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Defining Low-Dimensional Projections to Guide Protein Conformational Sampling.

Anastasia Novinskaya1, Didier Devaurs1, Mark Moll1

  • 1Department of Computer Science, Rice University , Houston, Texas.

Journal of Computational Biology : a Journal of Computational Molecular Cell Biology
|November 29, 2016
PubMed
Summary
This summary is machine-generated.

This study introduces novel low-dimensional projections to improve protein conformational sampling using robotics-inspired algorithms. Both expert-guided and automated methods enhance exploration of protein structures and functions.

Keywords:
low-dimensional projectionprotein conformational samplingprotein flexibilitysampling-based planning.

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Area of Science:

  • Computational Biology
  • Robotics
  • Structural Bioinformatics

Background:

  • Protein conformational space exploration is crucial for understanding protein function.
  • Sampling-based motion-planning algorithms are effective but face the curse of dimensionality for large proteins.
  • Low-dimensional projections are used to mitigate dimensionality but their selection and impact are unclear.

Purpose of the Study:

  • To introduce two methodologies for defining low-dimensional projections for sampling-based protein conformational sampling.
  • To evaluate the effectiveness of these projection methodologies in guiding conformational sampling.

Main Methods:

  • Developed two methodologies for constructing low-dimensional projections for protein conformational sampling.
  • Method 1: Leverages protein flexibility information with expert knowledge.
  • Method 2: Automatically constructs projections without expert intervention.

Main Results:

  • Projections based on expert knowledge can significantly benefit conformational sampling.
  • Automatically constructed projections offer a viable and effective alternative.
  • Evaluated methodologies on conformational search problems for three middle-size proteins.

Conclusions:

  • Low-dimensional projections are valuable for enhancing sampling-based protein conformational sampling.
  • Both expert-guided and automated projection methods demonstrate efficacy.
  • Automated projection construction presents a practical approach for broader application.