ACE: automated CTF estimation.

We present a completely automated algorithm for estimating the parameters of the contrast transfer function (CTF) of a transmission electron microscope. The primary contribution of this paper is the determination of the astigmatism prior to the estimation of the CTF parameters. The CTF parameter estimation is then reduced to a 1D problem using elliptical averaging. We have also implemented an automated method to calculate lower and upper cutoff frequencies to eliminate regions of the power spectrum which perturb the estimation of the CTF parameters. The algorithm comprises three optimization subproblems, two of which are proven to be convex. Results of the CTF estimation method are presented for images of carbon support films as well as for images of single particles embedded in ice and suspended over holes in the support film. A MATLAB implementation of the algorithm, called ACE, is freely available.

[1]  F. Thon,et al.  Phase Contrast Electron Microscopy , 1971 .

[2]  J Pulokas,et al.  Leginon: a system for fully automated acquisition of 1000 electron micrographs a day. , 1999, Ultramicroscopy.

[3]  Robert C. Bolles,et al.  Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography , 1981, CACM.

[4]  Hiroyuki Sasabe,et al.  A set of computer programs for determining defocus and astigmatism in electron images , 1996 .

[5]  N. Grigorieff,et al.  Accurate determination of local defocus and specimen tilt in electron microscopy. , 2003, Journal of structural biology.

[6]  Thomas F. Coleman,et al.  An Interior Trust Region Approach for Nonlinear Minimization Subject to Bounds , 1993, SIAM J. Optim..

[7]  John J. Bozzola,et al.  Electron microscopy : principles and techniques for biologists , 1992 .

[8]  J. Frank,et al.  Three-dimensional reconstruction with contrast transfer function correction from energy-filtered cryoelectron micrographs: procedure and application to the 70S Escherichia coli ribosome. , 1997, Journal of structural biology.

[9]  J Pulokas,et al.  Leginon: an automated system for acquisition of images from vitreous ice specimens. , 2000, Journal of structural biology.

[10]  J Frank,et al.  A study of heavy-light atom discrimination in bright-field electron microscopy using the computer. , 1972, Biophysical journal.

[11]  H. Stark,et al.  Automatic CTF correction for single particles based upon multivariate statistical analysis of individual power spectra. , 2003, Journal of structural biology.

[12]  Matthew L. Baker,et al.  A 9 Å single particle reconstruction from CCD captured images on a 200 kV electron cryomicroscope , 2004 .

[13]  J M Carazo,et al.  A method for estimating the CTF in electron microscopy based on ARMA models and parameter adjustment. , 2003, Ultramicroscopy.

[14]  Peter Hawkes,et al.  The Electron Microscope as a Structure Projector , 2007 .

[15]  J. Lepault,et al.  Structure of purple membrane from halobacterium halobium: recording, measurement and evaluation of electron micrographs at 3.5 Å resolution , 1986 .

[16]  S Subramaniam,et al.  Automated data collection with a Tecnai 12 electron microscope: applications for molecular imaging by cryomicroscopy. , 2001, Journal of structural biology.

[17]  Pawel A Penczek,et al.  Automated determination of parameters describing power spectra of micrograph images in electron microscopy. , 2003, Journal of structural biology.

[18]  José-Jesús Fernández,et al.  A spectral estimation approach to contrast transfer function detection in electron microscopy , 1997 .

[19]  J. Frank Three-Dimensional Electron Microscopy of Macromolecular Assemblies , 2006 .

[20]  W Chiu,et al.  Fourier amplitude decay of electron cryomicroscopic images of single particles and effects on structure determination. , 2001, Journal of structural biology.

[21]  R. H. Wade A brief look at imaging and contrast transfer , 1992 .

[22]  Kenneth H. Downing,et al.  Analysis of photographic emulsions for electron microscopy of two-dimensional crystalline specimens , 1982 .

[23]  W Chiu,et al.  Prospects for using an IVEM with a FEG for imaging macromolecules towards atomic resolution. , 1993, Ultramicroscopy.

[24]  R A Milligan,et al.  Automated identification of filaments in cryoelectron microscopy images. , 2001, Journal of structural biology.

[25]  D H Bamford,et al.  Bacteriophage phi 6 envelope elucidated by chemical cross-linking, immunodetection, and cryoelectron microscopy. , 1992, Virology.

[26]  John F. Canny,et al.  A Computational Approach to Edge Detection , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[27]  W Chiu,et al.  EMAN: semiautomated software for high-resolution single-particle reconstructions. , 1999, Journal of structural biology.

[28]  N. Unwin,et al.  Contrast transfer for frozen-hydrated specimens: determination from pairs of defocused images. , 1988, Ultramicroscopy.

[29]  R. Wade,et al.  Electron microscope transfer functions for partially coherent axial illumination and chromatic defocus spread , 1977 .

[30]  Thomas F. Coleman,et al.  A Reflective Newton Method for Minimizing a Quadratic Function Subject to Bounds on Some of the Variables , 1992, SIAM J. Optim..

[31]  Robert C. Bolles,et al.  Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography , 1981, CACM.