使用高阶相关函数对杂的多变量时间序列进行非参数分析:单分子FRET作为一个例子
1Department of Chemistry and Biochemistry, University of South Carolina, Columbia, South Carolina 29208, USA.
The Journal of chemical physics
|November 14, 2025
概括
高阶相关函数现在分析多通道单分子数据. 这种方法增强了光共振能量转移 (FRET) 分析,改善了时间和状态分辨率.
科学领域:
- 单分子生物物理学的单分子生物物理
- 物理化学 物理化学
- 数据分析方法论数据分析方法论
背景情况:
- 高级相关函数提供单分子数据的无模型分析.
- 目前的方法仅限于单通道实验,限制了更广泛的应用.
- 多通道单分子实验,如FRET,需要先进的分析技术.
研究的目的:
- 为了解决多通道数据集中高阶相关函数的局限性.
- 开发一种用于分析多通道单分子时间序列的通用解决方案.
- 用光共振能量转移 (FRET) 数据来证明该方法的有效性.
主要方法:
- 识别多道数据分析中的挑战.
- 制定多道相关性分析的一般路线图.
- 使用基准FRET数据集进行应用和验证.
主要成果:
- 一种系统的方法,将高阶相关函数扩展到多通道数据.
- 光共振能量转移 (FRET) 数据的成功演示.
- 重点是优化高噪声水平的实验和有效的消除噪声.
结论:
- 开发的方法允许对多通道单分子数据进行无模型,高分辨率的分析.
- 这一进步将相关性分析的适用性扩展到更广泛的实验范围.
- 这些发现有助于使相关性分析成为实验时间序列的多功能工具.
相关概念视频
Drug Concentration Versus Time Correlation
1.9K
The plasma drug concentration-time curve is a crucial tool in pharmacokinetics, representing the drug's concentration in plasma at different time intervals post-administration. This curve illustrates the drug's journey from absorption into the systemic circulation, distribution to body tissues, and eventual elimination through excretion or biotransformation.
Two pivotal parameters are the minimum effective concentration (MEC) and the minimum toxic concentration (MTC). The MEC is the...
Two pivotal parameters are the minimum effective concentration (MEC) and the minimum toxic concentration (MTC). The MEC is the...
1.9K
2D NMR: Overview of Heteronuclear Correlation Techniques
738
Heteronuclear correlation spectroscopy is an analytical technique that investigates the coupling between different types of nuclei, often a proton and an X-nucleus, such as carbon-13 or nitrogen-15. This method is commonly used in nuclear magnetic resonance (NMR) spectroscopy to gain insights into complex chemical compounds' structural and compositional aspects. A typical heteronuclear correlation spectrum displays X-nucleus chemical shifts on one axis and a proton spectrum on the other...
738
2D NMR: Overview of Homonuclear Correlation Techniques
604
Homonuclear correlation spectroscopy (COSY) is a powerful technique used in Nuclear Magnetic Resonance (NMR) spectroscopy to study the correlations between nuclei of the same type within a molecule. It provides information about scalar couplings between adjacent nuclei, which helps determine connectivity and structural information. There are several COSY variants, each with its unique strengths and experimental parameters.
COSY90 is the standard two-dimensional (2D) COSY experiment that...
COSY90 is the standard two-dimensional (2D) COSY experiment that...
604
Correlation of Experimental Data
470
Dimensional analysis simplifies complex physical problems and guides experimental investigations, but it does not provide complete solutions. It identifies the dimensionless groups that influence a phenomenon, but experimental data is needed to establish the specific relationships and validate theoretical predictions.
For example, a spherical particle moving through a viscous fluid experiences drag. Dimensional analysis shows that the drag force depends on the particle's diameter, velocity,...
For example, a spherical particle moving through a viscous fluid experiences drag. Dimensional analysis shows that the drag force depends on the particle's diameter, velocity,...
470
2D NMR: Heteronuclear Single-Quantum Correlation Spectroscopy (HSQC)
1.4K
Heteronuclear single-quantum correlation spectroscopy (HSQC) is a 2D NMR technique that reveals one-bond correlations between hydrogen and a heteronucleus. The HSQC experiment is similar to the heteronuclear correlation experiment (HETCOR) but is more sensitive. In the HSQC spectrum, the proton chemical shift is plotted on the horizontal F2 axis, while the 13C chemical shift is plotted on the vertical F1 axis. The corresponding proton and 13C spectra are also shown. The HSQC contour plot does...
1.4K
¹H NMR: Interpreting Distorted and Overlapping Signals
1.5K
Spin systems where the difference in chemical shifts of the coupled nuclei is greater than ten times J are called first-order spin systems. These nuclei are weakly coupled, and their chemical shifts and coupling constant can generally be estimated from the well-separated signals in the spectrum.
As Δν decreases and the signals move closer, the doublets appear increasingly distorted. The intensities of the inner lines increase at the cost of those of the outer lines as the signals are...
As Δν decreases and the signals move closer, the doublets appear increasingly distorted. The intensities of the inner lines increase at the cost of those of the outer lines as the signals are...
1.5K


