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PMID: 14643207 Published · ppublish English Journal Article Research Support, U.S. Gov't, Non-P.H.S. Research Support, U.S. Gov't, P.H.S.

A statistical approach to computer processing of cryo-electron microscope images: virion classification and 3-D reconstruction.

Journal of structural biology ·Vol. 144 ·No. 1-2 ·2003-00-00 ·Pages 24-50

Yin Z, Zheng Y, Doerschuk PC, Natarajan P, Johnson JE

Abstract

The scattering density of the virus is represented as a truncated weighted sum of orthonormal basis functions in spherical coordinates, where the angular dependence of each basis function has icosahedral symmetry. A statistical model of the image formation process is proposed and the maximum likelihood estimation method computed by an expectation-maximization algorithm is used to estimate the weights in the sum and thereby compute a 3-D reconstruction of the virus particle. If multiple types of virus particle are represented in the boxed images then multiple 3-D reconstructions are computed simultaneously without first requiring that the type of particle shown in each boxed image be determined. Examples of the procedure are described for viruses with known structure: (1). 3-D reconstruction of Flockhouse Virus from experimental images, (2). 3-D reconstruction of the capsid of Nudaurelia Omega Capensis Virus from synthetic images, and (3). 3-D reconstruction of both the capsid and the procapsid of Nudaurelia Omega Capensis Virus from a mixture of unclassified synthetic images.

MeSH Terms
Algorithms Capsid/chemistry Cryoelectron Microscopy/methods Image Processing, Computer-Assisted/methods Likelihood Functions Models, Statistical Normal Distribution RNA Viruses/genetics Scattering, Radiation Virion/chemistry X-Rays
Authors & Affiliations
5 authors, click to expand affiliations / ORCID
Yin Zhye
Purdue University, School of Electrical and Computer Engineering, 465 Northwestern Avenue, West Lafayette, IN 47907-2035, USA. zhye@ecn.purdue.edu
Zheng Yili
Doerschuk Peter C
Natarajan Padmaja
Johnson John E
Article Info
Journal
Journal of structural biology
Abbr.
J Struct Biol
ISSN
1047-8477
Published
2003-00-00
Pages
24-50
Language
English
Region
United States
NLM ID
9011206
Subset
IM
Grants
NIBIB NIH HHS · 1R01EB000432-01 · United States
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