Early Frontal qEEG Markers Predict Delayed Cognitive Recovery After Mild-to-Moderate Ischemic Stroke: A Prospective Cohort Study

Background and ObjectivePost-stroke cognitive impairment affects 30%-60% of survivors, yet predicting which patients will demonstrate delayed recovery remains challenging. We investigated whether early quantitative electroencephalography (qEEG) markers can identify patients with cognitive recovery potential during the critical 3-6 month post-stroke period.MethodsThis prospective cohort study enrolled patients with first-time supratentorial ischemic stroke (NIHSS <15). Resting-state EEG was recorded at 8 ± 1 days post-stroke to calculate regional qEEG indices: peak alpha frequency (PAF), delta + theta/alpha + beta ratio (DTABR), and theta-alpha dominant frequency variability (DFV). The Montreal Cognitive Assessment (MoCA) was administered at 3 and 6 months post-stroke. Cognitive recovery was defined as ≥2-point MoCA improvement. Stepwise logistic regression identified recovery predictors, with model performance evaluated using area under the receiver operating characteristic curve (AUC).ResultsOf 96 enrolled patients, 53 (55.2%) demonstrated cognitive recovery, with substantial improvements in delayed recall/memory, naming, abstraction, and visuospatial/executive function. Patients with recovery showed lower cognitive performance at 3 months but reached comparable levels by 6 months post-stroke. Lower frontal PAF (adjusted OR 0.29, 95% CI 0.16, 0.47), reduced frontal DTABR (adjusted OR 0.84, 95% CI 0.72, 0.96), and elevated frontal DFV (adjusted OR 4.59, 95% CI 1.27, 20.81) predicted cognitive recovery with good discriminatory ability (AUC = 0.831, 95% CI: 0.748, 0.914).ConclusionsEarly frontal qEEG measures identified stroke patients with delayed cognitive recovery potential during the 3-6 month window, despite initially poor performance. These findings suggest that early qEEG assessment could help inform personalized rehabilitation planning and identify candidates for extended cognitive rehabilitation interventions.

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Journal
Clinical EEG and Neuroscience
Published
2026-08-28
DOI
https://doi.org/10.1177/15500594261480203
Primary Topic
Stroke Rehabilitation and Recovery
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article
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article

Early Frontal qEEG Markers Predict Delayed Cognitive Recovery After Mild-to-Moderate Ischemic Stroke: A Prospective Cohort Study

Vy T. Nguyen, Trang Ho Thu Quach, Kien Trung Duong, Thang Cong Tran et al.
Clinical EEG and Neuroscience
Stroke Rehabilitation and Recovery
article

Early Frontal qEEG Markers Predict Delayed Cognitive Recovery After Mild-to-Moderate Ischemic Stroke: A Prospective Cohort Study

Vy T. Nguyen, Trang Ho Thu Quach, Kien Trung Duong, Thang Cong Tran, An Gia Pham, Khoa Nhat Bui, Huong Ha, Hiep Do
article en

Abstract

Background and ObjectivePost-stroke cognitive impairment affects 30%-60% of survivors, yet predicting which patients will demonstrate delayed recovery remains challenging. We investigated whether early quantitative electroencephalography (qEEG) markers can identify patients with cognitive recovery potential during the critical 3-6 month post-stroke period.MethodsThis prospective cohort study enrolled patients with first-time supratentorial ischemic stroke (NIHSS <15). Resting-state EEG was recorded at 8 ± 1 days post-stroke to calculate regional qEEG indices: peak alpha frequency (PAF), delta + theta/alpha + beta ratio (DTABR), and theta-alpha dominant frequency variability (DFV). The Montreal Cognitive Assessment (MoCA) was administered at 3 and 6 months post-stroke. Cognitive recovery was defined as ≥2-point MoCA improvement. Stepwise logistic regression identified recovery predictors, with model performance evaluated using area under the receiver operating characteristic curve (AUC).ResultsOf 96 enrolled patients, 53 (55.2%) demonstrated cognitive recovery, with substantial improvements in delayed recall/memory, naming, abstraction, and visuospatial/executive function. Patients with recovery showed lower cognitive performance at 3 months but reached comparable levels by 6 months post-stroke. Lower frontal PAF (adjusted OR 0.29, 95% CI 0.16, 0.47), reduced frontal DTABR (adjusted OR 0.84, 95% CI 0.72, 0.96), and elevated frontal DFV (adjusted OR 4.59, 95% CI 1.27, 20.81) predicted cognitive recovery with good discriminatory ability (AUC = 0.831, 95% CI: 0.748, 0.914).ConclusionsEarly frontal qEEG measures identified stroke patients with delayed cognitive recovery potential during the 3-6 month window, despite initially poor performance. These findings suggest that early qEEG assessment could help inform personalized rehabilitation planning and identify candidates for extended cognitive rehabilitation interventions.

Clinical EEG and Neuroscience
Vietnam National University Ho Chi Minh City (VN), University of Georgia (US), Cho Ray Hospital (VN), University of Medicine and Pharmacy at Ho Chi Minh City (VN), Ho Chi Minh City Open University (VN)
Reduced inequalities
Openalex Percentile: Top 14%
Stroke Rehabilitation and Recovery
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