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How Molecular Size Impacts RMSD Applications in Molecular Dynamics Simulations
Karen Sargsyan1, Cédric Grauffel1, Carmay Lim1,2
1Institute of Biomedical Sciences, Academia Sinica , Taipei 115, Taiwan.
Journal of Chemical Theory and Computation
|March 8, 2017
Summary
The "curse of dimensionality" impacts root-mean-square deviation (RMSD) analysis in large biomolecular systems. Weighted RMSD is suggested for small proteins, and nonweighted RMSD for larger ones in molecular dynamics.
Area of Science:
- Computational biology
- Structural bioinformatics
- Molecular dynamics
Background:
- Root-mean-square deviation (RMSD) is a key metric for comparing macromolecular structures.
- The
- curse of dimensionality
- may hinder discrimination of conformations in large systems.
- Its impact on RMSD analysis for large biomolecules was previously unaddressed.
Purpose of the Study:
- To investigate the effects of dimensionality on RMSD calculations for large biomolecular systems.
- To determine if RMSD loses its discriminatory power with increasing system size.
- To provide recommendations for appropriate RMSD schemes based on protein size.
Main Methods:
- Analysis of dimensionality effects on both weighted and nonweighted RMSD schemes.
- Application of the law of large numbers to explain the emergence of the
- curse of dimensionality
- in RMSD.
- Examination of conformational distributions as a function of system size.
Main Results:
- Dimensionality effects were observed for both weighted and nonweighted RMSD.
- Increasing system size leads to more similar conformational distributions, impacting RMSD.
- The
- curse of dimensionality
- emerges from the law of large numbers.
Conclusions:
- RMSD analysis can be significantly affected by dimensionality in large biomolecular systems.
- Weighted RMSD is recommended for small proteins (<200 residues).
- Nonweighted RMSD is recommended for larger proteins when analyzing molecular dynamics trajectories.
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