Co-maturation of theta and low-beta rhythms during child development
Abstract
The present report examines a possible co-maturation pattern between different frequency ranges on the spontaneous electroencephalogram (EEG) during development in childhood, adolescence and young adulthood. One hundred and sixty-seven subjects, between 6 and 26 years old were recorded during 3 min of spontaneous EEG. The power spectral density (PSD) logarithm was computed. There was a decrease in all frequency band ranges between 1 and 46 Hz. Correlation matrices for these frequencies were computed. A general trend of PSD correlation with neighboring frequencies was obtained. Furthermore, there was a high correlation during development between theta and beta ranges, and between high-beta and gamma frequency ranges. The correlation of theta versus beta was particularly high between the anterior and posterior electrode sites. Principal component analysis allowed the extraction of six components explaining the variance associated with the delta, theta, alpha, low-beta, high-beta and gamma ranges. Interestingly, the component explaining the theta rhythm also explained a fraction of the low-beta rhythm during development. The results suggest a pattern of co-maturation in the PSD of spontaneous EEG between theta and low-beta, and between high-beta and gamma, which would be due to the maturation of neural tissue underlying the sources of different frequencies. The possible functional role of theta-beta co-maturation in fronto-parietal electrode sites is suggested.
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There is a progressive shift in peak amplitude towards higher frequency activity.
“There is also a progressive shift in peak amplitude towards higher frequency activity (Miskovic et al., 2015; Rodriguez-Martinez et al., 2015; Smit et al., 2012; Whitford et al., 2007).”
From Development of large-scale functional networks from birth to adulthood: A guide to the neuroimaging literature (2017) · cites this paper as Rodriguez-Martinez et al., 2015
Spectral power decreases continually from 5-30 years of age across most frequency bands, particularly in the slow-wave (0.5-7Hz).
“One of the classical and well-reproduced findings is that spectral power (i.e. amplitude of activity within different temporal frequency bands) decreases continually from 5–30 years of age across most frequency bands, but particularly in the slow-wave (0.5–7Hz) (Miskovic et al., 2015; Rodriguez-Martinez et al., 2015; Smit et al., 2012; Whitford et al., 2007).”
From Development of large-scale functional networks from birth to adulthood: A guide to the neuroimaging literature (2017) · cites this paper as Rodriguez-Martinez et al., 2015
Cites
Delorme, A., & Makeig, S. (2004) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2003.10.009 · Cited by 24,371 · see citing works
An Information-Maximization Approach to Blind Separation and Blind Deconvolution
Bell, A. J., & Sejnowski, T. J. (1995) · Neural Computation · doi:10.1162/neco.1995.7.6.1129 · Cited by 8,986 · see citing works
Gevins, A. (1997) · Cerebral Cortex · doi:10.1093/cercor/7.4.374 · Cited by 1,623 · see citing works
Functional MRI studies of spatial and nonspatial working memory
D’Esposito, M., Aguirre, G. K., Zarahn, E., Ballard, D., Shin, R. K., & Lease, J. (1998) · Cognitive Brain Research · doi:10.1016/s0926-6410(98)00004-4 · Cited by 999 · see citing works
Frontal midline EEG dynamics during working memory
Onton, J., Arnaud Delorme, A., & Makeig, S. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.04.014 · Cited by 846 · see citing works
Barry, R. J., Clarke, A. R., & Johnstone, S. J. (2003) · Clinical Neurophysiology · doi:10.1016/s1388-2457(02)00362-0 · Cited by 819 · see citing works
Tamnes, C. K., Østby, Y., Fjell, A. M., Westlye, L. T., Due-Tønnessen, P., & Walhovd, K. B. (2010) · Cerebral Cortex · doi:10.1093/cercor/bhp118 · Cited by 779 · see citing works
Temporally-independent functional modes of spontaneous brain activity
Smith, S. M., Miller, K. L., Moeller, S., Xu, J., Auerbach, E. J., Woolrich, M. W., Beckmann, C. F., Jenkinson, M., Andersson, J., Glasser, M. F., et al. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1121329109 · Cited by 702 · see citing works
Age and sex effects in the EEG: development of the normal child
Clarke, A. R., Barry, R. J., McCarthy, R., & Selikowitz, M. (2001) · Clinical Neurophysiology · doi:10.1016/s1388-2457(01)00488-6 · Cited by 407 · see citing works
Brain maturation in adolescence: concurrent changes in neuroanatomy and neurophysiology
Whitford, T. J., Rennie, C. J., Grieve, S. M., Clark, C. R., Gordon, E., & Williams, L. M. (2007) · Human Brain Mapping · doi:10.1002/hbm.20273 · Cited by 391 · see citing works
Development of the EEG of school-age children and adolescents. I. Analysis of band power
Gasser, T., Verleger, R., Bächer, P., & Sroka, L. (1988) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(88)90204-0 · Cited by 389 · see citing works
Petrides, M., Tomaiuolo, F., Yeterian, E. H., & Pandya, D. Ν. (2011) · Cortex · doi:10.1016/j.cortex.2011.07.002 · Cited by 353 · see citing works
The Utility of EEG Band Power Analysis in the Study of Infancy and Early Childhood
Saby, J. N., & Marshall, P. J. (2012) · Developmental Neuropsychology · doi:10.1080/87565641.2011.614663 · Cited by 333 · see citing works
Campbell, I. G., & Feinberg, I. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0812947106 · Cited by 280 · see citing works
Test-retest reliability in EEG frequency analysis
Salinsky, M., Oken, B., & Morehead, L. (1991) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(91)90203-g · Cited by 276 · see citing works
Electrophysiological changes during adolescence: A review
Segalowitz, S. J., Santesso, D. L., & Jetha, M. K. (2009) · Brain and Cognition · doi:10.1016/j.bandc.2009.10.003 · Cited by 269 · see citing works
Yu, C. H. (2005) · Encyclopedia of Social Measurement · doi:10.1016/b0-12-369398-5/00094-3 · Cited by 184 · see citing works
EEG development of healthy boys and girls: results of a longitudinal study
Benninger, C., Matthis, P., & Scheffner, D. (1984) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(84)90002-6 · Cited by 179 · see citing works
Tenke, C. E., & Jürgen Kayser, A. (2005) · Clinical Neurophysiology · doi:10.1016/j.clinph.2005.08.007 · Cited by 176 · see citing works
Psychophysiological indices of cerebral maturation
Hudspeth, W. J., & Pribram, K. H. (1992) · International Journal of Psychophysiology · doi:10.1016/0167-8760(92)90039-e · Cited by 167 · see citing works
Growth spurts in brain maturation during middle childhood as indexed by EEG power spectra
Somsen, R. J. M., van't Klooster, B. J., van der Molen, M. W., van Leeuwen, H. M. P., & Licht, R. (1997) · Biological Psychology · doi:10.1016/s0301-0511(96)05218-0 · Cited by 158 · see citing works
Oscillatory mechanisms of process binding in memory
Klimesch, W., Freunberger, R., & Sauseng, P. (2009) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2009.10.004 · Cited by 157 · see citing works
Life-span changes in EEG spectral amplitude, amplitude variability and mean frequency
Dustman, R. E., Shearer, D. E., & Emmerson, R. Y. (1999) · Clinical Neurophysiology · doi:10.1016/s1388-2457(99)00102-9 · Cited by 145 · see citing works
Effect of sex, psychosocial disadvantages and biological risk factors on EEG maturation
Harmony, T., Marosi, E., de León, A. E. D., Becker, J., & Fernández, T. (1990) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(90)90135-7 · Cited by 136 · see citing works
Brain oscillatory correlates of working memory constraints
Freunberger, R., Werkle‐Bergner, M., Griesmayr, B., Lindenberger, U., & Klimesch, W. (2010) · Brain Research · doi:10.1016/j.brainres.2010.12.048 · Cited by 114 · see citing works
Changes in the background activity of the electroencephalogram according to age
Matthis, P., Scheffner, D., Benninger, C., Lipinski, C., & Stolzis, L. (1980) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(80)90403-4 · Cited by 110 · see citing works
EEG development in children with sociocultural disadvantages: a follow-up study
Otero, G. A., Pliego-Rivero, F. B., Fernández, T., & Ricardo, J. (2003) · Clinical Neurophysiology · doi:10.1016/s1388-2457(03)00173-1 · Cited by 91 · see citing works
EEG developmental equations confirmed for Cuban schoolchildren
Alvarez, A., Valdes-Sosa, P. A., & Pascual, R. (1987) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(87)90119-2 · Cited by 74 · see citing works
Electrical Stimulation in Tissue Regeneration
Meng, S., Rouabhia, M., & Zhang, Z. (2011) · InTech eBooks · doi:10.5772/18874 · Cited by 65 · see citing works
Follow-Up Study of Learning-Disabled Children Treated with Neurofeedback or Placebo
Becerra, J., Fernández, T., Harmony, T., Caballero, M. I., Garcia, F., Fernández-Bouzas, A., Santiago-Rodrı́guez, E., & Prado-Alcalá, R. A. (2006) · Clinical EEG and Neuroscience · doi:10.1177/155005940603700307 · Cited by 61 · see citing works
[Motor development of children raised in kindergartens].
Komárek, L., & Provazník, K. (1974) · PubMed · Cited by 55 · see citing works
Duffy, F. H., Jones, K. J., Bartels, P. H., McAnulty, G. B., & Albert, M. (1992) · Brain Topography · doi:10.1007/bf01135567 · Cited by 51 · see citing works
Developmental Changes in the EEG Rhythms of Children and Young Adults
Barriga-Paulino, C. I., Flores, A. B., & Gómez, C. M. (2011) · Journal of Psychophysiology · doi:10.1027/0269-8803/a000052 · Cited by 46 · see citing works
Self-citationNarrow band quantitative and multivariate electroencephalogram analysis of peri-adolescent period
Rodríguez‐Martínez, E. I., Barriga-Paulino, C. I., Zapata, M., Chinchilla, C., Lopez-Jimenez, A., & Gómez, C. M. (2012) · BMC Neuroscience · doi:10.1186/1471-2202-13-104 · Cited by 26 · see citing works
Self-citationAn application of factor analysis to the study of EEG structure
Defayolle, M., & Jp, D. (1974) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(74)90176-x · Cited by 19 · see citing works
Spontaneous theta rhythm and working memory co-variation during child development
Rodríguez‐Martínez, E. I., Barriga-Paulino, C. I., Rojas-Benjumea, M. Á., & Gómez, C. M. (2013) · Neuroscience Letters · doi:10.1016/j.neulet.2013.06.054 · Cited by 10 · see citing works
Self-citation
Flagged first, then by citations
Cited by
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Grayson, D. S., & Fair, D. A. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.01.079 · Cited by 411 · see citing works
“There is also a progressive shift in peak amplitude towards higher frequency activity (Miskovic et al., 2015; Rodriguez-Martinez et al., 2015; Smit et al., 2012; Whitford et al., 2007).”
BackgroundInfluentialMiskovic, V., Ma, X., Chou, C.-A., Fan, M., Owens, M., Sayama, H., & Gibb, B. E. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.06.013 · Cited by 175 · see citing works
The neurophysiology of working memory development: from childhood to adolescence and young adulthood
Gómez, C. M., Barriga-Paulino, C. I., Rodríguez‐Martínez, E. I., Rojas-Benjumea, M. Á., Arjona, A., & Gómez‐González, J. (2017) · Reviews in the Neurosciences · doi:10.1515/revneuro-2017-0073 · Cited by 51 · see citing works
Self-citationSpatial and spectral trajectories in typical neurodevelopment from childhood to middle age
Hunt, B. A. E., Wong, S. M., Vandewouw, M. M., Brookes, M. J., Dunkley, B. T., & Taylor, M. J. (2019) · Network Neuroscience · doi:10.1162/netn_a_00077 · Cited by 51 · see citing works
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Rodríguez‐Martínez, E. I., Ruiz‐Martínez, F. J., Barriga-Paulino, C. I., & Gómez, C. M. (2016) · Cognitive Neurodynamics · doi:10.1007/s11571-016-9402-4 · Cited by 44 · see citing works
Self-citationGómez, C. M., Rodríguez‐Martínez, E. I., Fernández, A., Maestú, F., Poza, J., & Gómez, C. (2016) · Brain Topography · doi:10.1007/s10548-016-0532-0 · Cited by 35 · see citing works
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Self-citationRodríguez‐Martínez, E. I., Angulo-Ruíz, B. Y., Arjona, A., Rufo, M., Gómez‐González, J., & Gómez, C. M. (2019) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2019.103520 · Cited by 23 · see citing works
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Beck, M. M., Spedden, M. E., Dietz, M. J., Karabanov, A. N., Christensen, M. S., & Lundbye‐Jensen, J. (2021) · eLife · doi:10.7554/elife.61018 · Cited by 22 · see citing works
Lum, J. A. G., Clark, G. M., Bigelow, F. J., & Enticott, P. G. (2022) · Brain and Language · doi:10.1016/j.bandl.2022.105137 · Cited by 19 · see citing works
Rojas-Benjumea, M. Á., Sauqué-Poggio, A. M., Barriga-Paulino, C. I., Rodríguez‐Martínez, E. I., & Gómez, C. M. (2015) · Behavioral and Brain Functions · doi:10.1186/s12993-015-0067-7 · Cited by 18 · see citing works
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Yakovenko, I. A., Petrenko, N., Ea, C., Tkachenko, O. N., & Дорохов, В. Б. (2023) · Neuroscience and Behavioral Physiology · doi:10.1007/s11055-023-01384-x · Cited by 3 · see citing works
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Galilee, A. (2015) · University of Birmingham Institutional Research Archive (University of Birmingham)
- Authors
- Rodríguez-Martínez, E. I., Barriga-Paulino, C. I., Rojas-Benjumea, M. A., & Gómez, C. M.
- Affiliations
- Universidad de Sevilla (ES)
- Venue
- Brain Topography
- Published
- 2014-05-04
- Volume
- 28
- Issue
- 2
- Pages
- 250-260
- ISSN
- 0896-0267 (ISSN-L)
- 1573-6792
- OpenAlex
- W1986796257
- Cited by
- 36
- References
- 36
- Citations by year
- 2026: 2 · 2025: 3 · 2024: 1 · 2023: 1 · 2022: 4 · 2021: 5 · 2020: 4 · 2019: 4 · 2018: 4 · 2017: 3 · 2016: 2 · 2015: 3
- FWCI
- 1.49
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Brain Topography (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Life Sciences › Neuroscience › Cognitive Neuroscience › EEG and Brain-Computer Interfaces
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Creativity in Education and Neuroscience
- Keywords
- EEG maturation, theta oscillations, gamma oscillations, spontaneous EEG, power spectral density, child development, adolescence, early adulthood
- MeSH terms
- Adolescent, Adult, Beta Rhythm, Brain, Child, Child Development, Electroencephalography, Female, Humans, Male, Signal Processing, Computer-Assisted, Theta Rhythm, Principal Component Analysis, Young Adult, Gamma Rhythm
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