Exploring Age-Related Changes in Dynamical Non-Stationarity in Electroencephalographic Signals during Early Adolescence

PLoS ONE

Volumn 8, Issue 3, 2013, Pages

  Vakorin, Vasily A ^a   McIntosh, Anthony R ^a,b   Mišić, Bratislav ^a,b   Krakovska, Olga ^c   Poulsen, Catherine ^d   Martinu, Kristina ^e   Paus, Tomáš ^a,b,d  

^a ROTMAN RESEARCH INSTITUTE   (Canada)

^b UNIVERSITY OF TORONTO   (Canada)

^c YORK UNIVERSITY   (Canada)

^d MCGILL UNIVERSITY   (Canada)

^e CENTRE DE RECHERCHE   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ADOLESCENT; AGE; ALPHA RHYTHM; ARTICLE; BRAIN DEVELOPMENT; BRAIN FUNCTION; BRAIN REGION; CHILD; ELECTROENCEPHALOGRAPHY; FEMALE; HUMAN; HUMAN EXPERIMENT; MALE; QUANTITATIVE ANALYSIS; SCHOOL CHILD; SIGNAL TRANSDUCTION;

ADOLESCENT; AGE FACTORS; ALPHA RHYTHM; BRAIN; CHILD; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; MALE; PHOTIC STIMULATION;

EID: 84875008493     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0057217     Document Type: Article

References (35)

1. Werner G, (2007) Metastability, criticality and phase transitions in brain and its models. Biosystems 90: 496-508.
2. Murthy V, Fetz E, (1992) Coherent 25- to 35-hz oscillations in the sensorimotor cortex of awake behaving monkeys. Proc Natl Acad Sci U S A 89: 5670-5674.
3. Freyer F, Aquino K, Robinson P, Ritter P, Breakspear M, (2009) Bistability and non-gaussian fluctuations in spontaneous cortical activity. Journal of Neuroscience 29: 8512-24.
4. Fingelkurts A, Fingelkurts A, (2004) Making complexity simpler: multivariability and metastability in the brain. The International Journal of Neuroscience 114: 843-862.
5. Stam C, (2005) Nonlinear dynamical analysis of EEG and MEG: review of an emerging field. Clin Neurophysiol 116: 2266-301.
6. Haken H, (1996) Principles of brain functioning. Springer.
7. Ghosh A, Rho Y, McIntosh A, Ktter R, Jirsa V, (2008) Cortical network dynamics with time delays reveals functional connectivity in the resting brain. Cognitive Neurodynamics 2: 115-120.
8. Deco G, Jirsa V, McIntosh AR, Sporns O, Ktter R, (2009) Key role of coupling, delay, and noise in resting brain fluctuations. Proceedings of the National Academy of Sciences 106: 10302-07.
9. Dikarev T, Smirnov D, Wenneberg R, Perez Velazquez J, Bezruchko B, (2005) EEG nonstationarity during intracranially recorded seizures: statistical and dynamical analysis. Clinical neurophysiology 116: 1796-1807.
10. Le Van Quyen M, Navarro V, Baulac M, Renault B, Martinerie J, (2003) Anticipation of epileptic seizures from standard EEG recordings. The Lancet 361: 970-971.
11. Freyer F, Roberts J, Becker R, Robinson P, Ritter P, et al. (2011) Biophysical mechanisms of multistability in resting-state cortical rhythms. Journal of Neuroscience 31: 6353-61.
12. Manuca R, Savit R, (1996) Stationarity and nonstationarity in time series analysis. Physica D: Nonlinear Phenomen 99: 134-161.
13. Schreiber T, Schmitz A, (1997) Classification of time series data with nonlinear similarity measures. Physical Review Letters 79: 1475-1478.
14. Gribkov D, Gribkova V, (2000) Learning dynamics from nonstationary time series: analysis of electroencephalograms. Physics Review E 6: 65386545.
15. Kaplan A, Fingelkurts A, Fingelkurts A, Borisov S, Darkhovsky B, (2005) Nonstationary nature of the brain activity as revealed by EEG/MEG: methodological, practical and conceptual challenges. Signal processing 85: 21902212.
16. Latchoumane CFV, Ifeachor E, Hudson N, Wimalaratna S, Jeong J, (2008) Dynamical nonstationarity analysis of eesting EEGs in Alzheimers disease. Lecture Notes in Computer Science 4985: 921-929.
17. Kohlmorgen J, Muller KR, Rittweger J, Pawelzik K, (2000) Identification of nonstationary dynamics in physiological recordings. Biological Cybernatics 83: 73-84.
18. McIntosh A, Kovacevic N, Itier R, (2008) Increased brain signal variability accompanies lower behavioral variability in development. Plos Comp Biol 4: e1000106.
19. Lippé S, Kovacevic N, McIntosh A, (2009) Differential maturation of brain signal complexity in the human auditory and visual system. Frontiers in Human Neuroscience 3: 48.
20. Kolmogorov A, (1959) Entropy per unit time as a metric invariant of automorphism. Doklady of Russian Academy of Sciences 124: 754-755.
21. Grassberger P, Procaccia I, (1983) Estimation of the kolmogorov entropy from a chaotic signal. PhysRevA 28: 2591-93.
22. Kaffashi F, Foglyano R, Wilson C, Loparo K, (2008) The effect of time delay on approximate and sample entropy calculations. Physica D: Nonlinear Phenomena 237: 3069-3074.
23. Delorme A, Makeig S, (2004) EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J Neurosci Methods 134: 9-21.
24. Cragg L, Kovacevic N, McIntosh A, Poulsen C, Martinu K, et al. (2011) Maturation of EEG power spectra in early adolescence: a longitudinal study. Developmental Science 14: 935-943.
25. Kaplan A, (1998) Non-stationary EEG: methodological and experimental analysis. Usp Physiol Nauk 29: 35-55.
26. Kudryavtsev L, (1989) A course in mathematical analysis. Nauka, Moscow.
27. Frey B, Dueck D, (2007) Clustering by passing messages between data points. Science 315: 972-976.
28. Hay J, Kane K, West R, Alain C, (2002) Event-related neural activity associated with habit and recollection. Neuropsychologia 40: 260-70.
29. Lobaugh N, West R, McIntosh A, (2001) Spatiotemporal analysis of experimental differences in event-related potential data with partial least squares. Psychophysiology 38: 517-30.
30. Düzel E, Habib R, Schott B, Schoenfeld A, Lobaugh N, et al. (2003) A multivariate, spatiotemporal analysis of electromagnetic time-frequency data of recognition memory. Neuroimage 18: 185-97.
31. McIntosh A, Lobaugh N, (2004) Partial least squares analysis of neuroimaging data: applications and advances. Neuroimage 23: S250-63.
32. Lehmann D, Ozaki H, Pal I, (1987) Eeg alpha map series: brain micro-states by space-oriented adaptive segmentation. Electroenceph Clin Neurophysiol 67: 271-288.
33. Koenig T, Prichep L, Lehmann D, Valdes Sosa P, Braeker E, et al. (2002) Millisecond by millisecond, year by year: Normative EEG microstates and developmental stages. NeuroImage 16: 41-48.
34. Vakorin V, Lippé S, McIntosh A, (2011) Variability of brain signals processed locally transforms into higher connectivity with brain development. Journal of neuroscience 31: 6405-6413.
35. Nunez P, Shrinivasan R, (2005) Electric fields in the brain: the neurophysics of EEG. Oxford University Press.