Abstract
An extension of detrended cross-correlation analysis (DCCA) for processing interrelated nonstationary time series is considered using electrocorticograms (ECoG) in mice as an example. The application of this approach to the case of wakefulness and 1-day sleep deprivation is discussed. It is shown that, although the DCCA method enables to detect changes in ECoG caused by sleep deprivation, its extension improves the separation of the dynamics and may reduce the amount of data required to identify the state of the brain electrical activity.
Similar content being viewed by others
References
A. Bashan, R.P. Bartsch, J.W. Kantelhardt, S. Havlin, P.Ch. Ivanov, Nat Commun. 3, 702 (2012)
R.P. Bartsch, K.K.L. Liu, A. Bashan, P.Ch. Ivanov, PLoS One 10, e0142143 (2015)
P.Ch. Ivanov, K.K.L. Liu, R.P. Bartsch, New J. Phys. 18, 100201 (2016)
C.-K. Peng, S.V. Buldyrev, S. Havlin, M. Simons, H.E. Stanley, A.L. Goldberger, Phys. Rev. E 49, 1685 (1994)
C.-K. Peng, S. Havlin, H.E. Stanley, A.L. Goldberger, Chaos 5, 82 (1995)
K. Hu, P.Ch. Ivanov, Z. Chen, P. Carpena, H.E. Stanley, Phys. Rev. E 64, 011114 (2001)
Z. Chen, P.Ch. Ivanov, K. Hu, H.E. Stanley, Phys. Rev. E 65, 041107 (2002)
R.M. Bryce, K.B. Sprague, Sci. Rep. 2, 315 (2012)
A.N. Pavlov, O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Eur. Phys. J. Plus 136, 10 (2021)
B. Podobnik, H.E. Stanley, Phys. Rev. Lett. 100, 084102 (2008)
B. Podobnik, I. Grosse, D. Horvatić, S. Ilic, P.Ch. Ivanov, H.E. Stanley, Eur. Phys. J. B 71, 243 (2009)
A.N. Pavlov, A.S. Abdurashitov, A.A. Koronovskii Jr., O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Commun. Nonlinear Sci. Numer. Simul. 85, 105232 (2020)
A.N. Pavlov, O.N. Pavlova, A.A. Koronovskii Jr., G.A. Guyo, Chaos Solitons Fractals 157, 111972 (2022)
A.N. Pavlov, A.I. Dubrovsky, A.A. Koronovskii Jr., O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Chaos 30, 073138 (2020)
A.N. Pavlov, A.I. Dubrovsky, A.A. Koronovskii Jr., O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Chaos Solitons Fractals 139, 109989 (2020)
R.G. Foster, Interface Focus 10, 20190098 (2020)
N.E. Fultz, G. Bonmassar, K. Setsompop, R.A. Stickgold, B.R. Rosen, J.R. Polimeni, L.D. Lewis, Science 366, 628 (2019)
A.S. Karavaev, V.V. Skazkina, E.I. Borovkova, M.D. Prokhorov, A.N. Hramkov, V.I. Ponomarenko, A.E. Runnova, V.I. Gridnev, A.R. Kiselev, N.V. Kuznetsov, L.S. Chechurin, T. Penzel, Front. Neurosci. 15, 791510 (2022)
C. Duclos, M.P. Beauregard, C. Bottari, M.C. Ouellet, N. Gosselin, Aust. Occup. Ther. J. 62, 2 (2015)
E.J. Van Someren, C. Cirelli, D.J. Dijk, E. Van Cauter, S. Schwartz, M.W. Chee, J. Neurosci. 35, 13889 (2015)
J.J. Ross, Arch. Neurol. 12, 399 (1965)
T.M. Achariyar, B. Li, W. Peng, P.B. Verghese, Y. Shi, E. McConnell, A. Benraiss, T. Kasper, W. Song, T. Takano, D.M. Holtzman, M. Nedergaard, R. Deane, Mol. Neurodegener. 11, 74 (2016)
J. Zhang, Y. Zhu, G. Zhan, P. Fenik, L. Panossian, M.M. Wang, S. Reid, D. Lai, J.G. Davis, J.A. Baur, S. Veasey, J. Neurosci. 34, 4418 (2014)
H.E. Stanley, L.A.N. Amaral, A.L. Goldberger, S. Havlin, P.Ch. Ivanov, C.-K. Peng, Phys. A 270, 309 (1999)
W. Kantelhardt, E. Koscielny-Bunde, H.H.A. Rego, S. Havlin, A. Bunde, Phys. A 295, 441 (2001)
N.S. Frolov, V.V. Grubov, V.A. Maksimenko, A. Lüttjohann, V.V. Makarov, A.N. Pavlov, E. Sitnikova, A.N. Pisarchik, J. Kurths, A.E. Hramov, Sci. Rep. 9, 7243 (2019)
Funding
This work was supported by the Russian Science Foundation (Agreement 22-22-00065), https://rscf.ru/en/project/22-22-00065/.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Koronovskii, A.A., Blokhina, I.A., Pavlova, O.N. et al. Extended detrended cross-correlation analysis of electrocorticograms. Eur. Phys. J. Spec. Top. 232, 605–608 (2023). https://doi.org/10.1140/epjs/s11734-022-00711-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1140/epjs/s11734-022-00711-6