AIMC Topic: REM Sleep Behavior Disorder

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Presynaptic Dopaminergic Imaging Characterizes Patients with REM Sleep Behavior Disorder Due to Synucleinopathy.

Annals of neurology Mar 11, 2024
OBJECTIVE: To apply a machine learning analysis to clinical and presynaptic dopaminergic imaging data of patients with rapid eye movement (REM) sleep behavior disorder (RBD) to predict the development of Parkinson disease (PD) and dementia with Lewy ...
Dopamine Tomography, Emission-Computed, Single-Photon Synucleinopathies Parkinson Disease Lewy Body Disease Dopaminergic Imaging Presynaptic Terminals REM Sleep Behavior Disorder Machine Learning Female Male Middle Aged Aged Humans
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Deep learning signature of brain [F]FDG PET associated with cognitive outcome of rapid eye movement sleep behavior disorder.

Scientific reports Nov 10, 2022
An objective biomarker to predict the outcome of isolated rapid eye movement sleep behavior disorder (iRBD) is crucial for the management. This study aimed to investigate cognitive signature of brain [F]FDG PET based on deep learning (DL) for evaluat...
Fluorodeoxyglucose F18 REM Sleep Behavior Disorder Cognitive Dysfunction Brain Cognition Humans Deep Learning
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Deep Learning-Based Neuromelanin MRI Changes of Isolated REM Sleep Behavior Disorder.

Movement disorders : official journal of the Movement Disorder Society Feb 1, 2022
BACKGROUND: Isolated REM sleep behavior disorder (iRBD) is considered a prodromal stage of parkinsonism. Neurodegenerative changes in the substantia nigra pars compacta (SNc) in parkinsonism can be detected using neuromelanin-sensitive MRI.
Magnetic Resonance Imaging Parkinson Disease Substantia Nigra Melanins Parkinsonian Disorders Humans Deep Learning REM Sleep Behavior Disorder
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Olfactory Testing in Parkinson Disease and REM Behavior Disorder: A Machine Learning Approach.

Neurology Feb 24, 2021
OBJECTIVE: We sought to identify an abbreviated test of impaired olfaction amenable for use in busy clinical environments in prodromal (isolated REM sleep behavior disorder [iRBD]) and manifest Parkinson disease (PD).
Olfaction Disorders REM Sleep Behavior Disorder Sensory Thresholds Neurologic Examination Humans Machine Learning Female Aged Male Middle Aged Adult Parkinson Disease Sensitivity and Specificity
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Sleep structure discriminates patients with isolated REM sleep behavior disorder: a deep learning approach.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024
Rapid eye movement (REM) sleep behavior disorder (RBD) is a disorder characterized by increased muscle tone and dream-enactment behaviors in REM sleep. In its isolated form (iRBD), it is a prodromal stage of neurodegenerative diseases. Currently, dia...
Female Aged Male Humans Algorithms Polysomnography Sleep, REM REM Sleep Behavior Disorder Middle Aged Deep Learning
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EEG-based machine learning models for the prediction of phenoconversion time and subtype in isolated rapid eye movement sleep behavior disorder.

Sleep May 10, 2024
STUDY OBJECTIVES: Isolated rapid eye movement sleep behavior disorder (iRBD) is a prodromal stage of α-synucleinopathies and eventually phenoconverts to overt neurodegenerative diseases including Parkinson's disease (PD), dementia with Lewy bodies (D...
Humans Machine Learning Electroencephalography Lewy Body Disease Synucleinopathies REM Sleep Behavior Disorder Middle Aged Female Male Prodromal Symptoms Disease Progression Aged
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End-to-end Deep Learning of Polysomnograms for Classification of REM Sleep Behavior Disorder.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2022
Rapid eye movement (REM) sleep behavior disorder (RBD) is parasomnia and a prodromal manifestation of Parkinson's disease. The current diagnostic method relies on manual scoring of polysomnograms (PSGs), a procedure that is time and effort intensive,...
Polysomnography Deep Learning Humans REM Sleep Behavior Disorder Electroencephalography Electromyography
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[Discrimination of Chin Electromyography in REM Sleep Behavior Disorder Using Deep Learning].

Nihon eiseigaku zasshi. Japanese journal of hygiene Jan 1, 2022
OBJECTIVE: The confirmation of abnormal behavior during video monitoring in polysomnography (PSG) and the frequency of rapid eye movement (REM) sleep without atonia (RWA) during REM sleep based on physiological indicators are essential diagnostic cri...
REM Sleep Behavior Disorder Sleep, REM Chin Humans Male Deep Learning Female Electromyography Aged
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