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基于分布的方法解析单分子Förster 共振能量转移观测结果。

A distribution-based method to resolve single-molecule Förster resonance energy transfer observations.

机构信息

Department of Physics & Astronomy. University of Kansas, Lawrence, Kansas 66045, USA.

出版信息

J Chem Phys. 2011 Apr 14;134(14):145101. doi: 10.1063/1.3568946.

DOI:10.1063/1.3568946
PMID:21495770
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3089649/
Abstract

We introduce a new approach to analyze single-molecule Förster resonance energy transfer (FRET) data. The method recognizes that FRET efficiencies assumed by traditional ensemble methods are unobservable for single molecules. We propose instead a method to predict distributions of FRET parameters obtained directly from the data. Distributions of FRET rates, given the data, are precisely defined using Bayesian methods and increase the information derived from the data. Benchmark comparisons find that the response time of the new method outperforms traditional methods of averaging. Our approach makes no assumption about the number or distribution of underlying FRET states. The new method also yields information about joint parameter distributions going beyond the standard framework of FRET analysis. For example, the running distribution of FRET means contains more information than any conceivable single measure of FRET efficiency. The method is tested against simulated data and then applied to a pilot-study sample of calmodulin molecules immobilized in lipid vesicles, revealing evidence for multiple dynamical states.

摘要

我们介绍了一种新的方法来分析单分子Förster 共振能量转移(FRET)数据。该方法认识到传统的整体方法所假设的 FRET 效率对于单分子是不可观察的。我们提出了一种方法来预测直接从数据中获得的 FRET 参数分布。使用贝叶斯方法精确定义了给定数据的 FRET 速率分布,并增加了从数据中得出的信息。基准比较发现,新方法的响应时间优于传统的平均方法。我们的方法对潜在的 FRET 状态的数量或分布没有任何假设。新方法还提供了有关联合参数分布的信息,超出了 FRET 分析的标准框架。例如,FRET 平均值的运行分布包含比任何可想象的单个 FRET 效率测量更多的信息。该方法经过模拟数据的测试,然后应用于固定在脂质小泡中的钙调蛋白分子的初步研究样本,揭示了存在多种动力学状态的证据。

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Chem Phys. 2013 Aug 30;422. doi: 10.1016/j.chemphys.2012.11.018.
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Classic maximum entropy recovery of the average joint distribution of apparent FRET efficiency and fluorescence photons for single-molecule burst measurements.经典最大熵法恢复单分子爆发测量中表观 FRET 效率和荧光光子的平均联合分布。
J Phys Chem B. 2012 Apr 5;116(13):4006-15. doi: 10.1021/jp209861u. Epub 2012 Mar 22.

本文引用的文献

1
Denoising single-molecule FRET trajectories with wavelets and Bayesian inference.基于小波和贝叶斯推断的单分子 FRET 轨迹去噪。
Biophys J. 2010 Jan 6;98(1):164-73. doi: 10.1016/j.bpj.2009.09.047.
2
Learning rates and states from biophysical time series: a Bayesian approach to model selection and single-molecule FRET data.从生物物理时间序列中学习率和状态:一种贝叶斯方法用于模型选择和单分子 FRET 数据。
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Bayesian detection of intensity changes in single molecule and molecular dynamics trajectories.贝叶斯检测单分子和分子动力学轨迹中的强度变化。
J Phys Chem B. 2010 Jan 14;114(1):280-92. doi: 10.1021/jp906786b.
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Decoding the pattern of photon colors in single-molecule FRET.解码单分子荧光共振能量转移中的光子颜色模式。
J Phys Chem B. 2009 Aug 6;113(31):10965-73. doi: 10.1021/jp903671p.
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Analysis of the entire sequence of a single photon experiment on a flavin protein.对黄素蛋白单光子实验的整个序列进行分析。
J Phys Chem B. 2008 May 15;112(19):5988-96. doi: 10.1021/jp075980p. Epub 2008 Feb 12.
6
Probability distribution analysis of single-molecule fluorescence anisotropy and resonance energy transfer.单分子荧光各向异性与共振能量转移的概率分布分析
J Phys Chem B. 2007 Aug 30;111(34):10253-62. doi: 10.1021/jp072293p. Epub 2007 Aug 3.
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Calmodulin, conformational states, and calcium signaling. A single-molecule perspective.钙调蛋白、构象状态与钙信号传导:单分子视角
Biochemistry. 2006 Dec 5;45(48):14233-46. doi: 10.1021/bi061058e.
8
Shot-noise limited single-molecule FRET histograms: comparison between theory and experiments.散粒噪声限制的单分子荧光共振能量转移直方图:理论与实验的比较
J Phys Chem B. 2006 Nov 9;110(44):22103-24. doi: 10.1021/jp063483n.
9
Information theoretical approach to single-molecule experimental design and interpretation.单分子实验设计与解读的信息论方法
J Phys Chem A. 2006 Aug 10;110(31):9743-57. doi: 10.1021/jp062192b.
10
Single-molecule tracking of sub-millisecond domain motion in calmodulin.钙调蛋白中亚毫秒级结构域运动的单分子追踪
J Phys Chem B. 2005 Jul 7;109(26):12658-62. doi: 10.1021/jp051666o.