ReviewNpj mental health research2023
Technical and clinical considerations for electroencephalography-based biomarkers for major depressive disorder.
Review in Npj mental health research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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Who cites it
25 citing papers in PubMed, 33 citations in OpenAlex.
- Prefrontal gamma oscillations engage dynamic cell-type-specific configurations to support flexible behavior.Neuron · 2026Article
- Multi-Metric EEG Connectivity and Graph Analysis Reveal Altered Resting-State Networks in Major Depressive Disorder.Brain and behavior · 2026Article
- A Low-Cost Wearable Multimodal Brain Signal Acquisition System Integrating EEG and fNIRS for Depression Detection.Biosensors · 2026Article
- Biomarkers for mood disorders: A scoping review of research from India.Indian journal of psychiatry · 2026Review
- Brainwaves under medication: revealing class-specific neural signatures of psychotropic medication from 24,000 EEGs.EBioMedicine · 2026Article
- Increased beta-band salience network connectivity predicts 12-month longitudinal changes in depressive and anxiety symptom severity in young adults: a resting-state EEG study.European archives of psychiatry and clinical neuroscience · 2026Article
- A Comparative Analysis of EWT and EMD Techniques in the Diagnosis of Major Depressive Disorder Using EEG: Asymmetry Features and Explainability via SHAP.Diagnostics (Basel, Switzerland) · 2026Article
- DEP-TFDualNet: A Dual-Domain Attention Framework with Temporal-Frequency Fusion for Depression Recognition Using Three-Channel Frontal EEG.Sensors (Basel, Switzerland) · 2026Article
- Neural Responses to Affective Sentences Reveal Signatures of Depression.Translational psychiatry · 2026Article
- Quantitative Electroencephalography as a Complement to Symptom-Based Psychiatric Diagnosis: A Narrative Review.Journal of personalized medicine · 2026Review
- Time-resolved EEG decoding reveals altered neural dynamics of affective semantic evaluation in depression and suicidality.Communications biology · 2026Article
- Hope for Neurotic Disorders: A Summary of New Zealand Research on the Development of Biomarkers and Novel Treatments.Journal of the Royal Society of New Zealand · 2026Article
- Impact of Comorbid Generalized Anxiety Disorder on rTMS/iTBS Clinical Outcomes in Major Depression: A Multicenter Registry-Based Observational Study.Journal of personalized medicine · 2026Article
- Physiologically Guided Modeling for EEG Multichannel Signals.Bioengineering (Basel, Switzerland) · 2026Article
- EEG biomarkers for Alzheimer's disease: A novel automated pipeline for detecting and monitoring disease progression.Journal of Alzheimer's disease : JAD · 2025Article
- Prefrontal gamma oscillations engage dynamic cell type-specific configurations to support flexible behavior.bioRxiv : the preprint server for biology · 2025Article
- Portable electroencephalography in early detection of depression: Progress and future directions.World journal of psychiatry · 2025Review
- Moving toward precision and personalized treatment strategies in psychiatry.The international journal of neuropsychopharmacology · 2025Review
- Differences in resting state and task-based EEG measures between patients with major depressive disorder and healthy controls.Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology · 2025Article
- Electroencephalography Alpha Traveling Waves as Early Predictors of Treatment Response in Major Depressive Episodes: Insights from Intermittent Photic Stimulation.Biomedicines · 2025Article
Corrections and comments
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Major depressive disorder (MDD) is a prevalent and debilitating psychiatric disease that leads to substantial loss of quality of life. There has been little progress in developing new MDD therapeutics due to a poor understanding of disease heterogeneity and individuals' responses to treatments. Electroencephalography (EEG) is poised to improve this, owing to the ease of large-scale data collection and the advancement of computational methods to address artifacts. This review summarizes the viability of EEG for developing brain-based biomarkers in MDD. We examine the properties of well-established EEG preprocessing pipelines and consider factors leading to the discovery of sensitive and reliable biomarkers.
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.