单光子 smFRET。I:理论和概念基础。

IF 2.4 Q3 BIOPHYSICS
Biophysical reports Pub Date : 2022-12-02 eCollection Date: 2023-03-08 DOI:10.1016/j.bpr.2022.100089
Ayush Saurabh, Mohamadreza Fazel, Matthew Safar, Ioannis Sgouralis, Steve Pressé
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引用次数: 0

摘要

我们介绍了利用贝叶斯非参数法进行单光子到达的单分子佛斯特共振能量转移(smFRET)分析的统一概念框架和相关软件包,即 BNP-FRET。这一统一框架解决了单光子 smFRET 实验的以下关键物理复杂性,包括1) 荧光团光物理;2) 标记系统的连续时间动力学,激发光物理状态寿命等光物理现象与系统状态之间的转换等事件之间存在较大的时间尺度差异;3) 不可避免的探测器伪影;4) 背景发射;5) 未知的系统状态数量;6) 连续和脉冲照明。这些物理特征必然需要一个超越现有工具的新框架。特别是,由于清单上的第 1、2 和 5 项,该理论自然而然地将我们带入了一个具有二阶结构和贝叶斯非参数的隐马尔可夫模型。在第二和第三篇配套文章中,我们将分别讨论这些关键复杂性对连续照明和脉冲照明参数推断的直接影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Single-photon smFRET. I: Theory and conceptual basis.

Single-photon smFRET. I: Theory and conceptual basis.

Single-photon smFRET. I: Theory and conceptual basis.

Single-photon smFRET. I: Theory and conceptual basis.

We present a unified conceptual framework and the associated software package for single-molecule Förster resonance energy transfer (smFRET) analysis from single-photon arrivals leveraging Bayesian nonparametrics, BNP-FRET. This unified framework addresses the following key physical complexities of a single-photon smFRET experiment, including: 1) fluorophore photophysics; 2) continuous time kinetics of the labeled system with large timescale separations between photophysical phenomena such as excited photophysical state lifetimes and events such as transition between system states; 3) unavoidable detector artefacts; 4) background emissions; 5) unknown number of system states; and 6) both continuous and pulsed illumination. These physical features necessarily demand a novel framework that extends beyond existing tools. In particular, the theory naturally brings us to a hidden Markov model with a second-order structure and Bayesian nonparametrics on account of items 1, 2, and 5 on the list. In the second and third companion articles, we discuss the direct effects of these key complexities on the inference of parameters for continuous and pulsed illumination, respectively.

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来源期刊
Biophysical reports
Biophysical reports Biophysics
CiteScore
2.40
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审稿时长
75 days
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