Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2012 Apr 10;109(15):5740-3.
doi: 10.1073/pnas.1120860109. Epub 2012 Mar 26.

Sex, puberty, and the timing of sleep EEG measured adolescent brain maturation

Affiliations

Sex, puberty, and the timing of sleep EEG measured adolescent brain maturation

Ian G Campbell et al. Proc Natl Acad Sci U S A. .

Abstract

The steep adolescent decline in the slow wave (delta, 1-4 Hz) electroencephalogram (EEG) of nonrapid eye movement (NREM) sleep is a dramatic maturational change in brain electrophysiology thought to be driven by cortical synaptic pruning. A perennial question is whether this change in brain electrophysiology is related to sexual maturation. Applying Gompertz growth models to longitudinal data spanning ages 9-18 y, we found that the timing of the delta decline was significantly (P < 0.0001) linked to timing of pubertal maturation. This timing relation remained significant when sex differences in the timing of the delta decline were statistically controlled. Sex differences and the relation to the timing of puberty jointly explained 67% of the between-subject variance in the timing of the delta decline. These data provide a demonstration of a temporal relation between puberty and an electrophysiological marker of adolescent brain development. They can guide research into whether the neuroendocrine events of puberty are mechanistically linked to cortical maturation or whether, instead, the two maturational processes are parallel but independent programs of human ontogenesis.

PubMed Disclaimer

Conflict of interest statement

The authors declare no conflict of interest.

Figures

Fig. 1.
Fig. 1.
(A) Delta power at each semiannual recording is plotted against age for each male (faint blue) and each female (faint pink) subject. The delta power decline across adolescence was fit with a Gompertz equation, formula image. The age of steepest decline, M, differed significantly (P < 0.0001) between individual subjects and, on average, occurred earlier in girls (heavy pink) than in boys (heavy blue). (B) Theta power at each semiannual recording is plotted against age using the same format as in Fig. 1A. The age of steepest decline for theta differed significantly (P < 0.0001) between individual subjects, occurred earlier in girls than in boys, and occurred earlier than the age of steepest decline for delta.
Fig. 2.
Fig. 2.
Tannerph stage Gompertz growth curves for each boy (faint blue) and each girl (faint pink) were estimated with nonlinear mixed effect analysis. The age of most rapid increase for each subject was used in subsequent analyses as a marker of the timing of pubertal maturation. The validity of this estimate is demonstrated by the earlier average maturation in girls (heavy pink) than in boys (heavy blue) and by the significant P < 0.0001 relation between the age of most rapid Tanner stage increase and the age of menarche in female subjects (see text).

References

    1. Campbell IG, Feinberg I. Longitudinal trajectories of non-rapid eye movement delta and theta EEG as indicators of adolescent brain maturation. Proc Natl Acad Sci USA. 2009;106:5177–5180. - PMC - PubMed
    1. Feinberg I. Schizophrenia: Caused by a fault in programmed synaptic elimination during adolescence? J Psychiatr Res. 1982-1983/1983;17:319–334. - PubMed
    1. Jenni OG, Carskadon MA. Spectral analysis of the sleep electroencephalogram during adolescence. Sleep. 2004;27:774–783. - PubMed
    1. Tononi G, Cirelli C. Sleep function and synaptic homeostasis. Sleep Med Rev. 2006;10:49–62. - PubMed
    1. Huttenlocher PR. Synaptic density in human frontal cortex - developmental changes and effects of aging. Brain Res. 1979;163:195–205. - PubMed

Publication types