Single particle tracking in systems showing anomalous diffusion: the role of weak ergodicity breaking

被引:324
作者
Burov, Stas [2 ]
Jeon, Jae-Hyung [1 ]
Metzler, Ralf [1 ]
Barkai, Eli [2 ]
机构
[1] Tech Univ Munich, Dept Phys, D-85747 Garching, Germany
[2] Bar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
基金
以色列科学基金会;
关键词
TIME RANDOM-WALKS; BROWNIAN-MOTION; TRANSPORT; EQUATIONS; CELL; TRAJECTORIES; SUBDIFFUSION; MODELS;
D O I
10.1039/c0cp01879a
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Anomalous diffusion has been widely observed by single particle tracking microscopy in complex systems such as biological cells. The resulting time series are usually evaluated in terms of time averages. Often anomalous diffusion is connected with non-ergodic behaviour. In such cases the time averages remain random variables and hence irreproducible. Here we present a detailed analysis of the time averaged mean squared displacement for systems governed by anomalous diffusion, considering both unconfined and restricted (corralled) motion. We discuss the behaviour of the time averaged mean squared displacement for two prominent stochastic processes, namely, continuous time random walks and fractional Brownian motion. We also study the distribution of the time averaged mean squared displacement around its ensemble mean, and show that this distribution preserves typical process characteristics even for short time series. Recently, velocity correlation functions were suggested to distinguish between these processes. We here present analytical expressions for the velocity correlation functions. The knowledge of the results presented here is expected to be relevant for the correct interpretation of single particle trajectory data in complex systems.
引用
收藏
页码:1800 / 1812
页数:13
相关论文
共 110 条
[31]   Reinsurance control in a model with liabilities of the fractional Brownian motion type [J].
Frangos, N. E. ;
Vrontos, S. D. ;
Yannacopoulos, A. N. .
APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 2007, 23 (05) :403-428
[32]   Stationary fronts in an A+B→0 reaction under subdiffusion [J].
Froemberg, Daniela ;
Sokolov, Igor M. .
PHYSICAL REVIEW LETTERS, 2008, 100 (10)
[33]   Experimental evidence of strong anomalous diffusion in living cells [J].
Gal, Naama ;
Weihs, Daphne .
PHYSICAL REVIEW E, 2010, 81 (02)
[34]   Physical nature of bacterial cytoplasm [J].
Golding, I ;
Cox, EC .
PHYSICAL REVIEW LETTERS, 2006, 96 (09)
[35]   High-resolution, single-molecule measurements of biomolecular motion [J].
Greenleaf, William J. ;
Woodside, Michael T. ;
Block, Steven M. .
ANNUAL REVIEW OF BIOPHYSICS AND BIOMOLECULAR STRUCTURE, 2007, 36 :171-190
[36]   Sampling the cell with anomalous diffusion - The discovery of slowness [J].
Guigas, Gernot ;
Weiss, Matthias .
BIOPHYSICAL JOURNAL, 2008, 94 (01) :90-94
[37]  
Harris T. E., 1965, J. Appl. Prob, V2, P323, DOI DOI 10.2307/3212197
[38]   DIFFUSION IN DISORDERED MEDIA [J].
HAVLIN, S ;
BENAVRAHAM, D .
ADVANCES IN PHYSICS, 1987, 36 (06) :695-798
[39]   Random time-scale invariant diffusion and transport coefficients [J].
He, Y. ;
Burov, S. ;
Metzler, R. ;
Barkai, E. .
PHYSICAL REVIEW LETTERS, 2008, 101 (05)
[40]   Fractional Fokker-Planck dynamics:: Numerical algorithm and simulations [J].
Heinsalu, E ;
Patriarca, M ;
Goychuk, I ;
Schmid, G ;
Hänggi, P .
PHYSICAL REVIEW E, 2006, 73 (04)