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Data-driven Clustering of Neurodegenerative diseases based on EEG Spectrum power-law decay: the DaCNES Study.

G. Mostile, R. Terranova, G. Carlentini, C. Terravecchia, G. Donzuso, G. Sciacca, C. Cicero, A. Luca, A. Nicoletti, M. Zappia (Catania, Italy)

Meeting: 2023 International Congress

Abstract Number: 217

Keywords: Electroencephalogram(EEG), Parkinsonism

Category: Parkinsonism, Atypical: PSP, CBD

Objective: To test accuracy of the power law exponent β applied to EEG in differentiating neurodegenerative diseases and to explore differences in neuronal connectivity among different neurodegenerative processes based on β.

Background: Neurodegenerative diseases are common causes of impaired mobility and cognition in the elderly. Among them, tauopathies (including Alzheimer’s Disease, Progressive Supranuclear Palsy and Corticobasal Degeneration) and α-synucleinopathies (including Parkinson’s Disease and Multiple System Atrophy) were considered. The neurodegenerative processes and relative differential diagnosis were addressed through a qEEG non-linear analytic method.

Method: N = 230 patients with a diagnosis of tauopathy or α-synucleinopathy and at least one artifact-free EEG recording were selected. Welch’s periodogram was applied to signal epochs randomly chosen from continuous EEG recordings. Power law exponent β was computed as minus the slope of the power spectrum versus frequency in a Log-Log scale. A data-driven clustering based on β values was performed to identify independent subgroups.

Results: In bilateral frontal-temporal regions, β index values were significantly higher for Parkinson’s Disease with respect to the atypical parkinsonisms; in parietal areas, differences remained significant only for Progressive Supranuclear Palsy and Corticobasal Degeneration. Data-driven clustering based on β differentiated tauopathies (overall lower β values) from α-synucleinopathies (higher β values) with high sensitivity and specificity. Tauopathies also presented lower values in the correlation coefficients matrix among frontal sites of recording.

Conclusion: Statistically significant differences in β index values were found between tauopathies and α-synucleinopathies. Hence, β index is proposed as a possible biomarker of differential diagnosis and neuronal connectivity.

References: Mostile G, Giuliano L, Dibilio V, Luca A, Cicero CE, Sofia V, Nicoletti A, Zappia M. Complexity of electrocortical activity as potential biomarker in untreated Parkinson’s disease. J Neural Transm (Vienna). 2019 Feb;126(2):167-172.

To cite this abstract in AMA style:

G. Mostile, R. Terranova, G. Carlentini, C. Terravecchia, G. Donzuso, G. Sciacca, C. Cicero, A. Luca, A. Nicoletti, M. Zappia. Data-driven Clustering of Neurodegenerative diseases based on EEG Spectrum power-law decay: the DaCNES Study. [abstract]. Mov Disord. 2023; 38 (suppl 1). https://www.mdsabstracts.org/abstract/data-driven-clustering-of-neurodegenerative-diseases-based-on-eeg-spectrum-power-law-decay-the-dacnes-study/. Accessed May 15, 2025.
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