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Updated: Mar 19, 2026

A Protocol for Computer-Based Protein Structure and Function Prediction
Published on: November 3, 2011
Ensemble-based evaluation for protein structure models
Michal Jamroz1, Andrzej Kolinski1, Daisuke Kihara2
1Department of Chemistry, University of Warsaw, Warsaw, 02-093, Poland.
Motivation:
Comparing protein tertiary structures is a fundamental procedure in structural biology and protein bioinformatics. Structure comparison is important particularly for evaluating computational protein structure models. Most of the model structure evaluation methods perform rigid body superimposition of a structure model to its crystal structure and measure the difference of the corresponding residue or atom positions between them. However, these methods neglect intrinsic flexibility of proteins by treating the native structure as a rigid molecule. Because different parts of proteins have different levels of flexibility, for example, exposed loop regions are usually more flexible than the core region of a protein structure, disagreement of a model to the native needs to be evaluated differently depending on the flexibility of residues in a protein.
Results:
We propose a score named FlexScore for comparing protein structures that consider flexibility of each residue in the native state of proteins. Flexibility information may be extracted from experiments such as NMR or molecular dynamics simulation. FlexScore considers an ensemble of conformations of a protein described as a multivariate Gaussian distribution of atomic displacements and compares a query computational model with the ensemble. We compare FlexScore with other commonly used structure similarity scores over various examples. FlexScore agrees with experts' intuitive assessment of computational models and provides information of practical usefulness of models.
Availability And Implementation:
https://bitbucket.org/mjamroz/flexscore
Contact:
dkihara@purdue.edu
Supplementary Information:
Supplementary data are available at Bioinformatics online.
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