ABSTRACT
Sleep is a highly stereotyped phenomenon, requiring robust spatial and temporal coordination of neural activity. How the brain coordinates neural activity with sleep onset can provide insight into the physiological functions subserved by sleep and pathologic phenomena associated with sleep onset. We quantified whole-brain network changes in synchrony and information flow during the transition from wake to non-rapid eye movement (NREM) sleep using magnetoencephalography imaging in healthy subjects. In addition, we performed computational modeling to infer excitatory and inhibitory properties of local neural activity. The sleep transition was identified to be encoded in spatially and temporally specific patterns of local and long-range neural synchrony. Patterns of information flow revealed that mesial frontal regions receive hierarchically organized inputs from broad cortical regions upon sleep onset. Finally, biophysical neural mass modeling demonstrated spatially heterogeneous properties of cortical excitation-to-inhibition from wake to NREM. Together, these findings reveal whole-brain corticocortical structure in the sleep-wake transition and demonstrate the orchestration of local and long-range, frequency-specific cortical interactions that are fundamental to sleep onset.
Competing Interest Statement
The authors have declared no competing interest.
Footnotes
This version includes updates to the text and nomenclature.
Abbreviations
- Amy
- amygdala
- CG
- cingulate gyrus
- FC
- functional connectivity
- FuG
- fusiform gyrus
- Hipp
- hippocampus
- IFG
- inferior frontal gyrus
- IPL
- inferior parietal lobule
- INS
- insula
- ITG
- inferior temporal gyrus
- IQR
- interquartile range
- LocC
- lateral occipital cortex
- MEG
- magnetoencephalography
- MFG
- middle frontal gyrus
- MTG
- middle temporal gyrus
- MVOcC
- medioventral occipital cortex
- NREM
- non-rapid eye movement
- N1
- stage 1 sleep (NREM)
- N2
- stage 2 sleep (NREM)
- OrG
- orbital frontal gyrus
- PCL
- paracentral lobule
- Pcun
- precuneus
- PhG
- parahippocampal gyrus
- PoG
- postcentral gyrus
- PrG
- precentral gyrus
- pSTS
- posterior superior temporal sulcus
- ROI
- region of interest
- SFG
- superior frontal gyrus
- SPL
- superior parietal lobule
- STG
- superior temporal gyrus
- W
- wake