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Determining Optimal Coarse‐Grained Representation for Biomolecules Using Internal Cluster Validation Indexes.

Authors :
Wu, Zhenliang
Zhang, Yuwei
Zhang, John Zenghui
Xia, Kelin
Xia, Fei
Source :
Journal of Computational Chemistry. 1/5/2020, Vol. 41 Issue 1, p14-20. 7p.
Publication Year :
2020

Abstract

The development of ultracoarse‐grained models for large biomolecules needs to derive the optimal number of coarse‐grained (CG) sites to represent the targets. In this work, we propose to use the statistical internal cluster validation indexes to determine the optimal number of CG sites that are optimized based on the essential dynamics coarse‐graining method. The calculated curves of Calinski‐Harabasz and Silhouette Coefficient indexes exhibit the extrema corresponding to the similar CG numbers. The calculated ratios of the optimal CG numbers to the residue numbers of fine‐grained models are in the range from 4 to 2. The comparison of the stability of index results indicates that Calinski‐Harabasz index is the better choice to determine the optimal CG representation in coarse‐graining. © 2019 Wiley Periodicals, Inc. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01928651
Volume :
41
Issue :
1
Database :
Academic Search Index
Journal :
Journal of Computational Chemistry
Publication Type :
Academic Journal
Accession number :
139724881
Full Text :
https://doi.org/10.1002/jcc.26070