Suppr超能文献

使用灵活的软件包 GLOVE 快速准确地拟合弛豫弥散数据。

Fast and accurate fitting of relaxation dispersion data using the flexible software package GLOVE.

机构信息

Bioorganic Research Institute, Suntory Foundation for Life Sciences, 1-1-1 Wakayamadai Shimamoto, Mishima, Osaka, 618-8503, Japan.

出版信息

J Biomol NMR. 2013 Jul;56(3):275-83. doi: 10.1007/s10858-013-9747-5. Epub 2013 Jun 11.

Abstract

Relaxation dispersion spectroscopy is one of the most widely used techniques for the analysis of protein dynamics. To obtain a detailed understanding of the protein function from the view point of dynamics, it is essential to fit relaxation dispersion data accurately. The grid search method is commonly used for relaxation dispersion curve fits, but it does not always find the global minimum that provides the best-fit parameter set. Also, the fitting quality does not always improve with increase of the grid size although the computational time becomes longer. This is because relaxation dispersion curve fitting suffers from a local minimum problem, which is a general problem in non-linear least squares curve fitting. Therefore, in order to fit relaxation dispersion data rapidly and accurately, we developed a new fitting program called GLOVE that minimizes global and local parameters alternately, and incorporates a Monte-Carlo minimization method that enables fitting parameters to pass through local minima with low computational cost. GLOVE also implements a random search method, which sets up initial parameter values randomly within user-defined ranges. We demonstrate here that the combined use of the three methods can find the global minimum more rapidly and more accurately than grid search alone.

摘要

弛豫弥散谱是分析蛋白质动力学最广泛使用的技术之一。为了从动力学的角度深入了解蛋白质的功能,准确拟合弛豫弥散数据是至关重要的。网格搜索方法通常用于弛豫弥散曲线拟合,但它并不总是能找到全局最小值,从而提供最佳拟合参数集。此外,尽管计算时间变长,但拟合质量并不总是随着网格尺寸的增加而提高。这是因为弛豫弥散曲线拟合存在局部最小值问题,这是非线性最小二乘曲线拟合的一个普遍问题。因此,为了快速准确地拟合弛豫弥散数据,我们开发了一种新的拟合程序,称为 GLOVE,它可以交替最小化全局和局部参数,并结合了一种蒙特卡罗最小化方法,使拟合参数能够以较低的计算成本通过局部最小值。GLOVE 还实现了一种随机搜索方法,该方法在用户定义的范围内随机设置初始参数值。我们在这里证明,三种方法的结合使用可以比单独使用网格搜索更快、更准确地找到全局最小值。

相似文献

1
Fast and accurate fitting of relaxation dispersion data using the flexible software package GLOVE.
J Biomol NMR. 2013 Jul;56(3):275-83. doi: 10.1007/s10858-013-9747-5. Epub 2013 Jun 11.
2
GUARDD: user-friendly MATLAB software for rigorous analysis of CPMG RD NMR data.
J Biomol NMR. 2012 Jan;52(1):11-22. doi: 10.1007/s10858-011-9589-y. Epub 2011 Dec 11.
3
Faithful estimation of dynamics parameters from CPMG relaxation dispersion measurements.
J Magn Reson. 2006 May;180(1):93-104. doi: 10.1016/j.jmr.2006.01.010. Epub 2006 Feb 3.
4
INFOS: spectrum fitting software for NMR analysis.
J Biomol NMR. 2017 Feb;67(2):77-94. doi: 10.1007/s10858-016-0085-2. Epub 2017 Feb 3.
6
RING NMR dynamics: software for analysis of multiple NMR relaxation experiments.
J Biomol NMR. 2021 Jan;75(1):9-23. doi: 10.1007/s10858-020-00350-w. Epub 2020 Oct 24.
7
Automated NMR relaxation dispersion data analysis using NESSY.
BMC Bioinformatics. 2011 Oct 27;12:421. doi: 10.1186/1471-2105-12-421.
8
Determining protein dynamics from ¹⁵N relaxation data by using DYNAMICS.
Methods Mol Biol. 2012;831:485-511. doi: 10.1007/978-1-61779-480-3_24.
9
relax: the analysis of biomolecular kinetics and thermodynamics using NMR relaxation dispersion data.
Bioinformatics. 2014 Aug 1;30(15):2219-20. doi: 10.1093/bioinformatics/btu166. Epub 2014 Apr 9.
10
HELFIT: Helix fitting by a total least squares method.
Comput Biol Chem. 2008 Aug;32(4):307-10. doi: 10.1016/j.compbiolchem.2008.03.012. Epub 2008 Apr 1.

引用本文的文献

3
Solution structure of the HOIL-1L NZF domain reveals a conformational switch regulating linear ubiquitin affinity.
J Biol Chem. 2023 Sep;299(9):105165. doi: 10.1016/j.jbc.2023.105165. Epub 2023 Aug 16.
4
Machine Learning Generation of Dynamic Protein Conformational Ensembles.
Molecules. 2023 May 12;28(10):4047. doi: 10.3390/molecules28104047.
5
Transient On- and Off-Pathway Protein Folding Intermediate States Characterized with NMR Relaxation Dispersion.
J Phys Chem B. 2022 Nov 24;126(46):9539-9548. doi: 10.1021/acs.jpcb.2c05592. Epub 2022 Nov 10.
6
Characteristic H3 N-tail dynamics in the nucleosome core particle, nucleosome, and chromatosome.
iScience. 2022 Feb 17;25(3):103937. doi: 10.1016/j.isci.2022.103937. eCollection 2022 Mar 18.
7
Structural Insights into Methylated DNA Recognition by the Methyl-CpG Binding Domain of MBD6 from .
ACS Omega. 2022 Jan 19;7(4):3212-3221. doi: 10.1021/acsomega.1c04917. eCollection 2022 Feb 1.
9
Role of Active Site Loop Dynamics in Mediating Ligand Release from Dihydrofolate Reductase.
Biochemistry. 2021 Sep 7;60(35):2663-2671. doi: 10.1021/acs.biochem.1c00461. Epub 2021 Aug 24.

本文引用的文献

1
2
Structure of an intermediate state in protein folding and aggregation.
Science. 2012 Apr 20;336(6079):362-6. doi: 10.1126/science.1214203.
3
GUARDD: user-friendly MATLAB software for rigorous analysis of CPMG RD NMR data.
J Biomol NMR. 2012 Jan;52(1):11-22. doi: 10.1007/s10858-011-9589-y. Epub 2011 Dec 11.
4
Automated NMR relaxation dispersion data analysis using NESSY.
BMC Bioinformatics. 2011 Oct 27;12:421. doi: 10.1186/1471-2105-12-421.
5
Boosting protein dynamics studies using quantitative nonuniform sampling NMR spectroscopy.
J Phys Chem B. 2011 Nov 24;115(46):13740-5. doi: 10.1021/jp2081116. Epub 2011 Nov 1.
6
Solution structure of a minor and transiently formed state of a T4 lysozyme mutant.
Nature. 2011 Aug 21;477(7362):111-4. doi: 10.1038/nature10349.
7
Measurement of protein unfolding/refolding kinetics and structural characterization of hidden intermediates by NMR relaxation dispersion.
Proc Natl Acad Sci U S A. 2011 May 31;108(22):9078-83. doi: 10.1073/pnas.1105682108. Epub 2011 May 11.
9
Dynamical aspects of molecular recognition.
J Mol Recognit. 2010 Mar-Apr;23(2):102-4. doi: 10.1002/jmr.1018.
10
Structures of invisible, excited protein states by relaxation dispersion NMR spectroscopy.
Proc Natl Acad Sci U S A. 2008 Aug 19;105(33):11766-71. doi: 10.1073/pnas.0804221105. Epub 2008 Aug 13.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验