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Analyzing Protein Architectures and Protein-Ligand Complexes by Integrative Structural Mass Spectrometry
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Structural modeling of protein complexes: Current capabilities and challenges.

Justas Dapkūnas1, Kliment Olechnovič1, Česlovas Venclovas1

  • 1Institute of Biotechnology, Life Sciences Center, Vilnius University, Vilnius, Lithuania.

Proteins
|July 12, 2019
PubMed
Summary
This summary is machine-generated.

Computational modeling of protein complexes is advancing, with template-based methods showing success. However, free docking requires further improvements for accurate protein structure prediction.

Keywords:
CAPRICASPbinding sitesdockinghomology modelingmodel quality assessmentprotein complexesprotein-protein interactionsscoringtemplate-based modeling

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Area of Science:

  • Structural biology
  • Computational biology
  • Biophysics

Background:

  • Protein complex structures are crucial for understanding biological functions.
  • Computational methods are vital for modeling these complex structures.
  • The Critical Assessment of protein Structure Prediction (CASP) experiment evaluates progress in this field.

Purpose of the Study:

  • To assess computational protein complex modeling capabilities during CASP13.
  • To identify key factors influencing the accuracy of protein complex modeling.
  • To evaluate the effectiveness of template-based, docking, and hybrid approaches.

Main Methods:

  • Applied template-based modeling, free docking, and hybrid techniques for protein complex modeling.
  • Utilized homology modeling when protein complex templates were available.
  • Combined template-based modeling with docking when partial templates were identified.

Main Results:

  • Successfully modeled 27 out of 42 multimers with high quality using available templates.
  • Template-based modeling with homology or docking achieved reasonable accuracy.
  • Free docking showed limited success, with challenges in subunit orientation and interface contacts.

Conclusions:

  • Template availability significantly impacts the accuracy of protein complex modeling.
  • Hybrid approaches combining templates and docking show promise.
  • Improvements in monomer model quality and scoring functions are needed for free docking.