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Updated: Sep 17, 2026

Electroencephalography Network Indices as Biomarkers of Upper Limb Impairment in Chronic Stroke
Published on: July 14, 2023
Systemic inflammatory profiles associated with early EEG abnormalities following ischemic stroke: a cohort study
Gabriele Prandin1, Giovanni Furlanis2, Edoardo Ricci2
1Clinical Unit of Neurology, Department of Medicine, Surgery and Health Sciences, University of Trieste, Strada di fiume 447, Trieste, 34149, Italy. gprand94@gmail.com.
Background:
Post-stroke inflammation (PSI) contributes to acute brain injury and may influence early electroencephalographic (EEG) abnormalities after ischemic stroke. Although systemic inflammatory biomarkers have prognostic value, their association with specific EEG patterns - slow-wave activity (SA) and epileptiform discharges (ED) - remains unclear. We investigated the relationship between peripheral inflammatory markers and early EEG alterations following ischemic stroke.
Methods:
We conducted a single-center, retrospective observational study including 307 patients with acute supratentorial ischemic stroke who underwent EEG within 72 h from admission. Peripheral inflammatory biomarkers were measured 24 h after admission. EEGs were classified according to the presence of SA and/or ED. Multivariable logistic regression analyses were performed to identify independent predictors of SA and ED. Predictive performance was assessed using receiver operating characteristic (ROC) analysis.
Results:
Among patients without ED (n = 248), no inflammatory biomarker remained independently associated with SA after multivariable adjustment. Stroke severity and hemorrhagic transformation were the main independent predictors of SA. In the overall cohort, ED (n = 59) were independently associated with higher white blood cell count (OR 1.15, 95% CI 1.02-1.31), neutrophil count (OR 1.19, 95% CI 1.05-1.36), and NLR (OR 1.08, 95% CI 1.01-1.15), after adjustment for relevant clinical variables. Neutrophil count showed the highest discriminative ability for ED and significantly improved model performance when added to clinical predictors.
Conclusions:
Elevated neutrophil count is independently associated with early ED after ischemic stroke, supporting a role for systemic inflammation in acute post-stroke EEG hyperexcitability. In contrast, SA mainly reflects stroke severity and local complications.
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