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Locating Macromolecular Assemblies in Cells by 2D Template Matching with cisTEM

View ORCID ProfileBronwyn A. Lucas, View ORCID ProfileBenjamin A. Himes, View ORCID ProfileLiang Xue, View ORCID ProfileTimothy Grant, View ORCID ProfileJulia Mahamid, View ORCID ProfileNikolaus Grigorieff
doi: https://doi.org/10.1101/2021.04.20.440648
Bronwyn A. Lucas
1Howard Hughes Medical Institute, Janelia Research Campus, Ashburn, VA, United States
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Benjamin A. Himes
2Howard Hughes Medical Institute, RNA Therapeutics Institute, The University of Massachusetts Medical School, Worcester, MA, United States
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Liang Xue
3Structural and Computational Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
4Collaboration for joint PhD degree between EMBL and Heidelberg University, Faculty of Biosciences
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Timothy Grant
1Howard Hughes Medical Institute, Janelia Research Campus, Ashburn, VA, United States
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Julia Mahamid
3Structural and Computational Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
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Nikolaus Grigorieff
2Howard Hughes Medical Institute, RNA Therapeutics Institute, The University of Massachusetts Medical School, Worcester, MA, United States
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  • For correspondence: niko@grigorieff.org
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Abstract

Over the last decade, single-particle electron cryo-microscopy has become one of the main techniques contributing to the growing library of high-resolution structures of macromolecules and their assemblies. For a full understanding of molecular mechanisms, however, it is important to place them into the broader context of a cell. Traditionally, this context can be visualized in 3D by electron cryo-tomography, and more recently, has also been studied by template matching of 2D images of cells and viruses. A current limitation of the latter approach is the high computational cost that limits the throughput and widespread adoption of this method. We describe here a GPU-accelerated implementation of 2D template matching in the image processing software cisTEM that allows for easy scaling and improves the accessibility of this approach. We apply 2D template matching to identify ribosomes in images of frozen-hydrated Mycoplasma pneumoniae cells and demonstrate that it can function as a versatile tool for in situ visual proteomics and in situ structure determination. We compare the results with 3D template matching of tomograms acquired on identical sample locations. We identify strengths and weaknesses of both techniques which offer complementary information about target localization and identity.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • https://github.com/timothygrant80/cisTEM

Copyright 
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 April 21, 2021.
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Locating Macromolecular Assemblies in Cells by 2D Template Matching with cisTEM
Bronwyn A. Lucas, Benjamin A. Himes, Liang Xue, Timothy Grant, Julia Mahamid, Nikolaus Grigorieff
bioRxiv 2021.04.20.440648; doi: https://doi.org/10.1101/2021.04.20.440648
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Locating Macromolecular Assemblies in Cells by 2D Template Matching with cisTEM
Bronwyn A. Lucas, Benjamin A. Himes, Liang Xue, Timothy Grant, Julia Mahamid, Nikolaus Grigorieff
bioRxiv 2021.04.20.440648; doi: https://doi.org/10.1101/2021.04.20.440648

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