Literature DB >> 23199912

Universal algorithm for identification of fractional Brownian motion. A case of telomere subdiffusion.

Krzysztof Burnecki1, Eldad Kepten, Joanna Janczura, Irena Bronshtein, Yuval Garini, Aleksander Weron.   

Abstract

We present a systematic statistical analysis of the recently measured individual trajectories of fluorescently labeled telomeres in the nucleus of living human cells. The experiments were performed in the U2OS cancer cell line. We propose an algorithm for identification of the telomere motion. By expanding the previously published data set, we are able to explore the dynamics in six time orders, a task not possible earlier. As a result, we establish a rigorous mathematical characterization of the stochastic process and identify the basic mathematical mechanisms behind the telomere motion. We find that the increments of the motion are stationary, Gaussian, ergodic, and even more chaotic--mixing. Moreover, the obtained memory parameter estimates, as well as the ensemble average mean square displacement reveal subdiffusive behavior at all time spans. All these findings statistically prove a fractional Brownian motion for the telomere trajectories, which is confirmed by a generalized p-variation test. Taking into account the biophysical nature of telomeres as monomers in the chromatin chain, we suggest polymer dynamics as a sufficient framework for their motion with no influence of other models. In addition, these results shed light on other studies of telomere motion and the alternative telomere lengthening mechanism. We hope that identification of these mechanisms will allow the development of a proper physical and biological model for telomere subdynamics. This array of tests can be easily implemented to other data sets to enable quick and accurate analysis of their statistical characteristics.
Copyright © 2012 Biophysical Society. Published by Elsevier Inc. All rights reserved.

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Year:  2012        PMID: 23199912      PMCID: PMC3491722          DOI: 10.1016/j.bpj.2012.09.040

Source DB:  PubMed          Journal:  Biophys J        ISSN: 0006-3495            Impact factor:   4.033


  57 in total

1.  Micro-organization and visco-elasticity of the interphase nucleus revealed by particle nanotracking.

Authors:  Yiider Tseng; Jerry S H Lee; Thomas P Kole; Ingjye Jiang; Denis Wirtz
Journal:  J Cell Sci       Date:  2004-04-15       Impact factor: 5.285

2.  Anomalous diffusion: testing ergodicity breaking in experimental data.

Authors:  Marcin Magdziarz; Aleksander Weron
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2011-11-29

3.  Quantitative analysis of single particle trajectories: mean maximal excursion method.

Authors:  Vincent Tejedor; Olivier Bénichou; Raphael Voituriez; Ralf Jungmann; Friedrich Simmel; Christine Selhuber-Unkel; Lene B Oddershede; Ralf Metzler
Journal:  Biophys J       Date:  2010-04-07       Impact factor: 4.033

4.  Anomalous diffusion of proteins due to molecular crowding.

Authors:  Daniel S Banks; Cécile Fradin
Journal:  Biophys J       Date:  2005-08-19       Impact factor: 4.033

5.  Sampling the cell with anomalous diffusion - the discovery of slowness.

Authors:  Gernot Guigas; Matthias Weiss
Journal:  Biophys J       Date:  2007-09-07       Impact factor: 4.033

6.  Random time-scale invariant diffusion and transport coefficients.

Authors:  Y He; S Burov; R Metzler; E Barkai
Journal:  Phys Rev Lett       Date:  2008-07-28       Impact factor: 9.161

7.  Ergodic and nonergodic processes coexist in the plasma membrane as observed by single-molecule tracking.

Authors:  Aubrey V Weigel; Blair Simon; Michael M Tamkun; Diego Krapf
Journal:  Proc Natl Acad Sci U S A       Date:  2011-04-04       Impact factor: 11.205

8.  Ergodicity convergence test suggests telomere motion obeys fractional dynamics.

Authors:  E Kepten; I Bronshtein; Y Garini
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2011-04-22

9.  Dynamin 2 orchestrates the global actomyosin cytoskeleton for epithelial maintenance and apical constriction.

Authors:  Jennifer Chua; Richa Rikhy; Jennifer Lippincott-Schwartz
Journal:  Proc Natl Acad Sci U S A       Date:  2009-11-30       Impact factor: 11.205

10.  Proof of the Ergodic Theorem.

Authors:  G D Birkhoff
Journal:  Proc Natl Acad Sci U S A       Date:  1931-12       Impact factor: 11.205

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  22 in total

1.  Inferring diffusion dynamics from FCS in heterogeneous nuclear environments.

Authors:  Konstantinos Tsekouras; Amanda P Siegel; Richard N Day; Steve Pressé
Journal:  Biophys J       Date:  2015-07-07       Impact factor: 4.033

2.  Chromosomal locus tracking with proper accounting of static and dynamic errors.

Authors:  Mikael P Backlund; Ryan Joyner; W E Moerner
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2015-06-29

3.  Cytoplasmic RNA-Protein Particles Exhibit Non-Gaussian Subdiffusive Behavior.

Authors:  Thomas J Lampo; Stella Stylianidou; Mikael P Backlund; Paul A Wiggins; Andrew J Spakowitz
Journal:  Biophys J       Date:  2017-01-11       Impact factor: 4.033

4.  Mean first-passage times of non-Markovian random walkers in confinement.

Authors:  T Guérin; N Levernier; O Bénichou; R Voituriez
Journal:  Nature       Date:  2016-06-16       Impact factor: 49.962

5.  Segmentation of 3D Trajectories Acquired by TSUNAMI Microscope: An Application to EGFR Trafficking.

Authors:  Yen-Liang Liu; Evan P Perillo; Cong Liu; Peter Yu; Chao-Kai Chou; Mien-Chie Hung; Andrew K Dunn; Hsin-Chih Yeh
Journal:  Biophys J       Date:  2016-11-15       Impact factor: 4.033

6.  Modeling meiotic chromosome pairing: nuclear envelope attachment, telomere-led active random motion, and anomalous diffusion.

Authors:  Wallace F Marshall; Jennifer C Fung
Journal:  Phys Biol       Date:  2016-04-05       Impact factor: 2.583

7.  Guidelines for the fitting of anomalous diffusion mean square displacement graphs from single particle tracking experiments.

Authors:  Eldad Kepten; Aleksander Weron; Grzegorz Sikora; Krzysztof Burnecki; Yuval Garini
Journal:  PLoS One       Date:  2015-02-13       Impact factor: 3.240

8.  Loss of lamin A function increases chromatin dynamics in the nuclear interior.

Authors:  I Bronshtein; E Kepten; I Kanter; S Berezin; M Lindner; Abena B Redwood; S Mai; S Gonzalo; R Foisner; Y Shav-Tal; Y Garini
Journal:  Nat Commun       Date:  2015-08-24       Impact factor: 14.919

9.  Estimating the anomalous diffusion exponent for single particle tracking data with measurement errors - An alternative approach.

Authors:  Krzysztof Burnecki; Eldad Kepten; Yuval Garini; Grzegorz Sikora; Aleksander Weron
Journal:  Sci Rep       Date:  2015-06-11       Impact factor: 4.379

10.  Multiscale modeling of genome organization with maximum entropy optimization.

Authors:  Xingcheng Lin; Yifeng Qi; Andrew P Latham; Bin Zhang
Journal:  J Chem Phys       Date:  2021-07-07       Impact factor: 3.488

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