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A Bayesian approach to single-particle electron cryo-tomography in RELION-4.0

View ORCID ProfileJasenko Zivanov, View ORCID ProfileJoaquín Otón, View ORCID ProfileZunlong Ke, View ORCID ProfileKun Qu, View ORCID ProfileDustin Morado, View ORCID ProfileDaniel Castaño-Díez, Andriko von Kügelgen, View ORCID ProfileTanmay A. M. Bharat, View ORCID ProfileJohn A. G. Briggs, View ORCID ProfileSjors H. W. Scheres
doi: https://doi.org/10.1101/2022.02.28.482229
Jasenko Zivanov
1MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
2Laboratory of Biomedical Imaging (LIB), EPFL, Lausanne, Switzerland
3BioEM lab, Biozentrum, University of Basel, Switzerland
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  • ORCID record for Jasenko Zivanov
Joaquín Otón
1MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
4ALBA Synchrotron, Barcelona, Spain
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  • ORCID record for Joaquín Otón
Zunlong Ke
1MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
5Max Planck Institute of Biochemistry, Martinsried, Germany
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Kun Qu
1MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
5Max Planck Institute of Biochemistry, Martinsried, Germany
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  • ORCID record for Kun Qu
Dustin Morado
1MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
5Max Planck Institute of Biochemistry, Martinsried, Germany
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Daniel Castaño-Díez
3BioEM lab, Biozentrum, University of Basel, Switzerland
6Biofisika Institute (CSIC, UPV/EHU), Bilbao, Spain
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Andriko von Kügelgen
7Sir William Dunn School of Pathology, University of Oxford, Oxford, United Kingdom
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Tanmay A. M. Bharat
1MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
7Sir William Dunn School of Pathology, University of Oxford, Oxford, United Kingdom
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John A. G. Briggs
1MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
5Max Planck Institute of Biochemistry, Martinsried, Germany
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Sjors H. W. Scheres
1MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
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  • ORCID record for Sjors H. W. Scheres
  • For correspondence: scheres@mrc-lmb.cam.ac.uk
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Abstract

We present a new approach for macromolecular structure determination from multiple particles in electron cryo-tomography (cryo-ET) data sets. Whereas existing subtomogram averaging approaches are based on 3D data models, we propose to optimise a regularised likelihood target that approximates a function of the 2D experimental images. In addition, analogous to Bayesian polishing and CTF refinement in single-particle analysis, we describe approaches that exploit the increased signal-to-noise ratio in the averaged structure to optimise tilt series alignments, beam-induced motions of the particles throughout the tilt series acquisition, defoci of the individual particles, as well as higher-order optical aberrations of the microscope. Implementation of our approaches in the open-source software package RELION aims to facilitate their general use, in particular for those researchers who are already familiar with its single-particle analysis tools. We illustrate for two cases that our approaches allow structure determination from cryo-ET data to resolutions sufficient for de novo atomic modelling.

Competing Interest Statement

The authors have declared no competing interest.

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Posted February 28, 2022.
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A Bayesian approach to single-particle electron cryo-tomography in RELION-4.0
Jasenko Zivanov, Joaquín Otón, Zunlong Ke, Kun Qu, Dustin Morado, Daniel Castaño-Díez, Andriko von Kügelgen, Tanmay A. M. Bharat, John A. G. Briggs, Sjors H. W. Scheres
bioRxiv 2022.02.28.482229; doi: https://doi.org/10.1101/2022.02.28.482229
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A Bayesian approach to single-particle electron cryo-tomography in RELION-4.0
Jasenko Zivanov, Joaquín Otón, Zunlong Ke, Kun Qu, Dustin Morado, Daniel Castaño-Díez, Andriko von Kügelgen, Tanmay A. M. Bharat, John A. G. Briggs, Sjors H. W. Scheres
bioRxiv 2022.02.28.482229; doi: https://doi.org/10.1101/2022.02.28.482229

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