Accelerated cryo-EM structure determination with parallelisation using GPUs in RELION-2

  1. Dari Kimanius
  2. Björn O Forsberg
  3. Sjors HW Scheres  Is a corresponding author
  4. Erik Lindahl  Is a corresponding author
  1. Stockholm University, Sweden
  2. MRC Laboratory of Molecular Biology,, United Kingdom

Abstract

By reaching near-atomic resolution for a wide range of specimens, single-particle cryo-EM structure determination is transforming structural biology. However, the necessary calculations come at increased computational costs, introducing a bottleneck that is currently limiting throughput and the development of new methods. Here, we present an implementation of the RELION image processing software that uses graphics processors (GPUs) to address the most computationally intensive steps of its cryo-EM structure determination workflow. Both image classification and high-resolution refinement have been accelerated more than an order-of-magnitude, and template-based particle selection has been accelerated two orders-of-magnitude on desktop hardware. Memory requirements on GPUs have been reduced to fit widely available hardware, and we show that the use of single precision arithmetic does not adversely affect results. This enables high-resolution cryo-EM structure determination in a matter of days on a single workstation.

Data availability

The following data sets were generated
The following previously published data sets were used
    1. Scheres SH
    (2014) Beta-galactosidase Falcon-II micrographs plus manually selected coordinates by Richard Henderson
    Publicly available at the EBI Electron Microscopy Pilot Image Archive (accession no: EMPIAR-10017).

Article and author information

Author details

  1. Dari Kimanius

    Department of Biochemistry and Biophysics, Science for Life Laboratory,, Stockholm University, Stockholm, Sweden
    Competing interests
    No competing interests declared.
  2. Björn O Forsberg

    Department of Biochemistry and Biophysics, Science for Life Laboratory, Stockholm University, Stockholm, Sweden
    Competing interests
    No competing interests declared.
  3. Sjors HW Scheres

    MRC Laboratory of Molecular Biology,, Cambridge, United Kingdom
    For correspondence
    scheres@mrc-lmb.cam.ac.uk
    Competing interests
    Sjors HW Scheres, Reviewing editor, eLife.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-0462-6540
  4. Erik Lindahl

    Department of Biochemistry and Biophysics, Science for Life Laboratory,, Stockholm University, Stockholm, Sweden
    For correspondence
    erik.lindahl@dbb.su.se
    Competing interests
    No competing interests declared.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-2734-2794

Funding

Medical Research Council (MC UP A025 1013)

  • Sjors HW Scheres

Vetenskapsrådet (2013-5901)

  • Erik Lindahl

Horizon 2020 (EINFRA-2015-1-675728)

  • Erik Lindahl

Swedish e-Science Research Centre

  • Erik Lindahl

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Copyright

© 2016, Kimanius et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 11,018
    views
  • 2,133
    downloads
  • 889
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Dari Kimanius
  2. Björn O Forsberg
  3. Sjors HW Scheres
  4. Erik Lindahl
(2016)
Accelerated cryo-EM structure determination with parallelisation using GPUs in RELION-2
eLife 5:e18722.
https://doi.org/10.7554/eLife.18722

Share this article

https://doi.org/10.7554/eLife.18722

Further reading

    1. Structural Biology and Molecular Biophysics
    Augustus J Lowry, Pengfei Liang ... Yang Zhang
    Research Article

    The calcium-activated TMEM16 proteins and the mechanosensitive/osmolarity-activated OSCA/TMEM63 proteins belong to the Transmembrane Channel/Scramblase (TCS) superfamily. Within the superfamily, OSCA/TMEM63 proteins, as well as TMEM16A and TMEM16B, are thought to function solely as ion channels. However, most TMEM16 members, including TMEM16F, maintain an additional function as scramblases, rapidly exchanging phospholipids between leaflets of the membrane. Although recent studies have advanced our understanding of TCS structure–function relationships, the molecular determinants of TCS ion and lipid permeation remain unclear. Here, we show that single mutations along the transmembrane helix (TM) 4/6 interface allow non-scrambling TCS members to permeate phospholipids. In particular, this study highlights the key role of TM 4 in controlling TCS ion and lipid permeation and offers novel insights into the evolution of the TCS superfamily, suggesting that, like TMEM16s, the OSCA/TMEM63 family maintains a conserved potential to permeate ions and phospholipids.

    1. Structural Biology and Molecular Biophysics
    Kate Huffer, Matthew CS Denley ... Kenton J Swartz
    Research Article

    Transient receptor potential (TRP) channels are a large and diverse family of tetrameric cation-selective channels that are activated by many different types of stimuli, including noxious heat or cold, organic ligands such as vanilloids or cooling agents, or intracellular Ca2+. Structures available for all subtypes of TRP channels reveal that the transmembrane domains are closely related despite their unique sensitivity to activating stimuli. Here, we use computational and electrophysiological approaches to explore the conservation of the cooling agent binding pocket identified within the S1–S4 domain of the Melastatin subfamily member TRPM8, the mammalian sensor of noxious cold, with other TRPM channel subtypes. We find that a subset of TRPM channels, including TRPM2, TRPM4, and TRPM5, contain pockets very similar to the cooling agent binding pocket in TRPM8. We then show how the cooling agent icilin modulates activation of mouse TRPM4 to intracellular Ca2+, enhancing the sensitivity of the channel to Ca2+ and diminishing outward-rectification to promote opening at negative voltages. Mutations known to promote or diminish activation of TRPM8 by cooling agents similarly alter activation of TRPM4 by icilin, suggesting that icilin binds to the cooling agent binding pocket to promote opening of the channel. These findings demonstrate that TRPM4 and TRPM8 channels share related ligand binding pockets that are allosterically coupled to opening of the pore.