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Nonlinear Complexity Analysis of Brain fMRI Signals in Schizophrenia
- Source :
- PLoS ONE, PLoS ONE, Vol 9, Iss 5, p e95146 (2014)
- Publication Year :
- 2014
- Publisher :
- Public Library of Science, 2014.
-
Abstract
- Open access journal. The file attached to this record is the author's final peer reviewed version. The Publisher's final version can be found by following the DOI link We investigated the differences in brain fMRI signal complexity in patients with schizophrenia while performing the Cyberball social exclusion task, using measures of Sample entropy and Hurst exponent (H). 13 patients meeting diagnostic and Statistical Manual of Mental Disorders, 4th Edition (DSM IV) criteria for schizophrenia and 16 healthy controls underwent fMRI scanning at 1.5 T. The fMRI data of both groups of participants were pre-processed, the entropy characterized and the Hurst exponent extracted. Whole brain entropy and H maps of the groups were generated and analysed. The results after adjusting for age and sex differences together show that patients with schizophrenia exhibited higher complexity than healthy controls, at mean whole brain and regional levels. Also, both Sample entropy and Hurst exponent agree that patients with schizophrenia have more complex fMRI signals than healthy controls. These results suggest that schizophrenia is associated with more complex signal patterns when compared to healthy controls, supporting the increase in complexity hypothesis, where system complexity increases with age or disease, and also consistent with the notion that schizophrenia is characterised by a dysregulation of the nonlinear dynamics of underlying neuronal systems.
- Subjects :
- Male
Image Processing
Entropy
lcsh:Medicine
cyberball task
Audiology
Brain mapping
Systems Science
Functional Magnetic Resonance Imaging
Medicine and Health Sciences
Statistical Signal Processing
Prefrontal cortex
lcsh:Science
Hurst exponent
Brain Mapping
Sex Characteristics
Multidisciplinary
medicine.diagnostic_test
Applied Mathematics
Physics
fMRI
Classical Mechanics
Brain
Complex Systems
Middle Aged
Magnetic Resonance Imaging
Neurology
Physical Sciences
Engineering and Technology
Thermodynamics
Female
Physical Laws and Principles
Research Article
Antipsychotic Agents
Adult
medicine.medical_specialty
Computer and Information Sciences
Neuroimaging
behavioral disciplines and activities
Functional neuroimaging
Mental Health and Psychiatry
medicine
Entropy (information theory)
Humans
Psychiatry
business.industry
Functional Neuroimaging
lcsh:R
Biology and Life Sciences
Magnetic resonance imaging
R1
Sample entropy
schizophrenia
Nonlinear Dynamics
Signal Processing
Schizophrenia
lcsh:Q
Functional magnetic resonance imaging
business
complexity
entropy
Mathematics
Neuroscience
Subjects
Details
- Language :
- English
- ISSN :
- 19326203
- Volume :
- 9
- Issue :
- 5
- Database :
- OpenAIRE
- Journal :
- PLoS ONE
- Accession number :
- edsair.doi.dedup.....122701292a3667c18e9ccb52258d0d5c