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

被引:43
作者
Yin, ZH
Zheng, YL
Doerschuk, PC
Natarajan, P
Johnson, JE
机构
[1] Purdue Univ, Sch Elect & Comp Engn, W Lafayette, IN 47907 USA
[2] Purdue Univ, Dept Biomed Engn, W Lafayette, IN 47907 USA
[3] Scripps Res Inst, Dept Mol Biol, La Jolla, CA 92037 USA
关键词
D O I
10.1016/j.jsb.2003.09.023
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
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. (C) 2003 Elsevier Inc. All rights reserved.
引用
收藏
页码:24 / 50
页数:27
相关论文
共 40 条
[1]   Special issue: Advances in computational image processing for microscopy [J].
Aebi, U ;
Carragher, B ;
Smith, PR .
JOURNAL OF STRUCTURAL BIOLOGY, 1996, 116 (01) :1-1
[2]  
ALTMANN SL, 1957, P CAMB PHILOS SOC, V53, P343
[3]  
[Anonymous], BIOPHYSICAL ELECT MI
[4]  
[Anonymous], 1973, ADV OPITCAL ELECT MI
[5]   Adding the third dimension to virus life cycles: Three-dimensional reconstruction of icosahedral viruses from cryo-electron micrographs [J].
Baker, TS ;
Olson, NH ;
Fuller, SD .
MICROBIOLOGY AND MOLECULAR BIOLOGY REVIEWS, 1999, 63 (04) :862-+
[6]   Determination of the fold of the core protein of hepatitis B virus ky electron cryomicroscopy [J].
Bottcher, B ;
Wynne, SA ;
Crowther, RA .
NATURE, 1997, 386 (6620) :88-91
[7]   Large conformational changes in the maturation of a simple RNA virus, Nudaurelia capensis ω virus (NωV) [J].
Canady, MA ;
Tihova, M ;
Hanzlik, TN ;
Johnson, JE ;
Yeager, M .
JOURNAL OF MOLECULAR BIOLOGY, 2000, 299 (03) :573-584
[8]  
Davis P, 1984, Methods of Numerical Integration, VSecond
[9]   Ab initio reconstruction and experimental design for cryo electron microscopy [J].
Doerschuk, PC ;
Johnson, JE .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2000, 46 (05) :1714-1729
[10]  
EARL A., 1955, THEORY ORDINARY DIFF