced missing-wedge artifact verifies the capability of LoTToR, suggesting a new tool to support the future study of macromolecular dynamics, fluctuation and chemical activity from the viewpoint of single-molecule 3D structure determination.

Research Organization:
Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Basic Energy Sciences (BES); National Institutes of Health (NIH); National Natural Science Foundation of China (NSFC)
Grant/Contract Number:
AC02-05CH11231; R01HL115153; R01 GM104427; 11504290
OSTI ID:
1659720
Journal Information:
Scientific Reports, Vol. 10, Issue 1; ISSN 2045-2322
Publisher:
Nature Publishing GroupCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 13 works
Citation information provided by
Web of Science

References (65)

IgG Antibody 3D Structures and Dynamics journal April 2018
Crystal structure of cholesteryl ester transfer protein reveals a long tunnel and four bound lipid molecules journal January 2007
Structure of an ABC transporter in complex with its binding protein journal February 2007
Determination of the fold of the core protein of hepatitis B virus by electron cryomicroscopy journal March 1997
Cryo-electron tomography in biology and medicine journal January 2009
Structural Plasticity of Neurexin 1α: Implications for its Role as Synaptic Organizer journal October 2018
An atomic model of HIV-1 capsid-SP1 reveals structures regulating assembly and maturation journal July 2016
HDL surface lipids mediate CETP binding as revealed by electron microscopy and molecular dynamics simulation journal March 2015
IPET and FETR: Experimental Approach for Studying Molecular Structure Dynamics by Cryo-Electron Tomography of a Single-Molecule Structure journal January 2012
Electron Tomography: A Three-Dimensional Analytic Tool for Hard and Soft Materials Research journal June 2015
Calsyntenin-3 Molecular Architecture and Interaction with Neurexin 1α journal October 2014
Electron tomography based on a total variation minimization reconstruction technique journal February 2012
Translocation of a specific premessenger ribonucleoprotein particle through the nuclear pore studied with electron microscope tomography journal May 1992
An Algorithm for Enhancing the Image Contrast of Electron Tomography journal November 2018
ICON: 3D reconstruction with ‘missing-information’ restoration in biological electron tomography journal July 2016
A new resolution criterion based on spectral signal-to-noise ratios journal January 1987
Electron tomography reveals diverse conformations of integrin αIIbβ3 in the active state journal June 2005
CTF determination and correction in electron cryotomography journal May 2006
Bias in peer review
  • Lee, Carole J.; Sugimoto, Cassidy R.; Zhang, Guo
  • Journal of the American Society for Information Science and Technology, Vol. 64, Issue 1 https://doi.org/10.1002/asi.22784
journal December 2012
Fully Mechanically Controlled Automated Electron Microscopic Tomography journal July 2016
DART: A Practical Reconstruction Algorithm for Discrete Tomography journal September 2011
3.2 Å structure of the copper-containing, oxygen-carrying protein Panulirus interruptus haemocyanin journal May 1984
3D Structural Fluctuation of IgG1 Antibody Revealed by Individual Particle Electron Tomography journal May 2015
Molecular Architecture of Contactin-associated Protein-like 2 (CNTNAP2) and Its Interaction with Contactin 2 (CNTN2) journal September 2016
Peptide-Conjugation Induced Conformational Changes in Human IgG1 Observed by Optimized Negative-Staining and Individual-Particle Electron Tomography journal January 2013
SPIDER and WEB: Processing and Visualization of Images in 3D Electron Microscopy and Related Fields journal January 1996
Characteristic views of E. coli and B. stearothermophilus 30S ribosomal subunits in the electron microscope. journal September 1985
Transmission electron microtomography without the “missing wedge” for quantitative structural analysis journal January 2007
A cylindrical specimen holder for electron cryo-tomography journal February 2014
Three-dimensional structure of a specific pre-messenger RNP particle established by electron microscope tomography journal February 1986
Optimal Determination of Particle Orientation, Absolute Hand, and Contrast Loss in Single-particle Electron Cryomicroscopy journal October 2003
Morphological variation of individual Escherichia coli 50S ribosomal subunits in situ, as revealed by cryo-electron tomography journal October 2004
Dual-axis target mapping and automated sequential acquisition of dual-axis EM tomographic data journal November 2009
Structure and Flexibility of Individual Immunoglobulin G Molecules in Solution journal March 2004
Determination of protein structure at 8.5Å resolution using cryo-electron tomography and sub-tomogram averaging journal December 2013
The correlation averaging of a regularly arranged bacterial cell envelope protein journal August 1982
Compensation of Missing Wedge Effects with Sequential Statistical Reconstruction in Electron Tomography journal October 2014
Reducing the missing wedge: High-resolution dual axis tomography of inorganic materials journal October 2006
Structural basis of the lipid transfer mechanism of phospholipid transfer protein (PLTP) journal September 2018
Optimized Negative Staining: a High-throughput Protocol for Examining Small and Asymmetric Protein Structure by Electron Microscopy journal January 2014
An optimized negative-staining protocol of electron microscopy for apoE4•POPC lipoprotein journal November 2009
Assessment of the Validity of the Double Superhelix Model for Reconstituted High Density Lipoproteins: A COMBINED COMPUTATIONAL-EXPERIMENTAL APPROACH journal October 2010
Maximum-Entropy Three-Dimensional Reconstruction with Deconvolution of the Contrast Transfer Function: A Test Application with Adenovirus journal November 1996
Characterization of Nucleosome Unwrapping within Chromatin Fibers Using Magnetic Tweezers journal July 2014
Structural basis of transfer between lipoproteins by cholesteryl ester transfer protein journal February 2012
Application of optimization technique to noncrystalline x-ray diffraction microscopy: Guided hybrid input-output method journal August 2007
Double-tilt electron tomography journal October 1995
Direct visualization of CaMKII at postsynaptic densities by electron microscopy tomography journal October 2012
Structure of a B-DNA dodecamer: conformation and dynamics. journal April 1981
Cryo-electron tomography of bacteria: progress, challenges and future prospects journal August 2009
Projections onto Convex Sets Super-Resolution Reconstruction Based on Point Spread Function Estimation of Low-Resolution Remote Sensing Images journal February 2017
MBIR: A cryo-ET 3D reconstruction method that effectively minimizes missing wedge artifacts and restores missing information journal May 2019
The orthogonal tilt reconstruction method: An approach to generating single-class volumes with no missing cone for ab initio reconstruction of asymmetric particles journal March 2006
Classification and 3D averaging with missing wedge correction in biological electron tomography☆ journal June 2008
High-resolution image recovery from image-plane arrays, using convex projections journal January 1989
Single-Molecule 3D Images of “Hole-Hole” IgG1 Homodimers by Individual-Particle Electron Tomography journal June 2019
Morphology and structure of lipoproteins revealed by an optimized negative-staining protocol of electron microscopy journal October 2010
Single-molecule 3D imaging of human plasma intermediate-density lipoproteins reveals a polyhedral structure journal March 2019
SPIDER image processing for single-particle reconstruction of biological macromolecules from electron micrographs journal October 2008
Perspectives of Molecular and Cellular Electron Tomography journal December 1997
Single versus dual-axis cryo-electron tomography of microtubules assembled in vitro: Limits and perspectives journal February 2013
Classification of electron sub-tomograms with neural networks and its application to template-matching journal June 2011
EMAN: Semiautomated Software for High-Resolution Single-Particle Reconstructions journal December 1999
The Bias Blind Spot: Perceptions of Bias in Self Versus Others journal March 2002
Structural Basis for GroEL-assisted Protein Folding from the Crystal Structure of (GroEL-KMgATP)14 at 2.0Å Resolution journal April 2003