• Home
  • Search
  • Multimodal EEG-fNIRS classification as a clinical tool for bipolar disorder diagnosis.
  • https://doi.org/10.1038/s41398-026-03858-1Copy DOI Icon

Multimodal EEG-fNIRS classification as a clinical tool for bipolar disorder diagnosis.

Show More
  • Abstract
  • Literature Map
  • References
  • Similar Papers
Abstract

Bipolar disorder (BD) is a complex mood disorder characterized by recurrent depressive and manic/hypomanic episodes, accompanied by significant cognitive dysfunction and emotional dysregulation. Accurate and timely diagnosis, especially the differentiation between subtypes, remains a challenge due to overlapping symptoms, variable onset times for more specific symptoms (e.g., psychotic features), and the reliance on subjective assessments. This study examines the use of a multimodal approach combining electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS) to identify patterns of BD emotional dysregulation, aiming to enhance its diagnosis and subtype differentiation. The protocol employed an emotional visual task to evaluate the interference of emotional content on cognitive function. EEG data were collected using a whole-head cap, while fNIRS focused on hemodynamic changes in the frontal cortex. Furthermore, the feasibility of using a potential simplified, portable EEG-fNIRS system was explored by focusing the analysis on frontal regions. The cohort included BD patients [BP] of two main subtypes, and healthy controls [HC]. Behavioral analysis revealed significant performance differences between BP and HC groups. While EEG alone enabled groups' classification, integrating EEG and fNIRS improved accuracy by reducing misclassification rates. Although classification using only frontal EEG regions was slightly less accurate than the full-head cap, fNIRS integration ensured robust results, supporting the feasibility for a potential simplified system. These findings underscore the complementary strengths of EEG and fNIRS in capturing neural and vascular markers of emotional dysregulation in BD and support the development of multimodal diagnostic tools for BD.

Similar Papers
  • Research Article
  • Citations2

Imagery-based cognitive therapy to reduce emotional dysregulation and mood instability in bipolar disorder: a case-series study.

  • Nov 28, 2024
  • Behavioural and cognitive psychotherapy
  • Thomas Paulet +1
  • Research Article
  • Citations324

Elevated left and reduced right orbitomedial prefrontal fractional anisotropy in adults with bipolar disorder revealed by tract-based spatial statistics.

  • Sep 01, 2008
  • Archives of general psychiatry
  • Amelia Versace +7
  • Research Article
  • Citations48

Frontopolar cortical inefficiency may underpin reward and working memory dysfunction in bipolar disorder

  • Aug 03, 2011
  • The World Journal of Biological Psychiatry
  • Jigar Jogia +3
  • Research Article
  • Citations6

White Matter Correlates of Suicidality in Adults With Bipolar Disorder Who Have Been Prospectively Characterized Since Childhood

  • Jul 18, 2020
  • Biological Psychiatry: Cognitive Neuroscience and Neuroimaging
  • João Paulo Lima Santos +17
  • PDF
  • Research Article
  • Citations6

Metabolic plasticity: an evolutionary perspective on metabolic and circadian dysregulation in bipolar disorder.

  • Jul 19, 2025
  • Molecular psychiatry
  • Iain H Campbell +2
  • Research Article
  • Citations10

Diagnostic Instability: How Much Is Too Much?

  • Nov 01, 2011
  • American Journal of Psychiatry
  • William Coryell
  • Research Article
  • Citations6

Comparative analysis of resting-state EEG-based multiscale entropy between schizophrenia and bipolar disorder

  • May 31, 2024
  • Progress in Neuropsychopharmacology & Biological Psychiatry
  • Hyeon-Ho Hwang +5
  • Research Article
  • Citations69

Suicidal Risks in 12 DSM-5 Psychiatric Disorders

  • Apr 15, 2020
  • Journal of Affective Disorders
  • R.J Baldessarini +1
  • Research Article
  • Citations11

Machine learning-based differentiation of schizophrenia and bipolar disorder using multiscale fuzzy entropy and relative power from resting-state EEG

  • Apr 12, 2025
  • Translational Psychiatry
  • Hyeon-Ho Hwang +3
  • Discussion
  • Citations5

Differential genetic correlations across major psychiatric disorders between Eastern and Western countries.

  • Nov 17, 2022
  • Psychiatry and Clinical Neurosciences
  • Takeo Saito +9
  • Research Article

Integrative transcriptomic meta-analysis reveals immune, synaptic, and non-coding RNA dysregulation in bipolar disorder across brain and blood.

  • Apr 01, 2026
  • Neurobiology of disease
  • Aleksandra Panina +4
  • Research Article
  • Citations18

Social cognition in patients with schizophrenia spectrum and bipolar disorders with and without psychotic features

  • Feb 02, 2015
  • Schizophrenia Research: Cognition
  • George C Nitzburg +3
  • Research Article
  • Citations226

Deficits in sustained attention in schizophrenia and affective disorders: stable versus state-dependent markers.

  • Jun 01, 2002
  • American Journal of Psychiatry
  • Shi K Liu +5
  • PDF
  • Research Article
  • Citations1

No group differences in Traditional Economics Measures of loss aversion and framing effects in bipolar I disorder.

  • Nov 09, 2021
  • PLOS ONE
  • Zachary Anderson +4
  • Research Article
  • Citations3

Clinicodemographic correlates of psychotic features in bipolar disorder – a multicenter study in China

  • May 24, 2023
  • BMC Psychiatry
  • Zhi-Fang Zhang +10
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.