Aging power spectrum of membrane protein transport and other subordinated random walks
Abstract
Single-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.
- Authors:
-
- Colorado State Univ., Fort Collins, CO (United States); Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
- Bar-Ilan Univ., Ramat Gan (Israel)
- Colorado State Univ., Fort Collins, CO (United States); Colorado State Univ., Fort Collins, CO (United States)
- Publication Date:
- Research Org.:
- Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
- Sponsoring Org.:
- USDOE Laboratory Directed Research and Development (LDRD) Program; National Science Foundation (NSF); Israel Science Foundation; Colorado State University
- OSTI Identifier:
- 1828718
- Report Number(s):
- LA-UR-21-21176
Journal ID: ISSN 2041-1723
- Grant/Contract Number:
- 89233218CNA000001; 2102832; 1898/17
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Nature Communications
- Additional Journal Information:
- Journal Volume: 12; Journal Issue: 1; Journal ID: ISSN 2041-1723
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES; Biological Science; Mathematics
Citation Formats
Fox, Zachary R., Barkai, Eli, and Krapf, Diego. Aging power spectrum of membrane protein transport and other subordinated random walks. United States: N. p., 2021.
Web. doi:10.1038/s41467-021-26465-8.
Fox, Zachary R., Barkai, Eli, & Krapf, Diego. Aging power spectrum of membrane protein transport and other subordinated random walks. United States. https://doi.org/10.1038/s41467-021-26465-8
Fox, Zachary R., Barkai, Eli, and Krapf, Diego. Mon .
"Aging power spectrum of membrane protein transport and other subordinated random walks". United States. https://doi.org/10.1038/s41467-021-26465-8. https://www.osti.gov/servlets/purl/1828718.
@article{osti_1828718,
title = {Aging power spectrum of membrane protein transport and other subordinated random walks},
author = {Fox, Zachary R. and Barkai, Eli and Krapf, Diego},
abstractNote = {Single-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.},
doi = {10.1038/s41467-021-26465-8},
journal = {Nature Communications},
number = 1,
volume = 12,
place = {United States},
year = {2021},
month = {10}
}
Works referenced in this record:
Aging Wiener-Khinchin theorem and critical exponents of noise
journal, November 2016
- Leibovich, N.; Dechant, A.; Lutz, E.
- Physical Review E, Vol. 94, Issue 5
Power spectral density of a single Brownian trajectory: what one can and cannot learn from it
journal, February 2018
- Krapf, Diego; Marinari, Enzo; Metzler, Ralf
- New Journal of Physics, Vol. 20, Issue 2
Non-specific interactions govern cytosolic diffusion of nanosized objects in mammalian cells
journal, July 2018
- Etoc, Fred; Balloul, Elie; Vicario, Chiara
- Nature Materials, Vol. 17, Issue 8
Subordinated diffusion and continuous time random walk asymptotics
journal, December 2010
- Dybiec, Bartłomiej; Gudowska-Nowak, Ewa
- Chaos: An Interdisciplinary Journal of Nonlinear Science, Vol. 20, Issue 4
Intrinsic Pink-Noise Multidecadal Global Climate Dynamics Mode
journal, September 2018
- Moon, Woosok; Agarwal, Sahil; Wettlaufer, J. S.
- Physical Review Letters, Vol. 121, Issue 10
THE INCREASING IMPORTANCE OF 1/f-NOISES AS MODELS OF ECOLOGICAL VARIABILITY
journal, June 2004
- Halley, John M.; Inchausti, Pablo
- Fluctuation and Noise Letters, Vol. 04, Issue 02
Stochastic Transport in a Disordered Solid. I. Theory
journal, May 1973
- Scher, H.; Lax, M.
- Physical Review B, Vol. 7, Issue 10
Ergodicity breaking on the neuronal surface emerges from random switching between diffusive states
journal, July 2017
- Weron, Aleksander; Burnecki, Krzysztof; Akin, Elizabeth J.
- Scientific Reports, Vol. 7, Issue 1
Displacement autocorrelation functions for strong anomalous diffusion: A scaling form, universal behavior, and corrections to scaling
journal, January 2021
- Vollmer, Jürgen; Rondoni, Lamberto; Tayyab, Muhammad
- Physical Review Research, Vol. 3, Issue 1
The dynamics of single protein molecules is non-equilibrium and self-similar over thirteen decades in time
journal, November 2015
- Hu, Xiaohu; Hong, Liang; Dean Smith, Micholas
- Nature Physics, Vol. 12, Issue 2
Fractional Brownian Motion Versus the Continuous-Time Random Walk: A Simple Test for Subdiffusive Dynamics
journal, October 2009
- Magdziarz, Marcin; Weron, Aleksander; Burnecki, Krzysztof
- Physical Review Letters, Vol. 103, Issue 18
Weak Ergodicity Breaking in the Continuous-Time Random Walk
journal, June 2005
- Bel, G.; Barkai, E.
- Physical Review Letters, Vol. 94, Issue 24
Brownian motion in a Maxwell fluid
journal, January 2011
- Grimm, Matthias; Jeney, Sylvia; Franosch, Thomas
- Soft Matter, Vol. 7, Issue 5
Sample-to-sample fluctuations of power spectrum of a random motion in a periodic Sinai model
journal, September 2016
- Dean, David S.; Iorio, Antonio; Marinari, Enzo
- Physical Review E, Vol. 94, Issue 3
Universal spectral features of different classes of random-diffusivity processes
journal, June 2020
- Sposini, Vittoria; Grebenkov, Denis S.; Metzler, Ralf
- New Journal of Physics, Vol. 22, Issue 6
Modeling non-Fickian transport in geological formations as a continuous time random walk
journal, January 2006
- Berkowitz, Brian; Cortis, Andrea; Dentz, Marco
- Reviews of Geophysics, Vol. 44, Issue 2
Nonergodicity of Blinking Nanocrystals and Other Lévy-Walk Processes
journal, March 2005
- Margolin, G.; Barkai, E.
- Physical Review Letters, Vol. 94, Issue 8
1/ noise in the intensity fluctuations of vertical-cavity surface-emitting lasers subject to parallel optical injection
journal, April 2018
- Rodríguez, Miguel A.; Coarer, Florian Denis-le; Valle, Ángel
- Physical Review E, Vol. 97, Issue 4
1/ f noise for intermittent quantum dots exhibits non-stationarity and critical exponents
journal, November 2014
- Sadegh, Sanaz; Barkai, Eli; Krapf, Diego
- New Journal of Physics, Vol. 16, Issue 11
Wiener-Khinchin Theorem for Nonstationary Scale-Invariant Processes
journal, August 2015
- Dechant, Andreas; Lutz, Eric
- Physical Review Letters, Vol. 115, Issue 8
Aging Wiener-Khinchin Theorem
journal, August 2015
- Leibovich, N.; Barkai, E.
- Physical Review Letters, Vol. 115, Issue 8
The Anomalous Diffusion challenge: objective comparison of methods to decode anomalous diffusion
conference, September 2021
- Muñoz-Gil, Gorka; Volpe, Giovanni; García-March, Miguel Angel
- Emerging Topics in Artificial Intelligence (ETAI) 2021
Intracellular transport of insulin granules is a subordinated random walk
journal, March 2013
- Tabei, S. M. A.; Burov, S.; Kim, H. Y.
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 13
Protein Conformational Dynamics Probed by Single-Molecule Electron Transfer
journal, October 2003
- Yang, H.
- Science, Vol. 302, Issue 5643
From 1/f noise to multifractal cascades in heartbeat dynamics
journal, September 2001
- Ivanov, Plamen Ch.; Nunes Amaral, Luı́s A.; Goldberger, Ary L.
- Chaos: An Interdisciplinary Journal of Nonlinear Science, Vol. 11, Issue 3
Robust single-particle tracking in live-cell time-lapse sequences
journal, July 2008
- Jaqaman, Khuloud; Loerke, Dinah; Mettlen, Marcel
- Nature Methods, Vol. 5, Issue 8
Elucidating the Origin of Heterogeneous Anomalous Diffusion in the Cytoplasm of Mammalian Cells
journal, July 2020
- Sabri, Adal; Xu, Xinran; Krapf, Diego
- Physical Review Letters, Vol. 125, Issue 5
Time-dependent spectra of a three-level atom in the presence of electron shelving
journal, July 2018
- Román-Ancheyta, R.; Santos-Sánchez, O. de los; Horvath, L.
- Physical Review A, Vol. 98, Issue 1
Some noises withI/fspectrum, a bridge between direct current and white noise
journal, April 1967
- Mandelbrot, B.
- IEEE Transactions on Information Theory, Vol. 13, Issue 2
Fractal renewal processes generate 1/ f noise
journal, February 1993
- Lowen, S. B.; Teich, M. C.
- Physical Review E, Vol. 47, Issue 2
1/f noise in computer network traffic
journal, June 1994
- Csabai, I.
- Journal of Physics A: Mathematical and General, Vol. 27, Issue 12
Lévy flights from a continuous-time process
journal, December 2000
- Sokolov, I. M.
- Physical Review E, Vol. 63, Issue 1
Measurements and characterization of the dynamics of tracer particles in an actin network
journal, April 2021
- Levin, Maayan; Bel, Golan; Roichman, Yael
- The Journal of Chemical Physics, Vol. 154, Issue 14
Continuous Time Random Walk (CTRW) put to work
journal, December 2017
- Scher, Harvey
- The European Physical Journal B, Vol. 90, Issue 12
Fluctuations of Noise and the Low-Frequency Cutoff Paradox
journal, April 2013
- Niemann, Markus; Kantz, Holger; Barkai, Eli
- Physical Review Letters, Vol. 110, Issue 14
Self-Organized Criticality and Earthquakes
journal, June 1989
- Sornette, A.; Sornette, D.
- Europhysics Letters (EPL), Vol. 9, Issue 3
Fractal dynamics in physiology: Alterations with disease and aging
journal, February 2002
- Goldberger, A. L.; Amaral, L. A. N.; Hausdorff, J. M.
- Proceedings of the National Academy of Sciences, Vol. 99, Issue Supplement 1
Anomalous diffusion models and their properties: non-stationarity, non-ergodicity, and ageing at the centenary of single particle tracking
journal, January 2014
- Metzler, Ralf; Jeon, Jae-Hyung; Cherstvy, Andrey G.
- Phys. Chem. Chem. Phys., Vol. 16, Issue 44
Ergodic and nonergodic processes coexist in the plasma membrane as observed by single-molecule tracking
journal, April 2011
- Weigel, A. V.; Simon, B.; Tamkun, M. M.
- Proceedings of the National Academy of Sciences, Vol. 108, Issue 16
Strange kinetics of single molecules in living cells
journal, August 2012
- Barkai, Eli; Garini, Yuval; Metzler, Ralf
- Physics Today, Vol. 65, Issue 8
A review of progress in single particle tracking: from methods to biophysical insights
journal, October 2015
- Manzo, Carlo; Garcia-Parajo, Maria F.
- Reports on Progress in Physics, Vol. 78, Issue 12
Anomalous diffusion in disordered media: Statistical mechanisms, models and physical applications
journal, November 1990
- Bouchaud, Jean-Philippe; Georges, Antoine
- Physics Reports, Vol. 195, Issue 4-5
Subdiffusion of mixed origins: When ergodicity and nonergodicity coexist
journal, January 2010
- Meroz, Yasmine; Sokolov, Igor M.; Klafter, Joseph
- Physical Review E, Vol. 81, Issue 1
Fractal mobile/immobile solute transport: FRACTAL MOBILE-IMMOBILE SOLUTE TRANSPORT
journal, October 2003
- Schumer, Rina; Benson, David A.; Meerschaert, Mark M.
- Water Resources Research, Vol. 39, Issue 10
Elucidating the Origin of Anomalous Diffusion in Crowded Fluids
journal, July 2009
- Szymanski, Jedrzej; Weiss, Matthias
- Physical Review Letters, Vol. 103, Issue 3
1/ f α power spectrum in the Kardar–Parisi–Zhang universality class
journal, June 2017
- Takeuchi, Kazumasa A.
- Journal of Physics A: Mathematical and Theoretical, Vol. 50, Issue 26
Low-frequency 1/f noise in graphene devices
journal, August 2013
- Balandin, Alexander A.
- Nature Nanotechnology, Vol. 8, Issue 8
Continuous-time random-walk model for financial distributions
journal, February 2003
- Masoliver, Jaume; Montero, Miquel; Weiss, George H.
- Physical Review E, Vol. 67, Issue 2
Nonergodicity in nanoscale electrodes
journal, January 2013
- Krapf, Diego
- Phys. Chem. Chem. Phys., Vol. 15, Issue 2
Random Walks on Lattices. II
journal, February 1965
- Montroll, Elliott W.; Weiss, George H.
- Journal of Mathematical Physics, Vol. 6, Issue 2
Fractional Brownian Motions, Fractional Noises and Applications
journal, October 1968
- Mandelbrot, Benoit B.; Van Ness, John W.
- SIAM Review, Vol. 10, Issue 4
Cholesterol modulates acetylcholine receptor diffusion by tuning confinement sojourns and nanocluster stability
journal, August 2018
- Mosqueira, Alejo; Camino, Pablo A.; Barrantes, Francisco J.
- Scientific Reports, Vol. 8, Issue 1
1∕ f β noise for scale-invariant processes: how long you wait matters
journal, November 2017
- Leibovich, Nava; Barkai, Eli
- The European Physical Journal B, Vol. 90, Issue 11
Single-trajectory spectral analysis of scaled Brownian motion
journal, July 2019
- Sposini, Vittoria; Metzler, Ralf; Oshanin, Gleb
- New Journal of Physics, Vol. 21, Issue 7
Evolution of long-range fractal correlations and 1/ f noise in DNA base sequences
journal, June 1992
- Voss, Richard F.
- Physical Review Letters, Vol. 68, Issue 25
Origins and applications of the Montroll-Weiss continuous time random walk
journal, May 2017
- Shlesinger, Michael F.
- The European Physical Journal B, Vol. 90, Issue 5
Single-Molecule Imaging of Na v 1.6 on the Surface of Hippocampal Neurons Reveals Somatic Nanoclusters
journal, September 2016
- Akin, Elizabeth J.; Solé, Laura; Johnson, Ben
- Biophysical Journal, Vol. 111, Issue 6