Fast and anisotropic flexibility-rigidity index for protein flexibility and fluctuation analysis

Protein structural fluctuation, typically measured by Debye-Waller factors, or B-factors, is a manifestation of protein flexibility, which strongly correlates to protein function. The flexibility-rigidity index (FRI) is a newly proposed method for the construction of atomic rigidity functions requir...

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Main Authors: Opron, Kristopher, Xia, Kelin, Wei, Guo-Wei
Other Authors: School of Physical and Mathematical Sciences
Format: Article
Language:English
Published: 2016
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Online Access:https://hdl.handle.net/10356/82120
http://hdl.handle.net/10220/41113
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Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-82120
record_format dspace
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Proteins
Anisotropy
spellingShingle Proteins
Anisotropy
Opron, Kristopher
Xia, Kelin
Wei, Guo-Wei
Fast and anisotropic flexibility-rigidity index for protein flexibility and fluctuation analysis
description Protein structural fluctuation, typically measured by Debye-Waller factors, or B-factors, is a manifestation of protein flexibility, which strongly correlates to protein function. The flexibility-rigidity index (FRI) is a newly proposed method for the construction of atomic rigidity functions required in the theory of continuum elasticity with atomic rigidity, which is a new multiscale formalism for describing excessively large biomolecular systems. The FRI method analyzes protein rigidity and flexibility and is capable of predicting protein B-factors without resorting to matrix diagonalization. A fundamental assumption used in the FRI is that protein structures are uniquely determined by various internal and external interactions, while the protein functions, such as stability and flexibility, are solely determined by the structure. As such, one can predict protein flexibility without resorting to the protein interaction Hamiltonian. Consequently, bypassing the matrix diagonalization, the original FRI has a computational complexity of O(N2). This work introduces a fast FRI (fFRI) algorithm for the flexibility analysis of large macromolecules. The proposed fFRI further reduces the computational complexity to O(N). Additionally, we propose anisotropic FRI (aFRI) algorithms for the analysis of protein collective dynamics. The aFRI algorithms permit adaptive Hessian matrices, from a completely global 3N × 3N matrix to completely local 3 × 3 matrices. These 3 × 3 matrices, despite being calculated locally, also contain non-local correlation information. Eigenvectors obtained from the proposed aFRI algorithms are able to demonstrate collective motions. Moreover, we investigate the performance of FRI by employing four families of radial basis correlation functions. Both parameter optimized and parameter-free FRI methods are explored. Furthermore, we compare the accuracy and efficiency of FRI with some established approaches to flexibility analysis, namely, normal mode analysis and Gaussian network model (GNM). The accuracy of the FRI method is tested using four sets of proteins, three sets of relatively small-, medium-, and large-sized structures and an extended set of 365 proteins. A fifth set of proteins is used to compare the efficiency of the FRI, fFRI, aFRI, and GNM methods. Intensive validation and comparison indicate that the FRI, particularly the fFRI, is orders of magnitude more efficient and about 10% more accurate overall than some of the most popular methods in the field. The proposed fFRI is able to predict B-factors for α-carbons of the HIV virus capsid (313 236 residues) in less than 30 seconds on a single processor using only one core. Finally, we demonstrate the application of FRI and aFRI to protein domain analysis.
author2 School of Physical and Mathematical Sciences
author_facet School of Physical and Mathematical Sciences
Opron, Kristopher
Xia, Kelin
Wei, Guo-Wei
format Article
author Opron, Kristopher
Xia, Kelin
Wei, Guo-Wei
author_sort Opron, Kristopher
title Fast and anisotropic flexibility-rigidity index for protein flexibility and fluctuation analysis
title_short Fast and anisotropic flexibility-rigidity index for protein flexibility and fluctuation analysis
title_full Fast and anisotropic flexibility-rigidity index for protein flexibility and fluctuation analysis
title_fullStr Fast and anisotropic flexibility-rigidity index for protein flexibility and fluctuation analysis
title_full_unstemmed Fast and anisotropic flexibility-rigidity index for protein flexibility and fluctuation analysis
title_sort fast and anisotropic flexibility-rigidity index for protein flexibility and fluctuation analysis
publishDate 2016
url https://hdl.handle.net/10356/82120
http://hdl.handle.net/10220/41113
_version_ 1759855078398754816
spelling sg-ntu-dr.10356-821202023-02-28T19:32:27Z Fast and anisotropic flexibility-rigidity index for protein flexibility and fluctuation analysis Opron, Kristopher Xia, Kelin Wei, Guo-Wei School of Physical and Mathematical Sciences Proteins Anisotropy Protein structural fluctuation, typically measured by Debye-Waller factors, or B-factors, is a manifestation of protein flexibility, which strongly correlates to protein function. The flexibility-rigidity index (FRI) is a newly proposed method for the construction of atomic rigidity functions required in the theory of continuum elasticity with atomic rigidity, which is a new multiscale formalism for describing excessively large biomolecular systems. The FRI method analyzes protein rigidity and flexibility and is capable of predicting protein B-factors without resorting to matrix diagonalization. A fundamental assumption used in the FRI is that protein structures are uniquely determined by various internal and external interactions, while the protein functions, such as stability and flexibility, are solely determined by the structure. As such, one can predict protein flexibility without resorting to the protein interaction Hamiltonian. Consequently, bypassing the matrix diagonalization, the original FRI has a computational complexity of O(N2). This work introduces a fast FRI (fFRI) algorithm for the flexibility analysis of large macromolecules. The proposed fFRI further reduces the computational complexity to O(N). Additionally, we propose anisotropic FRI (aFRI) algorithms for the analysis of protein collective dynamics. The aFRI algorithms permit adaptive Hessian matrices, from a completely global 3N × 3N matrix to completely local 3 × 3 matrices. These 3 × 3 matrices, despite being calculated locally, also contain non-local correlation information. Eigenvectors obtained from the proposed aFRI algorithms are able to demonstrate collective motions. Moreover, we investigate the performance of FRI by employing four families of radial basis correlation functions. Both parameter optimized and parameter-free FRI methods are explored. Furthermore, we compare the accuracy and efficiency of FRI with some established approaches to flexibility analysis, namely, normal mode analysis and Gaussian network model (GNM). The accuracy of the FRI method is tested using four sets of proteins, three sets of relatively small-, medium-, and large-sized structures and an extended set of 365 proteins. A fifth set of proteins is used to compare the efficiency of the FRI, fFRI, aFRI, and GNM methods. Intensive validation and comparison indicate that the FRI, particularly the fFRI, is orders of magnitude more efficient and about 10% more accurate overall than some of the most popular methods in the field. The proposed fFRI is able to predict B-factors for α-carbons of the HIV virus capsid (313 236 residues) in less than 30 seconds on a single processor using only one core. Finally, we demonstrate the application of FRI and aFRI to protein domain analysis. Published version 2016-08-10T05:32:20Z 2019-12-06T14:47:04Z 2016-08-10T05:32:20Z 2019-12-06T14:47:04Z 2014 Journal Article Opron, K., Xia, K., & Wei, G.-W. (2014). Fast and anisotropic flexibility-rigidity index for protein flexibility and fluctuation analysis. The Journal of Chemical Physics, 140(23), 234105-. 0021-9606 https://hdl.handle.net/10356/82120 http://hdl.handle.net/10220/41113 10.1063/1.4882258 24952521 en The Journal of Chemical Physics © 2014 American Institute of Physics. This paper was published in The Journal of Chemical Physics and is made available as an electronic reprint (preprint) with permission of American Institute of Physics. The published version is available at: [http://dx.doi.org/10.1063/1.4882258]. One print or electronic copy may be made for personal use only. Systematic or multiple reproduction, distribution to multiple locations via electronic or other means, duplication of any material in this paper for a fee or for commercial purposes, or modification of the content of the paper is prohibited and is subject to penalties under law. 19 p. application/pdf