Applications of a bilateral denoising filter in biological electron microscopy

被引:87
作者
Jiang, W
Baker, ML
Wu, Q
Bajaj, C
Chiu, W
机构
[1] Baylor Coll Med, Verna & Marrs McLean Dept Biochem & Mol Biol, Houston, TX 77030 USA
[2] Univ Texas, Inst Computat Engn & Sci, Austin, TX 78712 USA
关键词
bilateral filter; denoising; electron cryomicroscopy; image processing; 3D reconstruction;
D O I
10.1016/j.jsb.2003.09.028
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
Due to the sensitivity of biological sample to the radiation damage, the low dose imaging conditions used for electron microscopy result in extremely noisy images. The processes of digitization, image alignment, and 3D reconstruction also introduce additional sources of noise in the final 3D structure. In this paper, we investigate the effectiveness of a bilateral denoising filter in various biological electron microscopy applications. In contrast to the conventional low pass filters, which inevitably smooth out both noise and structural features simultaneously, we found that bilateral filter holds a distinct advantage in being capable of effectively suppressing noise without blurring the high resolution details. In as much, we have applied this technique to individual micrographs, entire 3D reconstructions, segmented proteins, and tomographic reconstructions. (C) 2003 Elsevier Inc. All rights reserved.
引用
收藏
页码:114 / 122
页数:9
相关论文
共 25 条
[1]  
BAJAJ C, 2003, 301 ICES U TEX AUST
[2]   Anisotropic diffusion of surfaces and functions on surfaces [J].
Bajaj, CL ;
Xu, GL .
ACM TRANSACTIONS ON GRAPHICS, 2003, 22 (01) :4-32
[4]   Electron tomography: towards visualizing the molecular organization of the cytoplasm [J].
Baumeister, W .
CURRENT OPINION IN STRUCTURAL BIOLOGY, 2002, 12 (05) :679-684
[5]   Macromolecular electron microscopy in the era of structural genomics [J].
Baumeister, W ;
Steven, AC .
TRENDS IN BIOCHEMICAL SCIENCES, 2000, 25 (12) :624-631
[6]   Toward detecting and identifying macromolecules in a cellular context:: Template matching applied to electron tomograms [J].
Böhm, J ;
Frangakis, AS ;
Hegerl, R ;
Nickell, S ;
Typke, D ;
Baumeister, W .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (26) :14245-14250
[7]   Deriving folds of macromolecular complexes through electron cryomicroscopy and bioinformatics approaches [J].
Chiu, W ;
Baker, ML ;
Jiang, W ;
Zhou, ZH .
CURRENT OPINION IN STRUCTURAL BIOLOGY, 2002, 12 (02) :263-269
[8]   Noise reduction in electron tomographic reconstructions using nonlinear anisotropic diffusion [J].
Frangakis, AS ;
Hegerl, R .
JOURNAL OF STRUCTURAL BIOLOGY, 2001, 135 (03) :239-250
[9]   Single-particle imaging of macromolecules by cryo-electron microscopy [J].
Frank, J .
ANNUAL REVIEW OF BIOPHYSICS AND BIOMOLECULAR STRUCTURE, 2002, 31 :303-319
[10]   RADIATION-DAMAGE RELATIVE TO TRANSMISSION ELECTRON-MICROSCOPY OF BIOLOGICAL SPECIMENS AT LOW-TEMPERATURE - REVIEW [J].
GLAESER, RM ;
TAYLOR, KA .
JOURNAL OF MICROSCOPY, 1978, 112 (JAN) :127-138