Periodic and aperiodic neural activity displays age-dependent changes across early-to-middle childhood

被引:105
作者
Hill, Aron T. [1 ]
Clark, Gillian M. [1 ]
Bigelow, Felicity J. [1 ]
Lum, Jarrad A. G. [1 ]
Enticott, Peter G. [1 ]
机构
[1] Deakin Univ, Sch Psychol, Cognit Neurosci Unit, Melbourne, Vic, Australia
关键词
EEG; Aperiodic activity; Oscillations; Neurodevelopment; Neurophysiology; Spectral power; MAGNETIC-RESONANCE-SPECTROSCOPY; BRAIN MATURATION; EEG; CHILDREN; BALANCE; INFANCY; FIELD; SCHIZOPHRENIA; CONDUCTIVITY; OSCILLATIONS;
D O I
10.1016/j.dcn.2022.101076
中图分类号
B844 [发展心理学(人类心理学)];
学科分类号
040202 ;
摘要
The neurodevelopmental period spanning early-to-middle childhood represents a time of significant growth and reorganisation throughout the cortex. Such changes are critical for the emergence and maturation of a range of social and cognitive processes. Here, we utilised both eyes open and eyes closed resting-state electroencephalography (EEG) to examine maturational changes in both oscillatory (i.e., periodic) and non-oscillatory (aperiodic, '1/f-like') activity in a large cohort of participants ranging from 4-to-12 years of age (N = 139, average age=9.41 years, SD=1.95). The EEG signal was parameterised into aperiodic and periodic components, and linear regression models were used to evaluate if chronological age could predict aperiodic exponent and offset, as well as well as peak frequency and power within the alpha and beta ranges. Exponent and offset were found to both decrease with age, while aperiodic-adjusted alpha peak frequency increased with age; however, there was no association between age and peak frequency for the beta band. Age was also unrelated to aperiodic-adjusted spectral power within either the alpha or beta bands, despite both frequency ranges being correlated with the aperiodic signal. Overall, these results highlight the capacity for both periodic and aperiodic features of the EEG to elucidate age-related functional changes within the developing brain.
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页数:10
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共 88 条
[1]  
Bailey N.W., INTRO RELAX RE UNPUB
[2]   Characterizing pink and white noise in the human electroencephalogram [J].
Barry, Robert J. ;
De Blasio, Frances M. .
JOURNAL OF NEURAL ENGINEERING, 2021, 18 (03)
[3]   EEG differences in children between eyes-closed and eyes-open resting conditions [J].
Barry, Robert J. ;
Clarke, Adam R. ;
Johnstone, Stuart J. ;
Brown, Christopher R. .
CLINICAL NEUROPHYSIOLOGY, 2009, 120 (10) :1806-1811
[4]  
Basar Erol, 2013, Dialogues Clin Neurosci, V15, P291
[5]   Oscillations in the prefrontal cortex: a gateway to memory and attention [J].
Benchenane, Karim ;
Tiesinga, Paul H. ;
Battaglia, Francesco P. .
CURRENT OPINION IN NEUROBIOLOGY, 2011, 21 (03) :475-485
[6]   EEG DEVELOPMENT OF HEALTHY BOYS AND GIRLS - RESULTS OF A LONGITUDINAL-STUDY [J].
BENNINGER, C ;
MATTHIS, P ;
SCHEFFNER, D .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1984, 57 (01) :1-12
[7]   The PREP pipeline: standardized preprocessing for large-scale EEG analysis [J].
Bigdely-Shamlo, Nima ;
Mullen, Tim ;
Kothe, Christian ;
Su, Kyung-Min ;
Robbins, Kay A. .
FRONTIERS IN NEUROINFORMATICS, 2015, 9 :1-19
[8]   Are the electroencephalograms mainly rhythmic? Assessment of periodicity in wide-band time series [J].
Bullock, TH ;
McClune, MC ;
Enright, JT .
NEUROSCIENCE, 2003, 121 (01) :233-252
[9]   Neurodevelopmental changes in working memory and cognitive control [J].
Bunge, Silvia A. ;
Wright, Samantha B. .
CURRENT OPINION IN NEUROBIOLOGY, 2007, 17 (02) :243-250
[10]   Neuronal oscillations in cortical networks [J].
Buzsáki, G ;
Draguhn, A .
SCIENCE, 2004, 304 (5679) :1926-1929