Skip to main content
Log in

Changes in blood–brain barrier permeability characterized from electroencephalograms with a combined wavelet and fluctuation analysis

  • Regular Article
  • Published:
The European Physical Journal Plus Aims and scope Submit manuscript

Abstract

We study changes in the blood–brain barrier (BBB) permeability in mice caused by a 2-h intermittent sound and discuss their reflection in the electrical activity of the brain. Using the detrended fluctuation analysis (DFA), multiresolution wavelet analysis (MWA) and their recent modifications, we compare the capabilities of reliably characterizing the transitions between closed and open BBB states. It is shown that an enhanced approach, combining MWA with DFA of the decomposition coefficients, improves the interstate separation by limiting the most appropriate level of resolution. This approach can be useful in various studies of complex systems based on experimental data.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  1. N.J. Abbott, L. Rönnbäck, E. Hansson, Nat. Rev. Neurosci. 7, 41 (2006)

    Article  Google Scholar 

  2. W.M. Pardridge, Expert Opin. Drug Deliv. 13, 963 (2016)

    Article  Google Scholar 

  3. H.S. Sharma, P.K. Dey, Neurosci. Res. 5, 224 (1988)

    Article  Google Scholar 

  4. R. Cooper, Clin. Neurophysiol. 7, B28 (1974)

    Google Scholar 

  5. C. Angel, Dis. Nerv. Syst. 30, 94 (1969)

    Google Scholar 

  6. E.E. Konofagou, Y.S. Tung, J. Choi, T. Deffieux, B. Baseri, F. Vlachos, Curr. Pharm. Biotechnol. 13, 1332 (2012)

    Article  Google Scholar 

  7. M.E. Downs, A. Buch, C. Sierra, M.E. Karakatsani, T. Teichert, S. Chen, E.E. Konofagou, V.P. Ferrera, PLoS One 10, e0125911 (2015)

  8. S.Y. Wu, C. Aurup, C.S. Sanchez, J. Grondin, W. Zheng, H. Kamimura, V.P. Ferrera, E.E. Konofagou, Sci. Rep. 8, 7978 (2018)

    Article  ADS  Google Scholar 

  9. K.H. Song, B.K. Harvey, M.A. Borden, Theranostics 8, 4393 (2018)

    Article  Google Scholar 

  10. N. Lipsman, Y. Meng, A.J. Bethune, Y. Huang, B. Lam, M. Masellis, N. Herrmann, C. Heyn, I. Aubert, A. Boutet, G.S. Smith, K. Hynynen, S.E. Black, Nat. Commun. 9, 2336 (2018)

    Article  ADS  Google Scholar 

  11. Z. Deng, Z. Sheng, F. Yan, J. Oncol. 2019, 2345203 (2019)

    Article  Google Scholar 

  12. K.T. Chen, K.C. Wei, H.L. Liu, Front. Pharmacol. 10, 86 (2019)

    Article  Google Scholar 

  13. A.N. Pouliopoulos, S.Y. Wu, M.T. Burgess, M.E. Karakatsani, H.A.S. Kamimura, E.E. Konofagou, Ultrasound Med. Biol. 46, 73 (2020)

    Article  Google Scholar 

  14. K. Beccaria, M. Canney, G. Bouchoux, S. Puget, J. Grill, A. Carpentier, Neurosurg. Focus. 48, E10 (2020)

    Article  Google Scholar 

  15. C.T. Curley, B.P. Mead, K. Negron, N. Kim, W.J. Garrison, G.W. Miller, K.M. Kingsmore, E.A. Thim, J. Song, J.M. Munson, A.L. Klibanov, J.S. Suk, J. Hanes, R.J. Price, Sci Adv. 6, eaay1344 (2020)

  16. A. Carpentier, M. Canney, A. Vignot, V. Reina, K. Beccaria, C. Horodyckid, C. Karachi, D. Leclercq, C. Lafon, J.Y. Chapelon, L. Capelle, P. Cornu, M. Sanson, K. Hoang-Xuan, J.Y. Delattre, A. Idbaih, Sci. Transl. Med. 8, 343re2 (2016)

  17. O. Semyachkina-Glushkovskaya, A. Esmat, D. Bragin, O. Bragina, A.A. Shirokov, N. Navolokin, Y. Yang, A. Abdurashitov, A. Khorovodov, A. Terskov, M. Klimova, A. Mamedova, I. Fedosov, V. Tuchin, J. Kurths, Proc. Biol. Sci. 287, 20202337 (2020)

    Google Scholar 

  18. O. Semyachkina-Glushkovskaya, D. Postnov, T. Penzel, J. Kurths, Int. J. Mol. Sci. 21, 6293 (2020)

    Article  Google Scholar 

  19. O. Semyachkina-Glushkovskaya, V. Chehonin, E. Borisova, I. Fedosov, A. Namykin, A. Abdurashitov, A. Shirokov, B. Khlebtsov, Y. Lyubun, N. Navolokin, M. Ulanova, N. Shushunova, A. Khorovodov, I. Agranovich, A. Bodrova, M. Sagatova, A.E. Shareef, E. Saranceva, T. Iskra, M. Dvoryatkina, E. Zhinchenko, O. Sindeeva, V. Tuchin, J. Kurths, J. Biophotonics 11, e201700287 (2018)

  20. 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)

  21. A.N. Pavlov, A.S. Abdurashitov, A.A. Koronovskii Jr., O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Commun. Nonlin. Sci. Numer. Simulat. 85, 105232 (2020)

  22. A.N. Pavlov, A.I. Dubrovsky, A.A. Koronovskii Jr., O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Chaos 30, 073138 (2020)

  23. C.-K. Peng, S.V. Buldyrev, S. Havlin, M. Simons, H.E. Stanley, A.L. Goldberger, Phys. Rev. E 49, 1685 (1994)

    Article  ADS  Google Scholar 

  24. C.-K. Peng, S. Havlin, H.E. Stanley, A.L. Goldberger, Chaos 5, 82 (1995)

    Article  ADS  Google Scholar 

  25. S.V. Buldyrev, A.L. Goldberger, S. Havlin, R.N. Mantegna, M.E. Matsa, C.-K. Peng, M. Simons, H.E. Stanley, Phys. Rev. E 51, 5084 (1995)

    Article  ADS  Google Scholar 

  26. S.G. Mallat, IEEE Trans. Pattern Anal. Mach. Intell. 11, 674 (1989)

    Article  ADS  Google Scholar 

  27. I. Daubechies, Ten Lectures on Wavelets. Society for Industrial and Applied Mathematics, (1992)

  28. S. Thurner, M.C. Feurstein, M.C. Teich, Phys. Rev. Lett. 80, 1544 (1998)

    Article  ADS  Google Scholar 

  29. A.N. Pavlov, O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Chaos 31, 043110 (2021)

  30. H.E. Stanley, L.A.N. Amaral, A.L. Goldberger, S. Havlin, P.Ch. Ivanov, C.K. Peng, Phys. A 270, 309 (1999)

  31. P. Talkner, R.O. Weber, Phys. Rev. E 62, 150 (2000)

    Article  ADS  Google Scholar 

  32. J.W. Kantelhardt, E. Koscielny-Bunde, H.H.A. Rego, S. Havlin, A. Bunde, Phys. A 295, 441 (2001)

    Article  Google Scholar 

  33. 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)

    Article  ADS  Google Scholar 

  34. I.M. Dremin, V.I. Furletov, O.V. Ivanov, V.A. Nechitailo, V.G. Terziev, Control Eng. Prac. 10, 599 (2002)

    Article  Google Scholar 

  35. A.N. Pavlov, A.I. Dubrovskii, O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, Appl. Sci. 11, 1182 (2021)

    Article  Google Scholar 

  36. A.N. Pavlov, O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Eur. Phys. J. Plus. 136, 10 (2021)

    Article  Google Scholar 

  37. O. Semyachkina-Glushkovskaya, A. Abdurashitov, A. Dubrovsky, D. Bragin, O. Bragina, N. Shushunova, G. Maslyakova, N. Navolokin, A. Bucharskaya, V. Tuchin, J. Kurths, A. Shirokov, J. Biomed. Opt. 22, 073138 (2017)

    Article  Google Scholar 

Download references

Acknowledgements

This work was supported by the RF Government grant No. 075-15-2019-1885. A.P. acknowledges support by the grant of the President of the Russian Federation for leading scientific schools (NSh-2594.2020.2).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to A. N. Pavlov.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Pavlov, A.N., Khorovodov, A.P., Mamedova, A.T. et al. Changes in blood–brain barrier permeability characterized from electroencephalograms with a combined wavelet and fluctuation analysis. Eur. Phys. J. Plus 136, 577 (2021). https://doi.org/10.1140/epjp/s13360-021-01593-8

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1140/epjp/s13360-021-01593-8

Navigation