FIRT : filtered iterative reconstruction technique with information restoration
(In collaboration with Prof. Fa Zhang, Institute of Computation Technology, CAS)
Electron tomography (ET) combining subsequent sub-volume averaging has been becoming a unique way to study the in-situ 3D structures of macromolecular complexes. However, information missing in electron tomography due to limited angular sampling is still the bottleneck in high-resolution electron tomography application. Based on the understanding of smooth nature of biological specimen, we developed a new iterative image reconstruction algorithm, FIRT (filtered iterative reconstruction technique) for electron tomography by combining the algebra reconstruction technique (ART) and the nonlinear diffusion (ND) filter technique. In comparison to ART and weight back projection method, FIRT could generate a better reconstruction with reduced ray artifacts and significant improved correlation with ground truth (for simulated data). Furthermore, FIRT could partially restore the information at the non-sampled angular region, which will be subsequently useful for both cellular and molecular ET with better quality and improved structural details.
Reference:
Chen Y., Zhang Y., Zhang K.*, Deng Y., Zhang F.* and Sun F.* (2016), FIRT: filtered iterative reconstruction technique with information restoration. Journal of Structural Biology 195(1) : 49-61. doi: 10.1016/j.jsb.2016.04.015.
(Changes of this version : 1. The cross-validation procedure was further improved with an automatic determination of the verification resolution. 2. A preprocessing procedure containing mode subtraction and thickness-related normalization was added. 3. A program for verification filtering in Fourier domain was added.)
(Changes of this version : 1. The help information was updated for better description. 2. Fix the errors when reading some MRC files with non-consistent head.)
International Workshop of 3D Molecular Imaging by Cryo-Electron Microscopy, Third K. H. Kuo Summer School of Electron Microscopy and Crystallography in 2010.
International Workshop of Advanced Image Processing of Cryo-Electron Microscopy, 2013
Get acquainted with Cryo-Electron Microscopy: First Chinese Workshop for Structural Biologists, 2015
International Workshop of Advanced Image Processing of Cryo-Electron Microscopy, 2015
Instutions
Instutions
Institute of Biophysics, Chinese Academy of Sciences
The Scripps Research Institute
Max Planck Institute of Biochemistry
Database
Database
National Center for Biotechnology Information(NCBI)
Protein Data Bank
The Electron Microscopy Data Bank
ExPASy Proteomics Server
Pfam
3D EM
3DEM
Tools and Softwars
Tools and Softwars
CCP4
CCP-EM
MOLE 2.0 (characterization of channels and pores in protein complex)