Zastosowanie ilościowej elektroencefalografii w ocenie leczenia epilepsji
The use of quantitative electroencephalography in evaluating epilepsy treatment
W skrócie
Ilościowa elektroencefalografia to nowoczesna metoda pomiaru aktywności mózgu, która lepiej niż tradycyjne badania EEG pomaga ocenić, czy leczenie epilepsji działa. Badacze przeanalizowali ponad 160 prac naukowych na temat tej metody i stwierdzili, że choć wykazuje obiecujące wyniki w monitorowaniu leczenia i surgery epilepsji, jej praktyczne zastosowanie jest ograniczone brakiem ujednoliconych standardów i baz danych. Aby metoda ta mogła być rzeczywiście przydatna dla pacjentów, potrzebne są dalsze badania uwzględniające powtarzalność wyników i ich praktyczne znaczenie dla codziennej praktyki lekarskiej.
Oryginalny abstract (angielski)
Because quantitative electroencephalography (QEEG) presents objective, data-driven measurements of brain activity with better performance than conventional EEG, it has become more popular for evaluating therapeutic response in epilepsy. Data from over 160 English-language papers on the use of QEEG in the evaluation of epilepsy treatment that were published up to March 2026 were assessed in this review. This review includes anti-seizure medications (ASMs), long-term EEG monitoring, neuromodulation methods such as vagus nerve stimulation (VNS), epilepsy surgery and epileptogenic zone identification, and new models using AI. Instead of providing a methodical or completely reproducible synthesis, this review concentrates on critically evaluating methodological trends, translational significance, and current limitations in various applications. The significant differences in patients' demographics, EEG acquisition methods, analytical approaches, and clinical goals caused difficulties in a thorough systematic review or meta-analysis. However, a qualitative review of the literature showed recurrent QEEG patterns associated with treatment response, areas of conflicting evidence, and the translational readiness of different metrics. Studies frequently find correlations between changes in spectral power, functional connectivity (FC), and epileptiform activity indices (EAI) and clinical outcomes. However, the reproducibility and robustness of these correlations greatly vary depending on treatment modality and methodological environment. Hence, the potential of QEEG in directing customized treatments is limited by the lack of standardized procedures, normative databases, and prospective validation. All things considered, it appears most promise for long-term therapy tracking and, in certain situations, for enhancing conventional clinical evaluation. This review emphasizes the necessity of thorough studies that prioritize practical application, clinical interpretability, and repeatability. Additionally, it highlights the current limitations and therapeutic potential of QEEG-based treatment evaluation.