Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Informed consent competency assessment for brain-computer interface clinical research and application in psychiatric disorders: A systematic review.

World journal of psychiatry·2025
Same author

Challenges and Suggestions of Ethical Review on Clinical Research Involving Brain-Computer Interfaces.

Chinese medical sciences journal = Chung-kuo i hsueh k'o hsueh tsa chih·2024
Same author

Reply to Jang et al. 's commentary on Yue et al.: Efficacy and tolerability of pharmacological treatments for insomnia in adults: A systematic review and network meta-analysis.

Sleep medicine reviews·2023
Same author

Reply to Hertenstein et al. 's commentary on Yue et al.: Efficacy and tolerability of pharmacological treatments for insomnia in adults: A systematic review and network meta-analysis.

Sleep medicine reviews·2023
Same author

Efficacy and tolerability of pharmacological treatments for insomnia in adults: A systematic review and network meta-analysis.

Sleep medicine reviews·2023
Same author

The association between the romantic relationships of parents and offspring depressive symptoms: Mediating effects of offspring communication patterns and romantic relationships.

Frontiers in psychology·2022

Related Experiment Video

Updated: Aug 6, 2025

Author Spotlight: Unveiling the Connection Between Sleep Disorders and Cognitive Symptoms in Depression
04:33

Author Spotlight: Unveiling the Connection Between Sleep Disorders and Cognitive Symptoms in Depression

Published on: April 26, 2024

752

[Identifying Depressive Disorder With Sleep Electroencephalogram Data: A Study Based on Deep Learning].

Ran Tao1, Sheng-Nan Ding2, Jie Chen3

  • 1Department of Medical Technology, Peking University Sixth Hospital, Peking University Institute of Mental Health, and Key Laboratory of Mental Health of the National Health Commission (Peking University), Beijing 100191, China.

Sichuan Da Xue Xue Bao. Yi Xue Ban = Journal of Sichuan University. Medical Science Edition
|March 23, 2023
PubMed
Summary
This summary is machine-generated.

This study used a deep learning Vision Transformer (ViT) and Transformer network to analyze sleep electroencephalogram (EEG) signals for identifying depressive disorder. The combined delta, theta, and beta waves in REM sleep showed the highest accuracy in detecting depression.

Area of Science:

  • Neuroscience
  • Artificial Intelligence
  • Medical Diagnostics
Keywords:
Deep learningDepressive disorderNon-rapid eye movement sleepRapid eye movement sleepSleep electroencephalogram

More Related Videos

Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment
05:19

Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment

Published on: July 7, 2023

2.4K
Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research
04:54

Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research

Published on: November 8, 2024

584

Related Experiment Videos

Last Updated: Aug 6, 2025

Author Spotlight: Unveiling the Connection Between Sleep Disorders and Cognitive Symptoms in Depression
04:33

Author Spotlight: Unveiling the Connection Between Sleep Disorders and Cognitive Symptoms in Depression

Published on: April 26, 2024

752
Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment
05:19

Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment

Published on: July 7, 2023

2.4K
Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research
04:54

Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research

Published on: November 8, 2024

584