Related Experiment Video

Updated: May 12, 2026

Closed-Loop Neurostimulation for Biomarker-Driven, Personalized Treatment of Major Depressive Disorder
05:19

Closed-Loop Neurostimulation for Biomarker-Driven, Personalized Treatment of Major Depressive Disorder

Published on: July 7, 2023

Machine learning-based differentiation of major depressive disorder and bipolar disorder using entropy-derived EEG

Hyeon-Ho Hwang, Kang-Min Choi, Hyeon-Ah Lee

    CNS Spectrums
    |May 11, 2026
    PubMed
    Abstract

    No abstract available in PubMed .

    More Related Videos

    Event Related Potentials (ERPs) and other EEG Based Methods for Extracting Biomarkers of Brain Dysfunction: Examples from Pediatric Attention Deficit/Hyperactivity Disorder (ADHD)
    10:02

    Event Related Potentials (ERPs) and other EEG Based Methods for Extracting Biomarkers of Brain Dysfunction: Examples from Pediatric Attention Deficit/Hyperactivity Disorder (ADHD)

    Published on: March 12, 2020

    Related Experiment Videos

    Last Updated: May 12, 2026

    Closed-Loop Neurostimulation for Biomarker-Driven, Personalized Treatment of Major Depressive Disorder
    05:19

    Closed-Loop Neurostimulation for Biomarker-Driven, Personalized Treatment of Major Depressive Disorder

    Published on: July 7, 2023

    Event Related Potentials (ERPs) and other EEG Based Methods for Extracting Biomarkers of Brain Dysfunction: Examples from Pediatric Attention Deficit/Hyperactivity Disorder (ADHD)
    10:02

    Event Related Potentials (ERPs) and other EEG Based Methods for Extracting Biomarkers of Brain Dysfunction: Examples from Pediatric Attention Deficit/Hyperactivity Disorder (ADHD)

    Published on: March 12, 2020

    Related Concept Videos

    Bipolar Disorder01:30

    Bipolar Disorder

    Bipolar disorder is a chronic mental health condition marked by significant mood fluctuations, including episodes of mania and depression. Elevated energy levels, heightened mood or irritability, impulsive behavior, reduced sleep needs, rapid speech, racing thoughts, inflated self-esteem, and distractibility characterize mania. Individuals with bipolar disorder often alternate between depressive and manic states, with periods of emotional stability lasting an average of six months to a year.
    Depressive Disorders: Etiology01:27

    Depressive Disorders: Etiology

    Depressive disorders result from a complex interplay of biological, psychological, and sociocultural factors, each contributing uniquely to the development and persistence of the condition. Understanding these factors provides critical insight into the multifaceted nature of depression.
    Biological Factors in Depression
    Biological predispositions significantly influence the risk of developing depressive disorders. Genetic studies highlight the role of variations in the serotonin transporter...

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

    Friend and Confidant Thresholds: Social Network Size as a Mediator Between Marital Status and Major Depressive Disorder.

    Depression and anxiety·2026

    A soft wearable near-infrared spectroscopy system for detecting brain water dynamics linked to glymphatic activity during sleep.

    Science advances·2026

    Hospital-Based Psychosocial Case Management and Suicide Prevention in South Korea: A Randomized Clinical Trial.

    JAMA network open·2026

    Pathophysiology and Treatment Strategies for Different Types of Depression.

    Advances in experimental medicine and biology·2026

    Longitudinal resting-state EEG-based modeling predicts phenoconversion and delineates heterogeneity in isolated REM sleep behavior disorder.

    Research square·2026

    Permutation entropy analysis of EEG during a Go/No-Go task to differentiate patients with suicide attempt from those with suicidal ideation in major depressive disorder.

    European archives of psychiatry and clinical neuroscience·2026

    Characterizing eating behavioral phenotypes in mood disorders: A cross-sectional investigation.

    CNS spectrums·2026

    Multimodal predictors of response to intravenous ketamine in treatment-resistant depression: toward personalized treatment in major depressive and bipolar disorders.

    CNS spectrums·2026

    How many suspected adult ADHD cases actually receive the diagnosis? Related factors in an assessment-seeking sample.

    CNS spectrums·2026

    Fibromyalgia neurobehavioral phenotypes remain distinct across varying levels of pharmacologic exposure: evidence from a multisite cohort (n = 695).

    CNS spectrums·2026

    Managing chemobrain: Translational insights and evidence-based psychological interventions.

    CNS spectrums·2026

    Intra-operative hypotension threshold models and subdistribution hazard of postoperative pneumonia in patients having non-cardiac surgery.

    Anaesthesia·2026

    Trends and risk factors associated with hepatitis A severity and mortality in French hospitals: a national population-based study, 2013 to 2024.

    Euro surveillance : bulletin Europeen sur les maladies transmissibles = European communicable disease bulletin·2026

    Prognostic value of the SPICE score for 1-year functional outcomes in patients with acute stroke requiring mechanical ventilation.

    BMJ neurology open·2026

    Association of a smartphone-based CPR assistance system with prehospital outcomes in out-of-hospital cardiac arrest: a pre-post observational study in Bangkok.

    Resuscitation plus·2026

    Population-specific optimization of polygenic risk scores for breast cancer in East Asians.

    Genetics in medicine open·2026

    Cerebral Oxygenation Changes During Sequential Postural Transitions From Supine to Walking in Healthy Adults: An Exploratory Near-Infrared Spectroscopy Study.

    Cureus·2026
    See all related articles
    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
    Jove
    Visualize
    Contact Us