Regional structural characterization of the brain of schizophrenia patients

Acad Radiol. 2005 Oct;12(10):1250-61. doi: 10.1016/j.acra.2005.06.014.

Abstract

Rationale and objectives: We study morphologic characteristics and age-related changes in patients with schizophrenia to investigate whether abnormal neurodevelopment and brain structure have a role in the pathophysiological course of this disease.

Materials and methods: Our data consist of a set of cranial magnetic resonance images of 46 patients with schizophrenia and age- and sex-matched healthy controls. We deformed a template brain image to our set of subject images. Jacobian fields of these deformations were reduced to sets of 52 normalized region volumes for each subject by using a neuroanatomic atlas. Normalized regional volumes of the control and patient groups were compared by using Student t-test, and age correlation of each region volume was calculated for the two groups. All results were corrected for multiple comparisons by using permutation testing. We used a classifier based on support vector machines and a feature selection method to determine our ability to discriminate brains of controls from those of patients.

Results: Analysis of normalized region volumes shows enlargement of the third ventricle in patients. The age-correlation study showed a significant positive correlation in the third ventricle and right thalamus of controls, but not patients. Using an average of 6.5 features, our classifier was able to correctly identify 72% of patients and 70% of controls.

Conclusion: In addition to enlargement of the third ventricle, brains of patients with schizophrenia show a different pattern of age-related changes.

Publication types

  • Comparative Study
  • Research Support, N.I.H., Extramural
  • Research Support, U.S. Gov't, P.H.S.

MeSH terms

  • Adult
  • Aging / pathology*
  • Algorithms
  • Artificial Intelligence*
  • Brain / pathology*
  • Brain / physiopathology
  • Cluster Analysis
  • Female
  • Humans
  • Image Enhancement / methods
  • Image Interpretation, Computer-Assisted / methods*
  • Imaging, Three-Dimensional / methods
  • Information Storage and Retrieval / methods
  • Magnetic Resonance Imaging / methods*
  • Male
  • Pattern Recognition, Automated / methods*
  • Reproducibility of Results
  • Retrospective Studies
  • Schizophrenia / pathology*
  • Schizophrenia / physiopathology
  • Sensitivity and Specificity
  • Subtraction Technique