Skip to main content
Log in

Effects of healthy aging on electrical activity of the brain during motor tasks characterized with wavelets

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

Abstract

Age-related changes in the brain’s electrical activity can be caused by healthy aging and brain disorders. The ability to detect such phenomena from an electroencephalogram (EEG) is important to identify diseases’ latent stages. These changes appear in the brain’s background electrical activity, but the performance of cognitive or motor tasks can cause more significant signs of impairments in brain dynamics. Here, we analyze the features of multichannel EEGs in groups of healthy elderly and younger adults during hand clenching and apply two wavelet-based methods to reveal distinctions that arise with age, namely multiresolution analysis using the discrete wavelet transform, and multifractal formalism, which involves extracting the skeleton of the continuous wavelet transform. With the first method, we demonstrate that inter-group differences are established at rest and during the performance of motor tasks. With the second method, we also find similar distinctions, although the number of suitable channels and their distribution can differ. We conclude that characterization of age-related differences depends on the wavelet-based method used for EEG processing.

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
Fig. 4
Fig. 5

Similar content being viewed by others

References

  1. R.M. Steketee, R. Meijboom, M. de Groot, E.E. Bron, W.J. Niessen, A. van der Lugt, J.C. van Swieten, M. Smits, Neurobiol. Aging 43, 119 (2016)

    Article  Google Scholar 

  2. M. Yu, A.A. Gouw, A. Hillebrand, B.M. Tijms, C.J. Stam, E.C. van Straaten, Y.A. Pijnenburg, Neurobiol. Aging 42, 150 (2016)

    Article  Google Scholar 

  3. E. Yu, Z. Liao, D. Mao, Q. Zhang, G. Ji, Y. Li, Z. Ding, Curr. Alzheimer Res. 14, 628 (2017)

    Article  Google Scholar 

  4. E.R. Lindemer, D.N. Greve, B.R. Fischl, J.C. Augustinack, D.H. Salat, NeuroImage Clin. 14, 156 (2017)

    Article  Google Scholar 

  5. Q. Lin, M.D. Rosenberg, K. Yoo, T.W. Hsu, T.P. O’Connell, M.M. Chun, Front. Aging Neurosci. 10, 94 (2018)

  6. C. Maes, J. Gooijers, J.J.O. de Xivry, S.P. Swinnen, M.P. Boisgontier, Neurosci. Biobehav. Rev. 75, 234 (2017)

    Article  Google Scholar 

  7. S. Heuninckx, N. Wenderoth, S.P. Swinnen, J. Neurosci. 28, 91 (2008)

    Article  Google Scholar 

  8. J. Langan, S. Peltier, J. Bo, B.W. Fling, R.C. Welsh, R.D. Seidler, Front. Syst. Neurosci. 4, 17 (2010)

    Google Scholar 

  9. M. Berchicci, G. Lucci, C. Pesce, D. Spinelli, F. Di Russo, Neuroimage 62, 1750 (2012)

    Article  Google Scholar 

  10. J. Fernandez-Ruiz, A. Peltsch, N. Alahyane, D.C. Brien, B.C. Coe, A. Garcia, D.P. Munoz, Neuroimage 165, 92 (2018)

    Article  Google Scholar 

  11. N.S. Ward, Ageing Res. Rev. 5, 239 (2006)

    Article  Google Scholar 

  12. N.S. Frolov, E.N. Pitsik, V.A. Maksimenko, V.V. Grubov, A.R. Kiselev, Z. Wang, A.E. Hramov, PLoS ONE 15(9), e0233942 (2020)

    Article  Google Scholar 

  13. J. Dushanova, M. Christov, Adv. Med. Sci. 59, 61 (2014)

    Article  Google Scholar 

  14. F. Ferreri, A. Guerra, L. Vollero, D. Ponzo, S. Maatta, E. Mervaala, G. Iannello, V. Di Lazzaro, Neuroscience 357, 255 (2017)

    Article  Google Scholar 

  15. P.A. Reuter-Lorenz, D.C. Park, Neuropsychol. Rev. 24, 355 (2014)

    Article  Google Scholar 

  16. T. Bardouille, L. Bailey, CamCAN Group. Neuroimage 193, 25 (2019)

    Article  Google Scholar 

  17. K. Cassady, H. Gagnon, P. Lalwani, M. Simmonite, B. Foerster, D. Park, S.J. Peltier, M. Petrou, S.F. Taylor, D.H. Weissman, R.D. Seidler, T.A. Polk, Neuroimage 186, 234 (2018)

    Article  Google Scholar 

  18. C.-H. Cheng, M.-Y. Lin, S.-H. Yang, Front. Aging Neurosci. 10, 53 (2018)

    Article  Google Scholar 

  19. I. Daubechies, Ten Lectures on Wavelets. Society for Industrial and Applied Mathematics, 1992

  20. A.N. Pavlov, A.E. Hramov, A.A. Koronovskii, E.Y. Sitnikova, V.A. Makarov, A.A. Ovchinnikov, Phys. Usp. 55, 845 (2012)

    Article  Google Scholar 

  21. A.E. Hramov, A.A. Koronovskii, V.A. Makarov, A.N. Pavlov, E. Sitnikova, Wavelets in Neuroscience (Springer, Berlin, 2015)

    Book  Google Scholar 

  22. N.E. Huang, Z. Shen, S.R. Long, M.C. Wu, H.H. Shih, Q. Zheng, N.-C. Yen, C.C. Tung, H.H. Liu, Proc. R. Soc. A 454, 903 (1998)

    Article  ADS  Google Scholar 

  23. V.A. Maksimenko, S.A. Kurkin, E.N. Pitsik, V.Y. Musatov, A.E. Runnova, T.Y. Efremova, A.E. Hramov, A.N. Pisarchik, Complexity 2018, 9385947 (2018)

    Article  Google Scholar 

  24. P. Chholak, G. Niso, V.A. Maksimenko, S.A. Kurkin, N.S. Frolov, E.N. Pitsik, A.E. Hramov, A.N. Pisarchik, Sci. Rep. 9, 9838 (2019)

    Article  ADS  Google Scholar 

  25. S. Nobukawa, T. Yamanishi, H. Nishimura, Y. Wada, M. Kikuchi, T. Takahashi, Cogn. Neurodyn. 13, 1 (2019)

    Article  Google Scholar 

  26. D. Labate, F. La Foresta, I. Palamara, G. Morabito, A. Bramanti, Z. Zhang, F.C. Morabito, in Recent Advances of Neural Network Models and Applications. Springer, 2014, p. 163

  27. N. Scheel, E. Franke, T.F. Münte, A Madany Mamlouk. Front. Hum. Neurosci. 12, 451 (2018)

    Article  Google Scholar 

  28. A.N. Pavlov, E.N. Pitsik, N.S. Frolov, A. Badarin, O.N. Pavlova, A.E. Hramov, Sensors 20, 5843 (2020)

    Article  Google Scholar 

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

    Article  ADS  Google Scholar 

  30. V.A. Maksimenko, A. Pavlov, A.E. Runnova, V. Nedaivozov, V. Grubov, A. Koronovskii, S.V. Pchelintseva, E. Pitsik, A.N. Pisarchik, A.E. Hramov, Nonlinear Dyn. 91, 12803 (2018)

    Article  Google Scholar 

  31. J.-F. Muzy, E. Bacry, A. Arneodo, Phys. Rev. Lett. 67, 3515 (1991)

    Article  ADS  Google Scholar 

  32. J.-F. Muzy, E. Bacry, A. Arneodo, Phys. Rev. E 47, 875 (1993)

    Article  ADS  Google Scholar 

  33. A. Arneodo, E. Bacry, J.F. Muzy, Phys. A 213, 232 (1995)

    Article  Google Scholar 

  34. A. Hyvärinen, E. Oja, Neural Netw. 13, 411 (2000)

    Article  Google Scholar 

  35. A. Gramfort, M. Luessi, E. Larson, D.A. Engemann, D. Strohmeier, C. Brodbeck, R. Goj, M. Jas, T. Brooks, L. Parkkonen, M. Hämäläinen, Front. Neurosci. 7, 267 (2013)

    Article  Google Scholar 

  36. N. Frolov, E. Pitsik, V. Grubov, A. Kiselev, V. Maksimenko, A. Hramov, https://figshare.com/articles/EEG_dataset_for_the_analysis_of_age-related_changes_in_motor-related_cortical_activity_during_a_series_of_fine_motor_tasks_performance/12301181/1

  37. W.H. Press, S.A. Teukolsky, W.T. Vetterling, B.P. Flannery, Numerical Recipes, 3rd Edition: The Art of Scientific Computing (Cambridge University Press, Cambridge, 2007)

    MATH  Google Scholar 

  38. A.N. Pavlov, D.S. Grishina, A.E. Runnova, V.A. Maksimenko, O.N. Pavlova, N.V. Shchukovsky, A.E. Hramov, J. Kurths, Chaos Solitons Fractals 126, 230 (2019)

    Article  ADS  Google Scholar 

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

    Article  ADS  Google Scholar 

  40. R.M. Bryce, K.B. Sprague, Sci. Rep. 2, 315 (2012)

    Article  ADS  Google Scholar 

  41. Y.H. Shao, G.F. Gu, Z.Q. Jiang, W.X. Zhou, D. Sornette, Sci. Rep. 2, 835 (2012)

    Article  Google Scholar 

Download references

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., Pitsik, E.N., Guyo, G.A. et al. Effects of healthy aging on electrical activity of the brain during motor tasks characterized with wavelets. Eur. Phys. J. Plus 136, 408 (2021). https://doi.org/10.1140/epjp/s13360-021-01423-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1140/epjp/s13360-021-01423-x

Navigation