Back

Brain connectivity using EEG data

AGGARWAL, A.

2025-01-28 neuroscience
10.1101/2025.01.26.634935 bioRxiv
Show abstract

The goal of this work was to use EEG data from epilepsy patients and analyze it for connectivity between brain regions using cross-power spectral density (CPSD). We took data from 76 EEG sessions by removing those with epileptic seizures. Then, we calculated CPSD for the 210 electrode pairs for each patient. Initially, we calculated CPSD in the entire sample and then stratified it based on frequency bands related to different brain states. We observed the brain hubs, the default mode network (DMN) and the anti-correlated network attached to the DMN. The connectivity of the brain changed with change in frequency and hence, brain states. EEG analysis with CPSD is a relatively inexpensive, longer duration and more convenient method over fMRI but provides similar information. Similar study can be used to identify brain connectivity patterns while brain is performing a specific task by collecting EEG data for the task.

Matching journals

The top 5 journals account for 50% of the predicted probability mass.

1
Biomedical Signal Processing and Control
18 papers in training set
Top 0.1%
14.3%
2
NeuroImage
813 papers in training set
Top 1.0%
12.3%
3
Scientific Reports
3102 papers in training set
Top 7%
10.1%
4
Frontiers in Neuroscience
223 papers in training set
Top 0.3%
7.2%
5
Neuroinformatics
40 papers in training set
Top 0.1%
6.8%
50% of probability mass above
6
PLOS ONE
4510 papers in training set
Top 28%
6.3%
7
Journal of Neuroscience Methods
106 papers in training set
Top 0.3%
4.3%
8
Frontiers in Human Neuroscience
67 papers in training set
Top 0.8%
2.4%
9
Chaos, Solitons & Fractals
32 papers in training set
Top 0.8%
2.1%
10
eneuro
389 papers in training set
Top 4%
2.1%
11
Journal of Neural Engineering
197 papers in training set
Top 1%
1.9%
12
Neuroscience Letters
28 papers in training set
Top 0.3%
1.9%
13
IEEE Journal of Biomedical and Health Informatics
34 papers in training set
Top 0.9%
1.9%
14
Human Brain Mapping
295 papers in training set
Top 3%
1.7%
15
Frontiers in Neuroinformatics
38 papers in training set
Top 0.4%
1.5%
16
Frontiers in Psychiatry
83 papers in training set
Top 2%
1.2%
17
Network Neuroscience
116 papers in training set
Top 0.8%
1.2%
18
PLOS Computational Biology
1633 papers in training set
Top 20%
1.1%
19
Cognitive Neurodynamics
15 papers in training set
Top 0.3%
0.9%
20
IEEE Transactions on Neural Systems and Rehabilitation Engineering
40 papers in training set
Top 0.6%
0.8%
21
Brain Topography
23 papers in training set
Top 0.4%
0.8%
22
Sensors
39 papers in training set
Top 2%
0.8%
23
Neuroscience
88 papers in training set
Top 3%
0.8%
24
Communications Biology
886 papers in training set
Top 26%
0.7%