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Related Concept Videos

Cryo-electron Microscopy01:28

Cryo-electron Microscopy

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Conventional electron microscopy (EM) involves dehydration, fixation, and staining of biological samples, which distorts the native state of biological molecules and results in several artifacts. Also, the high-energy electron beam damages the sample and makes it difficult to obtain high-resolution images. These issues can be addressed using cryo-EM, which uses frozen samples and gentler electron beams. The technique was developed by Jacques Dubochet, Joachim Frank, and Richard Henderson, for...
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A Robust Single-Particle Cryo-Electron Microscopy cryo-EM Processing Workflow with cryoSPARC, RELION, and Scipion
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Cloud computing platforms to support cryo-EM structure determination.

Yilai Li1, Michael A Cianfrocco1

  • 1Life Sciences Institute & Department of Biological Chemistry, University of Michigan, Ann Arbor, MI, USA.

Trends in Biochemical Sciences
|December 13, 2021
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Summary

Single-particle cryo-electron microscopy (cryo-EM) needs strong computational resources. This work explores cloud computing for cryo-EM, proposing a hybrid workflow to improve accessibility and integration.

Keywords:
cloud computingcryo-EM

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Area of Science:

  • Structural Biology
  • Computational Biology
  • Biophysics

Background:

  • Single-particle cryo-electron microscopy (cryo-EM) is a powerful technique for determining protein structures at near-atomic resolution.
  • The increasing demand for cryo-EM data processing necessitates scalable and accessible computational infrastructure.
  • Current computational resources may present bottlenecks for widespread adoption and advanced analysis.

Purpose of the Study:

  • To review the current cloud computing landscape relevant to cryo-electron microscopy.
  • To envision a hybrid computational workflow integrating cloud and local resources for cryo-EM.
  • To provide recommendations for the cryo-EM community to facilitate cloud integration.

Main Methods:

  • Review of existing cloud computing platforms and services.
  • Analysis of the requirements for cryo-EM data processing pipelines.
  • Conceptualization of a hybrid computing model combining on-premises and cloud resources.

Main Results:

  • The cloud computing landscape offers diverse solutions for scalable cryo-EM data processing.
  • A hybrid workflow can balance computational demands, cost-effectiveness, and data security.
  • Key considerations for implementation include data transfer, software compatibility, and cost management.

Conclusions:

  • Cloud computing presents a viable and scalable solution to meet the growing computational demands of cryo-EM.
  • A hybrid approach offers flexibility and efficiency for cryo-EM workflows.
  • Community adoption of cloud-integrated workflows will enhance the accessibility and impact of cryo-EM.