Automatic sleep staging using fMRI functional connectivity data

E Tagliazucchi, F von Wegner, A Morzelewski… - Neuroimage, 2012 - Elsevier
Recent EEG–fMRI studies have shown that different stages of sleep are associated with
changes in both brain activity and functional connectivity. These results raise the concern …

Validation of non-REM sleep stage decoding from resting state fMRI using linear support vector machines

A Altmann, MS Schröter, VI Spoormaker, SA Kiem… - Neuroimage, 2016 - Elsevier
A growing body of literature suggests that changes in consciousness are reflected in specific
connectivity patterns of the brain as obtained from resting state fMRI (rs-fMRI). As …

[HTML][HTML] EEG-fMRI methods for the study of brain networks during sleep

JH Duyn - Frontiers in neurology, 2012 - frontiersin.org
Modern neuroimaging methods may provide unique insights into the mechanism and role of
sleep, as well as into particular mechanisms of brain function in general. Many of the recent …

[HTML][HTML] Connectivity dynamics from wakefulness to sleep

E Damaraju, E Tagliazucchi, H Laufs, VD Calhoun - NeuroImage, 2020 - Elsevier
Interest in time-resolved connectivity in fMRI has grown rapidly in recent years. The most
widely used technique for studying connectivity changes over time utilizes a sliding windows …

Influence of epoch length on measurement of dynamic functional connectivity in wakefulness and behavioural validation in sleep

RS Wilson, SD Mayhew, DT Rollings, A Goldstone… - Neuroimage, 2015 - Elsevier
Conventional functional connectivity (FC) analysis of fMRI data derives a single
measurement from the entire scan, generally several minutes in duration, which neglects the …

[HTML][HTML] Achieving accurate automatic sleep staging on manually pre-processed EEG data through synchronization feature extraction and graph metrics

P Chriskos, CA Frantzidis, PT Gkivogkli… - Frontiers in human …, 2018 - frontiersin.org
Sleep staging, the process of assigning labels to epochs of sleep, depending on the stage of
sleep they belong, is an arduous, time consuming and error prone process as the initial …

The large-scale functional connectivity correlates of consciousness and arousal during the healthy and pathological human sleep cycle

E Tagliazucchi, EJW van Someren - Neuroimage, 2017 - Elsevier
Advances in neuroimaging have greatly improved our understanding of human sleep from a
systems neuroscience perspective. However, cognition and awareness are reduced during …

Functional connectivity and the sleep-deprived brain

MWL Chee, J Zhou - Progress in brain research, 2019 - Elsevier
Resting state functional connectivity (rsFC) evaluated by detecting temporal co-variation of
BOLD signals across multiple brain regions undergoes three major changes following sleep …

EEG-vigilance and BOLD effect during simultaneous EEG/fMRI measurement

S Olbrich, C Mulert, S Karch, M Trenner, G Leicht… - neuroimage, 2009 - Elsevier
Different EEG-vigilance stages from full alertness to sleep onset can be separated during
rest. Also fMRI research recently focused on the resting condition and identified several …

Altered thalamocortical and intra-thalamic functional connectivity during light sleep compared with wake

JR Hale, TP White, SD Mayhew, RS Wilson… - Neuroimage, 2016 - Elsevier
The transition from wakefulness into sleep is accompanied by modified activity in the brain's
thalamocortical network. Sleep-related decreases in thalamocortical functional connectivity …