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Updated: Sep 3, 2025

Single Particle Cryo-Electron Microscopy: From Sample to Structure
Published on: May 29, 2021
CryoFold: determining protein structures and data-guided ensembles from cryo-EM density maps.
Mrinal Shekhar1, Genki Terashi2, Chitrak Gupta3,4
1Center for Biophysics and Quantitative Biology, Department of Biochemistry, NIH Center for Macromolecular Modeling and Bioinformatics, Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, Illinois, 61801, USA.
CryoFold determines protein structures from sequence using molecular dynamics and cryo-EM data. This method reveals diverse protein conformations, including rare ones, improving structural biology insights.
Area of Science:
- Structural biology
- Computational biology
- Biophysics
Background:
- Cryo-electron microscopy (EM) structural determination requires molecular modeling for refinement.
- Current ensemble modeling is computationally intensive and limited to small proteins.
Purpose of the Study:
- Introduce CryoFold, a novel pipeline for protein structure determination.
- Integrate cryo-EM density data with protein folding simulations.
Main Methods:
- Utilize molecular dynamics simulations guided by cryo-EM density data (3-5 Å resolution).
- Incorporate coarse-grained topological knowledge of protein folds.
- Employ a Python GUI for controlled data-guided protein folding.
Main Results:
- Successfully determined protein structures for systems ranging from 72 to 2000 residues.
- Identified ensembles of common low-energy models and rare, low-probability structures.
- Demonstrated broad applicability across membrane and multi-domain protein systems.
Conclusions:
- CryoFold enables direct protein structure determination from sequence and sparse density data.
- The method captures protein equilibrium distributions, including functionally relevant rare conformations.
- Established best practices for data-guided protein folding using CryoFold.
Related Concept Videos
Cryo-electron Microscopy
Protein Folding

