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Updated: May 15, 2025

Structure of HIV-1 Capsid Assemblies by Cryo-electron Microscopy and Iterative Helical Real-space Reconstruction
Published on: August 9, 2011
DEMO-EMol: modeling protein-nucleic acid complex structures from cryo-EM maps by coupling chain assembly with map
Ziying Zhang1, Liang Xu1, Shuai Zhang1
1College of Information Engineering, Zhejiang University of Technology, Hangzhou 310023, China.
DEMO-EMol accurately models protein-nucleic acid complexes from cryo-electron microscopy (cryo-EM) data. This deep learning tool enhances atomic structure determination by integrating map segmentation and chain fitting for superior complex assembly.
Area of Science:
- Structural Biology
- Biophysics
- Computational Biology
Background:
- Accurate atomic structure determination of macromolecular complexes is essential for understanding biological function.
- Cryo-electron microscopy (cryo-EM) is a powerful technique for visualizing these structures, but modeling complexes remains challenging.
Purpose of the Study:
- To introduce DEMO-EMol, an improved computational server for accurate atomic structure modeling of protein-nucleic acid complexes from cryo-EM data.
- To enhance the assembly of complex structures by integrating deep learning-based segmentation and chain fitting.
Main Methods:
- DEMO-EMol utilizes deep learning for segmenting protein and nucleic acid regions within cryo-EM density maps.
- The server assembles complex structures by fitting independently modeled chains into segmented maps, followed by domain-level refinement.
- Quality assessments at overall and residue levels are provided for the assembled models.
Main Results:
- DEMO-EMol demonstrated superior performance in modeling both protein-nucleic acid and protein-protein complexes compared to existing state-of-the-art methods.
- The server's effectiveness was validated across a diverse benchmark set of cryo-EM maps with varying resolutions (1.96–12.77 Å).
Conclusions:
- DEMO-EMol significantly improves the accuracy and efficiency of atomic structure modeling for macromolecular complexes from cryo-EM data.
- The developed web server provides a valuable resource for researchers in structural biology and related fields.
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