Subtomogram alignment by adaptive Fourier coefficient thresholding

被引:22
作者
Amat, Fernando [1 ]
Comolli, Luis R. [2 ]
Moussavi, Farshid [1 ]
Smit, John [3 ]
Downing, Kenneth H. [2 ]
Horowitz, Mark [1 ]
机构
[1] Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
[2] Lawrence Berkeley Natl Labs, Div Life Sci, Berkeley, CA USA
[3] Univ British Columbia, Inst Life Sci, Dept Microbiol & Immunol, Vancouver, BC V5Z 1M9, Canada
关键词
Electron tomography; Subtomogram averaging; Thresholding; Constrained cross-correlation; MOLECULAR ARCHITECTURE; ELECTRON; 3D; CLASSIFICATION; RECONSTRUCTION; TOMOGRAPHY; REFINEMENT;
D O I
10.1016/j.jsb.2010.05.013
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
070307 [化学生物学]; 071010 [生物化学与分子生物学];
摘要
In the past few years, three-dimensional (3D) subtomogram alignment has become an important tool in cryo-electron tomography (CET). This technique allows one to produce higher resolution images of structures which can not be reconstructed using single-particle methods. Building on previous work, we present a new dissimilarity measure between subtomograms that works well for the noisy images that often occur in CET images. A technique that is more robust to noise provides the ability to analyze macromolecules in thicker samples such as whole cells or lower the defocus in thinner samples to push the first zero of the Contrast Transfer Function (CTF). Our method, Threshold Constrained Cross-Correlation (TCCC), uses statistics of the noise to automatically select only a small percentage of the Fourier coefficients to compute the cross-correlation, which has two main advantages: first, it reduces the influence of the noise by looking at only those peaks dominated by signal; and second, it avoids the missing wedge normalization problem since we consider the same number of coefficients for all possible pairs of subtomograms. We present results with synthetic and real data to compare our approach with other existing methods under different SNR and missing wedge conditions, and show that TCCC improves alignment results for datasets with SNR < 0.1. We have made our source code freely available for the community. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:332 / 344
页数:13
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