4.7 Article

The sleep EEG envelope is a novel, neuronal firing-based human biomarker

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SCIENTIFIC REPORTS
卷 12, 期 1, 页码 -

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NATURE PORTFOLIO
DOI: 10.1038/s41598-022-22255-4

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资金

  1. National Research, Development and Innovation Office of Hungary [NKFI_FK_128100, K_128117, NKFIH-1157-8/2019-DT, 2017-1.2.1-NKP-2017-00002]
  2. Higher Education Institutional Excellence Program of the Ministry of Human Capacities in Hungary within Semmelweis University [TKP2021-EGA-25]
  3. Netherlands Organisation for Scientific Research (NWO)
  4. COST Action - COST (European Cooperation in Science and Technology) [CA18106]

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The envelope spectrum of sleep EEG reflects neuronal firing and can predict age and sex, and its spectrum is associated with demographic and disease-related phenotypes.
Sleep EEG reflects voltage differences relative to a reference, while its spectrum reflects its composition of various frequencies. In contrast, the envelope of the sleep EEG reflects the instantaneous amplitude of oscillations, while its spectrum reflects the rhythmicity of the occurrence of these oscillations. The sleep EEG spectrum is known to relate to demographic, psychological and clinical characteristics, but the envelope spectrum has been rarely studied. In study 1, we demonstrate in human invasive data from cortex-penetrating microelectrodes and subdural grids that the sleep EEG envelope spectrum reflects neuronal firing. In study 2, we demonstrate that the scalp EEG envelope spectrum is stable within individuals. A multivariate learning algorithm could predict age (r = 0.6) and sex (r = 0.5) from the EEG envelope spectrum. With age, oscillations shifted from a 4-5 s rhythm to faster rhythms. Our results demonstrate that the sleep envelope spectrum is a promising biomarker of demographic and disease-related phenotypes.

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