Spectral features of resting-state EEG in Parkinson’s Disease: A multicenter study using functional data analysis

Objective: This study aims 1) To analyse differences in resting-state electroencephalogram (rs-EEG) spectral features of Parkinson’s Disease (PD) and healthy subjects (non-PD) using Functional Data Analysis (FDA) and 2) To explore, in four independent cohorts, the external validity and reproducibili...

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Autores:
Jaramillo-Jiménez, Alberto
Tovar-Rios, Diego Alejandro
Ospina Galindez, Johann Alexis
Mantilla-Ramos, Yorguin José
Loaiza-López, Daniel
Henao Isaza, Verónica
Zapata Saldarriaga, Luisa María
Valeria Cadavid Castro
Suárez-Revelo, Jazmin Ximena
Bocanegra, Yamilé
Lopera, Francisco
Pineda-Salazar, David Antonio
Tobón Quintero, Carlos Andrés
Ochoa-Gómez, John Fredy
Borda, Miguel Germán
Aarsland, Dag
Laura Bonanni
Tipo de recurso:
Article of investigation
Fecha de publicación:
2023
Institución:
Universidad Autónoma de Occidente
Repositorio:
RED: Repositorio Educativo Digital UAO
Idioma:
eng
OAI Identifier:
oai:red.uao.edu.co:10614/15852
Acceso en línea:
https://hdl.handle.net/10614/15852
https://doi.org/10.1016/j.clinph.2023.03.363
https://red.uao.edu.co/
Palabra clave:
Functional data analysis
Electroencephalography
Parkinson’s disease
Alpha rhythm
Theta rhythm
Rights
openAccess
License
Derechos reservados - Elsevier, 2023
Description
Summary:Objective: This study aims 1) To analyse differences in resting-state electroencephalogram (rs-EEG) spectral features of Parkinson’s Disease (PD) and healthy subjects (non-PD) using Functional Data Analysis (FDA) and 2) To explore, in four independent cohorts, the external validity and reproducibility of the findings using both epoch-to-epoch FDA and averaged-epochs approach. Methods: We included 169 subjects (85 non-PD; 84 PD) from four centres. Rs-EEG signals were preprocessed with a combination of automated pipelines. Sensor-level relative power spectral density (PSD), dominant frequency (DF), and DF variability (DFV) features were extracted. Differences in each feature were compared between PD and non-PD on averaged epochs and using FDA to model the epoch-toepoch change of each feature. Results: For averaged epochs, significantly higher theta relative PSD in PD was found across all datasets. Also, higher pre-alpha relative PSD was observed in three of four datasets in PD patients. For FDA, similar