Meta-analysis of diffusion tensor imaging studies in schizophrenia
Introduction
Brain changes in schizophrenia may involve abnormalities in a network of gray and white matter regions (Csernansky and Cronenwett, 2008). However, the architecture of these changes has been more precisely mapped in gray matter than in white matter. Gray matter reductions have been located in limbic, paralimbic and frontal cortical regions and thalamus (Ellison-Wright et al., 2008a, Glahn et al., 2008, Wright et al., 2000, Shenton et al., 2001). However, the distribution of white matter changes remains uncertain (Kubicki et al., 2007, Kanaan et al., 2005). Two broad theories have been proposed to describe the pattern of white matter changes: the global and macro-circuit theories (Buchsbaum et al., 2006a).
According to the global theory, white matter reductions occur uniformly throughout the brain, possibly as a result of genetic abnormalities in the protein pathways controlling myelination (Konrad and Winterer, 2008). The alternative macro-circuit theory proposes that specific white matter tracts are disrupted in schizophrenia, either as a cause or a consequence of a disorder in the gray matter regions they connect (Konrad and Winterer, 2008).
At a functional level, considerable evidence has accrued for the abnormal integration of neural systems activated in patients with schizophrenia performing cognitive tasks. The evidence for this ‘functional dysconnectivity’ derives from a wide range of neurophysiologic and neuroimaging studies (Friston, 2005). Such abnormalities in functional connectivity could be due to abnormalities of axonal connectivity between regions (Bullmore et al., 1997), or they could be attributed to abnormal synapse formation and plasticity (Stephan et al., 2006).
The objective of this meta-analysis was to test the different implications of these theoretical accounts of white matter changes in schizophrenia. We focused on neuro-imaging studies using diffusion tensor imaging (DTI). This is a magnetic resonance method which measures the diffusion properties of water molecules (Assaf and Pasternak, 2008). In general, the diffusion of water molecules is increased in white matter where it can occur parallel to the fibers. This property enables DTI to map both the distribution and integrity of white matter within the brain. One DTI measurement is called fractional anisotropy (FA). In the brain FA is high in white matter, low in gray matter and close to zero in cerebro-spinal fluid. We have selected studies employing voxel-based analyses of FA, since these analyse white matter throughout the brain, rather than region of interest studies which pre-select limited parts of the brain for analysis. Voxel-based analyses generally report the three-dimensional co-ordinates where there are maximal FA differences between patients and controls and these provide the data for meta-analysis.
Although most DTI studies of schizophrenia have identified FA reductions, with a few exceptions (Foong et al., 2002), diverse white matter regions have been implicated (Kubicki et al., 2007, Kanaan et al., 2005, Buchsbaum et al., 2006a, Friedman et al., 2008). Evidence that there is functional dysconnectivity in schizophrenia has recently been interpreted in terms of changes in micro-circuit synaptic plasticity rather than macro-circuit white matter abnormality (Stephan et al., 2006). An important part of the evidence cited against the macro-circuit theory was that ‘diffusion weighted imaging studies have delivered negative results or widely varying findings’.
This meta-analysis tests whether there are consistently located white matter deficits (possibly super-imposed on global changes) whose detection in individual studies depends on statistical variation (i.e. the macro-circuit theory). Combining the results from multiple studies increases the power to detect these deficits. White matter regions which are preferentially affected may identify specific tract deficits contributing to functional disconnection of the regions they link (Burns et al., 2003). Our null hypothesis was that the coordinates of FA reductions (if present) followed a uniform random distribution (i.e. consistent with the global model of axonal disruption).
Section snippets
Data sources
A systematic search strategy was used to identify relevant studies. First, we carried out keyword searches of the MEDLINE and EMBASE databases (from 2000–2008; the search was conducted in August 2008). Second, a hand search was also conducted of the titles of published papers in five psychiatric journals for the period January 2007 to July 2008: The American Journal of Psychiatry, Archives of General Psychiatry, Biological Psychiatry, The British Journal of Psychiatry and Schizophrenia Research
Results
A total of fifteen studies were identified for inclusion in the meta-analysis (Table 1). These studies included a total of 407 patients with schizophrenia (or related disorders) and 383 comparison subjects and provided 112 co-ordinates of fractional anisotropy decreases. No regions of fractional anisotropy increase were reported.
Meta-analysis of the co-ordinates from these studies identified two regions of fractional anisotropy decreases in schizophrenia subjects compared with controls on
Regions of white matter changes in schizophrenia
The results of this meta-analysis identified two consistent locations of fractional anisotropy reduction in schizophrenia: one in the deep white matter of the left frontal lobe and the other in the deep white matter of left temporal lobe. Thirteen of the fifteen studies reported one or more coordinates within 20 mm of one or other of these regions' maxima. The two studies which did not report such coordinates only reported a total of six coordinates (Kyriakopoulos et al., 2008, Schlösser et
Conclusion
This meta-analysis identified two consistent locations of fractional anisotropy reduction in schizophrenia. One region, in the left frontal lobe, is traversed by white matter tracts interconnecting the frontal lobe, thalamus and cingulate gyrus. The second region in the temporal lobe, is traversed by white matter tracts interconnecting the frontal lobe, insula, hippocampus–amygdala, temporal and occipital lobe. This suggests that two networks of white matter tracts may be affected in
Role of funding source
This study was supported by a grant from The Salisbury Hospitals Foundation towards computer equipment. No funding source had a role in the study design, in the collection, analysis and interpretation of data, in the writing of the report, and in the decision to submit the paper for publication.
Contributors
Dr Ellison-Wright ascertained studies, carried out the statistical analysis and wrote the first draft of the manuscript. Professor Bullmore participated in the design and coordination and helped draft the manuscript. Both authors contributed to and approved the final manuscript.
Conflict of interest
Professor Bullmore is employed half-time by the University of Cambridge and half-time by GlaxoSmithKline (GSK) and is a stockholder in GSK.
Acknowledgments
The authors would like to thank Dr Harriet Staveacre for assistance with data extraction, Marie Munn and John Loy of Callington Road Hospital Bristol Library for assistance in obtaining primary research articles and the anonymous reviewers of the manuscript for helpful comments.
References (69)
- et al.
Meta-analysis of magnetic resonance imaging studies of the corpus callosum in schizophrenia
Schizophr. Res.
(2008) - et al.
Diffusion tensor imaging in schizophrenia
Biol. Psychiatry
(2006) - et al.
The dysplastic net hypothesis: an integration of developmental and dysconnectivity theories of schizophrenia
Schizophr. Res.
(1997) - et al.
State-related changes in cerebral white matter may underlie psychosis exacerbation
Psychiatry Res.
(2004) - et al.
Meta-analysis of gray matter anomalies in schizophrenia: application of anatomic likelihood estimation and network analysis
Biol. Psychiatry
(2008) - et al.
The effect of filter size on VBM analyses of DT-MRI data
Neuroimage
(2005) - et al.
Diffusion tensor imaging in schizophrenia
Biol. Psychiatry
(2005) - et al.
DTI and MTR abnormalities in schizophrenia: analysis of white matter integrity
Neuroimage
(2005) - et al.
A review of diffusion tensor imaging studies in schizophrenia
J. Psychiatr. Res.
(2007) - et al.
White matter abnormalities in early-onset schizophrenia: a voxel-based diffusion tensor imaging study
J. Am. Acad. Child Adolesc. Psych.
(2005)
A diffusion tensor imaging study of white matter in early-onset schizophrenia
Biol. Psychiatry
Genome scan meta-analysis of schizophrenia and bipolar disorder, part I: methods and power analysis
Am. J. Hum. Genet.
Progressive changes of white matter integrity in schizophrenia revealed by diffusion tensor imaging
Psychiatry Res.
Episodic memory and neuroimaging of hippocampus and fornix in chronic schizophrenia
Psychiatry Res.
Cerebral gray and white matter reductions and clinical correlates in patients with early onset schizophrenia
Schizophr. Res.
A volumetric MRI and magnetization transfer imaging follow-up study of patients with first-episode schizophrenia
Schizophr. Res.
White matter tracts in first-episode psychosis: a DTI tractography study of the uncinate fasciculus
Neuroimage
Age-related deficits in fronto-temporal connections in schizophrenia: a diffusion tensor imaging study
Schizophr. Res.
Abnormal white matter microstructure in schizophrenia: a voxelwise analysis of axial and radial diffusivity
Schizophr. Res.
White matter abnormalities and brain activation in schizophrenia: a combined DTI and fMRI study
Schizophr. Res.
White matter abnormalities associated with auditory hallucinations in schizophrenia: a combined study of voxel-based analyses of diffusion tensor imaging and structural magnetic resonance imaging
Psychiatry Res.
A review of MRI findings in schizophrenia
Schizophr. Res.
Diffusion tensor imaging in schizophrenia: relationship to symptoms
Schizophr. Res.
Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data
Neuroimage
Chronic schizophrenia as a brain misconnection syndrome: a white matter voxel-based morphometry study
Schizophr. Res.
Synaptic plasticity and dysconnection in schizophrenia
Biol. Psychiatry
Advances in white matter imaging: a review of in vivo magnetic resonance methodologies and their applicability to the study of development and aging
Neurosci. Biobehav. Rev.
Decreased volume and increased asymmetry of the anterior limb of the internal capsule in patients with schizophrenia
Biol. Psychiatry
Abnormal brain white matter in schizophrenia: a diffusion tensor imaging study
Neuroreport
MRI study of white matter diffusion anisotropy in schizophrenia
Neuroreport
Disruption of white matter integrity in the inferior longitudinal fasciculus in adolescents with schizophrenia as revealed by fiber tractography
Arch. Gen. Psychiatry
Diffusion tensor imaging (DTI)-based white matter mapping in brain research: a review
J. Mol. Neurosci.
Diffusion tensor imaging of frontal lobe white matter tracts in schizophrenia
Ann. Gen. Psychiatry
Structural disconnectivity in schizophrenia: a diffusion tensor magnetic resonance imaging study
Br. J. Psychiatry
Cited by (578)
Serum S100B protein and white matter changes in schizophrenia before and after medication
2024, Brain Research BulletinAberrant interhemispheric structural and functional connectivity within whole brain in schizophrenia
2024, Schizophrenia ResearchThe schizophrenia syndrome, circa 2024: What we know and how that informs its nature
2024, Schizophrenia ResearchLong-term outcomes of deep brain stimulation for treatment-resistant schizophrenia: Exploring potential targets
2023, Journal of Psychiatric ResearchChildhood trauma is associated with altered white matter microstructural organization in schizophrenia
2023, Psychiatry Research - Neuroimaging