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Synchronous neural interactions assessed by magnetoencephalography: a functional biomarker for brain disorders
- Source :
- Journal of Neural Engineering. 4:349-355
- Publication Year :
- 2007
- Publisher :
- IOP Publishing, 2007.
-
Abstract
- We report on a test to assess the dynamic brain function at high temporal resolution using magnetoencephalography (MEG). The essence of the test is the measurement of the dynamic synchronous neural interactions, an essential aspect of the brain function. MEG signals were recorded from 248 axial gradiometers while 142 human subjects fixated a spot of light for 45-60 s. After fitting an autoregressive integrative moving average (ARIMA) model and taking the stationary residuals, all pairwise, zero-lag, partial cross-correlations (PCC(ij)(0)) and their z-transforms (z(ij)(0)) between i and j sensors were calculated, providing estimates of the strength and sign (positive, negative) of direct synchronous coupling at 1 ms temporal resolution. We found that subsets of z(ij)(0) successfully classified individual subjects to their respective groups (multiple sclerosis, Alzheimer's disease, schizophrenia, Sjögren's syndrome, chronic alcoholism, facial pain, healthy controls) and gave excellent external cross-validation results.
- Subjects :
- Adult
Male
Adolescent
Biomedical Engineering
Cellular and Molecular Neuroscience
Biological Clocks
Moving average
medicine
Humans
Diagnosis, Computer-Assisted
Autoregressive integrated moving average
Child
Aged
Aged, 80 and over
Brain Diseases
medicine.diagnostic_test
Multiple sclerosis
Brain
Magnetoencephalography
Middle Aged
medicine.disease
Autoregressive model
Schizophrenia
Temporal resolution
Biomarker (medicine)
Female
Nerve Net
Psychology
Neuroscience
Subjects
Details
- ISSN :
- 17412552 and 17412560
- Volume :
- 4
- Database :
- OpenAIRE
- Journal :
- Journal of Neural Engineering
- Accession number :
- edsair.doi.dedup.....21f3195a835858ce19fdfd3962cd62d9
- Full Text :
- https://doi.org/10.1088/1741-2560/4/4/001