Nonlinear complexity analysis of brain FMRI signals in schizophrenia.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 24824731.
- Also identified by DOI 10.1371/journal.pone.0095146 and PMC identifier 4019508.
- Licence recorded as CC BY.
- The licence permits redistribution, so the abstract is shown in full and the full text is available from the publisher.
Abstract
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.
Medical subject headings
- Adult
- Antipsychotic Agents
- Antipsychotic Agents/therapeutic use
- Brain
- Brain/physiopathology
- Brain Mapping
- Brain Mapping/methods
- Female
- Functional Neuroimaging
- Functional Neuroimaging/methods
- Humans
- Magnetic Resonance Imaging
- Magnetic Resonance Imaging/methods
- Male
- Middle Aged
- Nonlinear Dynamics
- Schizophrenia
- Schizophrenia/drug therapy
- Schizophrenia/physiopathology
- Sex Characteristics