Protocol for semi-automatic EEG preprocessing incorporating independent component analysis and principal component analysis.

STAR Protoc

Complex Neural Signals Decoding Lab, Faculty of Education, The University of Hong Kong, Hong Kong, China.

Published: March 2025

Preprocessing is a critical yet challenging step in electroencephalography (EEG) research due to its significant potential impact on results. We present a protocol for semi-automatic EEG preprocessing incorporating independent component analysis (ICA) and principal component analysis (PCA) with step-by-step quality checking to ensure removal of large-amplitude artifacts. We describe steps for interpolating bad channels, removal of major artifacts by ICA and PCA correction, and exporting processed data. This protocol produced consistent results from users with a broad range of experience.

Download full-text PDF

Source
http://dx.doi.org/10.1016/j.xpro.2025.103682DOI Listing

Publication Analysis

Top Keywords

component analysis
16
protocol semi-automatic
8
semi-automatic eeg
8
eeg preprocessing
8
preprocessing incorporating
8
incorporating independent
8
independent component
8
principal component
8
component
4
analysis
4

Similar Publications

Maternal Inflammatory Proteins in Pregnancy and Neurodevelopmental Disorders at Age 10 Years.

JAMA Psychiatry

March 2025

Center for Neuropsychiatric Schizophrenia Research (CNSR& Center for Clinical Intervention and Neuropsychiatric Schizophrenia Research (CINS), Mental Health Centre Glostrup, Copenhagen University Hospital - Mental Health Services CPH, Copenhagen, Denmark.

Importance: Maternal inflammation during pregnancy has been associated with an increased risk of neurodevelopmental disorders (NDDs), such as attention-deficit/hyperactivity disorder (ADHD) and autism, and cognitive deficits in early childhood. However, little is known about the contributions of a wider range of inflammatory proteins to this risk.

Objective: To determine whether maternal inflammatory proteins during pregnancy are associated with the risk of NDDs and executive functions (EF) in middle childhood and to identify protein patterns associated with NDDs and EF.

View Article and Find Full Text PDF

Background: There is a significant gap in the provision of care for transgender or gender-nonconforming patients. This population experiences a multitude of disparate health outcomes. Studies have demonstrated a clear knowledge gap among ED clinicians regarding the care for transgender or gender-nonconforming patients.

View Article and Find Full Text PDF

Repetitive drug use results in enduring structural and functional changes in the brain. Addiction research has consistently revealed significant modifications in key brain networks related to reward, habit, salience, executive function, memory and self-regulation. Techniques like Voxel-based Morphometry have highlighted large-scale structural differences in grey matter across distinct groups.

View Article and Find Full Text PDF

Hybrid multicompartment artificial architectures, inherited from different compartmental systems, possess separate microenvironments that can perform different functions. Herein, a hybrid compartmentalized architecture via hybridizing ferritin nanocage (Fn) with non-aqueous droplets using aminated-modified amphiphilic gelatin (AGEL) is proposed, which enables the generation of compartmentalized emulsions with hybrid multicompartments. The resulting compartmentalized emulsions are termed "hybrasome".

View Article and Find Full Text PDF

Glioblastoma multiforme (GBM) is the most aggressive type of brain tumor, characterized by its heterogeneity in cellular components, including reactive astrocytes and microglia. Since neuroimmune responses like astrogliosis and microgliosis gain recognition as vital factors in brain tumor progression, there is a growing need for clinically relevant models that assess the interactions between astrocytes, microglia, and GBM. Here, a NEuroimmune-Oncology Microphysiological Analysis Platform (NEO-MAP) is presented as a "new map" to observe astrocytic scar formation and microgliosis in response to GBM.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!