Literature DB >> 20205252

Diffusion tensor imaging reliably differentiates patients with schizophrenia from healthy volunteers.

Babak A Ardekani1, Ali Tabesh, Serge Sevy, Delbert G Robinson, Robert M Bilder, Philip R Szeszko.   

Abstract

The objective of this research was to determine whether fractional anisotropy (FA) and mean diffusivity (MD) maps derived from diffusion tensor imaging (DTI) of the brain are able to reliably differentiate patients with schizophrenia from healthy volunteers. DTI and high resolution structural magnetic resonance scans were acquired in 50 patients with schizophrenia and 50 age- and sex-matched healthy volunteers. FA and MD maps were estimated from the DTI data and spatially normalized to the Montreal Neurologic Institute standard stereotactic space. Individuals were divided randomly into two groups of 50, a training set, and a test set, each comprising 25 patients and 25 healthy volunteers. A pattern classifier was designed using Fisher's linear discriminant analysis (LDA) based on the training set of images to categorize individuals in the test set as either patients or healthy volunteers. Using the FA maps, the classifier correctly identified 94% of the cases in the test set (96% sensitivity and 92% specificity). The classifier achieved 98% accuracy (96% sensitivity and 100% specificity) when using the MD maps as inputs to distinguish schizophrenia patients from healthy volunteers in the test dataset. Utilizing FA and MD data in combination did not significantly alter the accuracy (96% sensitivity and specificity). Patterns of water self-diffusion in the brain as estimated by DTI can be used in conjunction with automated pattern recognition algorithms to reliably distinguish between patients with schizophrenia and normal control subjects. Hum Brain Mapp, 2010.
© 2010 Wiley-Liss, Inc.

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Year:  2011        PMID: 20205252      PMCID: PMC2896986          DOI: 10.1002/hbm.20995

Source DB:  PubMed          Journal:  Hum Brain Mapp        ISSN: 1065-9471            Impact factor:   5.038


  37 in total

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2.  Shaving diffusion tensor images in discriminant analysis: a study into schizophrenia.

Authors:  M W A Caan; K A Vermeer; L J van Vliet; C B L M Majoie; B D Peters; G J den Heeten; F M Vos
Journal:  Med Image Anal       Date:  2006-09-11       Impact factor: 8.545

3.  Microstructural integrity of the corpus callosum linked with neuropsychological performance in adolescents.

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4.  MR diffusion tensor spectroscopy and imaging.

Authors:  P J Basser; J Mattiello; D LeBihan
Journal:  Biophys J       Date:  1994-01       Impact factor: 4.033

5.  A voxel-based morphometric study of ageing in 465 normal adult human brains.

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Journal:  Neuroimage       Date:  2001-07       Impact factor: 6.556

6.  Dynamically spreading frontal and cingulate deficits mapped in adolescents with schizophrenia.

Authors:  Christine N Vidal; Judith L Rapoport; Kiralee M Hayashi; Jennifer A Geaga; Yihong Sui; Lauren E McLemore; Yasaman Alaghband; Jay N Giedd; Peter Gochman; Jonathan Blumenthal; Nitin Gogtay; Rob Nicolson; Arthur W Toga; Paul M Thompson
Journal:  Arch Gen Psychiatry       Date:  2006-01

Review 7.  A review of MRI findings in schizophrenia.

Authors:  M E Shenton; C C Dickey; M Frumin; R W McCarley
Journal:  Schizophr Res       Date:  2001-04-15       Impact factor: 4.939

8.  Three-dimensional brain growth abnormalities in childhood-onset schizophrenia visualized by using tensor-based morphometry.

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9.  Clinical and neuropsychological correlates of white matter abnormalities in recent onset schizophrenia.

Authors:  Philip R Szeszko; Delbert G Robinson; Manzar Ashtari; Joshua Vogel; Julia Betensky; Serge Sevy; Babak A Ardekani; Todd Lencz; Anil K Malhotra; Joanne McCormack; Rachel Miller; Kelvin O Lim; Handan Gunduz-Bruce; John M Kane; Robert M Bilder
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  37 in total

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5.  Schizophrenia Exhibits Bi-directional Brain-Wide Alterations in Cortico-Striato-Cerebellar Circuits.

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Review 6.  [Neuroimaging in psychiatry: multivariate analysis techniques for diagnosis and prognosis].

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7.  Classification of First-Episode Schizophrenia Using Multimodal Brain Features: A Combined Structural and Diffusion Imaging Study.

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8.  Perspectives on Machine Learning for Classification of Schizotypy Using fMRI Data.

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10.  Identification of infants at high-risk for autism spectrum disorder using multiparameter multiscale white matter connectivity networks.

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