Altered EEG microstate transition patterns and visual hallucinations in Parkinson's Disease

Eren Toplutaş1, Reyyan Uysal-Kaba2, Bahar Güntekin3

  • 1Istanbul Medipol University, School of Medicine, Department of Neurology, Türkiye; Brain and Cognition Research Center, BEYKOG, İstanbul Medipol University, Türkiye.

Abstract

Insights

Visual hallucinations in Parkinson's disease are linked to altered brain network dynamics, not static changes. Specific EEG microstate transitions can predict visual hallucinations in PD patients with high accuracy.

Area of Science:

  • Neuroscience
  • Clinical Neurology
  • Computational Psychiatry

Background:

  • Visual hallucinations (VH) are a common symptom in Parkinson's disease (PD), often linked to disruptions in functional brain networks.
  • Electroencephalography (EEG) microstate analysis offers a method to study large-scale brain network dynamics at a millisecond timescale.

Purpose of the Study:

  • To investigate differences in EEG microstate transition patterns between PD patients with and without VH.
  • To assess the predictive value of these microstate transitions for the presence of VH in PD.

Main Methods:

  • Resting-state EEG recordings from 38 PD patients (18 with VH, 20 without VH).
  • Microstate segmentation using a modified k-means algorithm.
  • Calculation of transition probabilities and binomial logistic regression for predictive analysis.

Main Results:

  • A regression model identified three key microstate transitions (D→B, E→F, F→C) that significantly predicted VH presence.
  • The model achieved high classification performance: 89.5% accuracy, 88.9% sensitivity, and 90.0% specificity.
  • Reduced D→B transitions were associated with increased VH likelihood, while increased E→F and F→C transitions were positively associated with VH.

Conclusions:

  • VH in PD is associated with dynamic changes in large-scale brain network temporal activity, rather than static alterations.
  • Altered microstate transitions, potentially reflecting a DMN-related and dorsal attention-visual network imbalance, may predispose individuals to VH.
  • EEG microstate transition analysis shows promise as a sensitive tool for detecting subtle connectivity changes related to VH in PD.

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