Abstract
AbstractSingle-particle tracking offers detailed information about the motion of molecules in complex environments such as those encountered in live cells, but the interpretation of experimental data is challenging. One of the most powerful tools in the characterization of random processes is the power spectral density. However, because anomalous diffusion processes in complex systems are usually not stationary, the traditional Wiener-Khinchin theorem for the analysis of power spectral densities is invalid. Here, we employ a recently developed tool named aging Wiener-Khinchin theorem to derive the power spectral density of fractional Brownian motion coexisting with a scale-free continuous time random walk, the two most typical anomalous diffusion processes. Using this analysis, we characterize the motion of voltage-gated sodium channels on the surface of hippocampal neurons. Our results show aging where the power spectral density can either increase or decrease with observation time depending on the specific parameters of both underlying processes.
Funder
National Science Foundation
Publisher
Springer Science and Business Media LLC
Subject
General Physics and Astronomy,General Biochemistry, Genetics and Molecular Biology,General Chemistry
Reference69 articles.
1. Mandelbrot, B. B., The Fractal Geometry of Nature (WH Freeman, 1982).
2. Hu, X. et al. The dynamics of single protein molecules is non-equilibrium and self-similar over thirteen decades in time. Nat. Phys. 12, 171 (2016).
3. Mandelbrot, B. B. Gaussian Self-Affinity and Fractals: Globality, the Earth, 1/f Noise, and R/S 8 (Springer Science & Business Media, 2002).
4. Lowen, S. B. & Teich, M. C. Fractal renewal processes generate 1/f noise. Phys. Rev. E 47, 992 (1993).
5. Watkins, N. W. Mandelbrot’s 1/f fractional renewal models of 1963–67: the non-ergodic missing link between change points and long range dependence. In International Work-Conference on Time Series Analysis 197–208 (Springer, 2016).
Cited by
32 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献