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Diagnostic accuracy of reduced electroencephalography montages for seizure detection: A frequentist and Bayesian meta-analysis - 12/01/25

Doi : 10.1016/j.neucli.2025.103044 
Yu-Chen Lin a, Hui-An Lin b, c, d, Ming-Long Chang b, d, Sheng-Feng Lin c, d, e, f, g,
a School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan 
b Department of Emergency Medicine, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan 
c School of Public Health, College of Public Health, Taipei Medical University, Taipei, Taiwan 
d Department of Emergency Medicine, Taipei Medical University Hospital, Taipei, Taiwan 
e Department of Public Health, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan 
f Center of Evidence-Based Medicine, Taipei Medical University Hospital, Taipei, Taiwan 
g Department of Medical Research, Taipei Medical University Hospital, Taipei, Taiwan 

Corresponding author at: Department of Public Health, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.Department of Public Health, School of Medicine, College of Medicine, Taipei Medical UniversityTaipeiTaiwan

Abstract

Aim

To evaluate the diagnostic accuracy of reduced montage electroencephalography (EEG) for seizure detection and provide evidence-based recommendations.

Methods

Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, we conducted a diagnostic meta-analysis to assess the sensitivity and specificity of reduced EEG montages in detecting seizure activity. A hierarchical summary receiver operating characteristic curve (HSROC) model was used to estimate the area under the curve (AUC). Subgroup analyses were conducted to identify sources of heterogeneity. Bayesian estimates were used for validation.

Results

Across 8 studies encompassing 3,458 reduced EEG montage samples, all studies used a reduced EEG montage with 7 to 10 electrodes. The pooled sensitivity was 0.75 (95 % CI: 0.68–0.80), and the pooled specificity was 0.97 (95 % CI: 0.95–0.98). The HSROC model had an AUC of 0.96 (95 % CI: 0.93–0.97). Variations in study results were attributed to factors such as the number of electrodes (pooled sensitivity of 0.66 for studies employing <8 leads and 0.77 for studies employing ≥8 leads) and montage design coverage (pooled sensitivity of 0.64 for studies employing subhairline montage and 0.77 for studies employing above-hairline montage). The Bayesian and frequentist findings agreed with each other and had a pooled sensitivity of 0.74 (95 % HPD: 0.65–0.83) and pooled specificity of 0.97 (95 % highest posterior density 0.95–0.98).

Conclusion

Reduced EEG montages with 8 or more electrodes are feasible for seizure detection, especially in emergency settings where rapid detection is crucial.

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Keywords : Electroencephalography (EEG), Meta-analysis, Reduced EEG montage, Seizure, Subhairline EEG


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Vol 55 - N° 2

Articolo 103044- aprile 2025 Ritorno al numero
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