549 research outputs found
Multi-Signal Reconstruction Using Masked Autoencoder From EEG During Polysomnography
Polysomnography (PSG) is an indispensable diagnostic tool in sleep medicine,
essential for identifying various sleep disorders. By capturing physiological
signals, including EEG, EOG, EMG, and cardiorespiratory metrics, PSG presents a
patient's sleep architecture. However, its dependency on complex equipment and
expertise confines its use to specialized clinical settings. Addressing these
limitations, our study aims to perform PSG by developing a system that requires
only a single EEG measurement. We propose a novel system capable of
reconstructing multi-signal PSG from a single-channel EEG based on a masked
autoencoder. The masked autoencoder was trained and evaluated using the
Sleep-EDF-20 dataset, with mean squared error as the metric for assessing the
similarity between original and reconstructed signals. The model demonstrated
proficiency in reconstructing multi-signal data. Our results present promise
for the development of more accessible and long-term sleep monitoring systems.
This suggests the expansion of PSG's applicability, enabling its use beyond the
confines of clinics.Comment: Proc. 12th IEEE International Winter Conference on Brain-Computer
Interfac
Impact of Nap on Performance in Different Working Memory Tasks Using EEG
Electroencephalography (EEG) has been widely used to study the relationship
between naps and working memory, yet the effects of naps on distinct working
memory tasks remain unclear. Here, participants performed word-pair and
visuospatial working memory tasks pre- and post-nap sessions. We found marked
differences in accuracy and reaction time between tasks performed pre- and
post-nap. In order to identify the impact of naps on performance in each
working memory task, we employed clustering to classify participants as high-
or low-performers. Analysis of sleep architecture revealed significant
variations in sleep onset latency and rapid eye movement (REM) proportion. In
addition, the two groups exhibited prominent differences, especially in the
delta power of the Non-REM 3 stage linked to memory. Our results emphasize the
interplay between nap-related neural activity and working memory, underlining
specific EEG markers associated with cognitive performance.Comment: Submitted to 2024 12th IEEE International Winter Conference on
Brain-Computer Interfac
Relationship Between Mood, Sleepiness, and EEG Functional Connectivity by 40 Hz Monaural Beats
The monaural beat is known that it can modulate brain and personal states.
However, which changes in brain waves are related to changes in state is still
unclear. Therefore, we aimed to investigate the effects of monaural beats and
find the relationship between them. Ten participants took part in five separate
random sessions, which included a baseline session and four sessions with
monaural beats stimulation: one audible session and three inaudible sessions.
Electroencephalogram (EEG) were recorded and participants completed pre- and
post-stimulation questionnaires assessing mood and sleepiness. As a result,
audible session led to increased arousal and positive mood compared to other
conditions. From the neurophysiological analysis, statistical differences in
frontal-central, central-central, and central-parietal connectivity were
observed only in the audible session. Furthermore, a significant correlation
was identified between sleepiness and EEG power in the temporal and occipital
regions. These results suggested a more detailed correlation for stimulation to
change its personal state. These findings have implications for applications in
areas such as cognitive enhancement, mood regulation, and sleep management
Neurophysiological Response Based on Auditory Sense for Brain Modulation Using Monaural Beat
Brain modulation is a modification process of brain activity through external
stimulations. However, which condition can induce the activation is still
unclear. Therefore, we aimed to identify brain activation conditions using 40
Hz monaural beat (MB). Under this stimulation, auditory sense status which is
determined by frequency and power range is the condition to consider. Hence, we
designed five sessions to compare; no stimulation, audible (AB), inaudible in
frequency, inaudible in power, and inaudible in frequency and power. Ten
healthy participants underwent each stimulation session for ten minutes with
electroencephalogram (EEG) recording. For analysis, we calculated the power
spectral density (PSD) of EEG for each session and compared them in frequency,
time, and five brain regions. As a result, we observed the prominent power peak
at 40 Hz in only AB. The induced EEG amplitude increase started at one minute
and increased until the end of the session. These results of AB had significant
differences in frontal, central, temporal, parietal, and occipital regions
compared to other stimulations. From the statistical analysis, the PSD of the
right temporal region was significantly higher than the left. We figure out the
role that the auditory sense is important to lead brain activation. These
findings help to understand the neurophysiological principle and effects of
auditory stimulation.Comment: Accepted to EMBC 202
Primary Colonic Follicular Lymphoma Presenting as Four Diminutive Sessile Polyps Found Incidentally During Colonoscopy
Follicular lymphomas, which typically arise in the lymph nodes with spleen, liver, and bone marrow involvement, have generally low occurrence rates in Asian countries as compared with Western countries. Follicular lymphomas of the gastrointestinal tract are rare, and primary colonic follicular lymphomas are particularly rare compared with others found in the small intestine and duodenum. Colonoscopic imaging of colonic lymphomas, including follicular lymphoma, may reveal mucosal ulcerations, erosions, indurations, polypoid mass-like lesions, and diffuse mucosal nodularity. Herein, we report a unique case of a follicular lymphoma of the transverse colon characterized by four sessile diminutive polyps located intermittently with multiple lymph node involvement in a 62-year-old man
Data of methylome and transcriptome derived from human dilated cardiomyopathy
AbstractAlterations in DNA methylation and gene expression have been implicated in the development of human dilated cardiomyopathy (DCM). Differentially methylated probes (DMPs) and differentially expressed genes (DEGs) were identified between the left ventricle (LV, a pathological locus for DCM) and the right ventricle (RV, a proxy for normal hearts). The data in this DiB are for supporting our report entitled “Methylome analysis reveals alterations in DNA methylation in the regulatory regions of left ventricle development genes in human dilated cardiomyopathy” (Bong-Seok Jo, In-Uk Koh, Jae-Bum Bae, Ho-Yeong Yu, Eun-Seok Jeon, Hae-Young Lee, Jae-Joong Kim, Murim Choi, Sun Shim Choi, 2016) [1]
Electric field control of nonvolatile four-state magnetization at room temperature
We find the realization of large converse magnetoelectric (ME) effects at
room temperature in a multiferroic hexaferrite
BaSrCoFeO single crystal, in which rapid
change of electric polarization in low magnetic fields (about 5 mT) is coined
to a large ME susceptibility of 3200 ps/m. The modulation of magnetization then
reaches up to 0.62 /f.u. in an electric field of 1.14 MV/m. We find
further that four ME states induced by different ME poling exhibit unique,
nonvolatile magnetization versus electric field curves, which can be
approximately described by an effective free energy with a distinct set of ME
coefficients
TCTAP A-020 Gender Difference in Short Term Mortality After Acute Myocardial Infarction in Korea
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