Abstract
Neuroimaging has shown much promise as potential biomarker for the diagnosis, prognosis, and treatment monitoring of schizophrenia. Studies have demonstrated that schizophrenia is associated with widespread alteration in the brain’s gray matter and white matter structure, and disruption in the brain’s connectivities and activities. More recent advances in neuroimaging data collection and analysis methods have allowed for the examination of these disruptions in a coordinated, global fashion. Analyses of large-scale networks using multivariate and multimodal approaches are providing evidence that schizophrenia is a disorder of neural and cognitive integration with subtle, multifocal abnormalities involving local changes of global brain network architecture. Notwithstanding current advances, critical questions remain unsettled regarding the utility of neuroimaging for individualized diagnosis and monitoring, clarifying disease mechanism with treatment and comorbidity, and characterizing psychosis spectra in general.
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Abbreviations
- CP:
-
Context processing
- CPT:
-
Continuous performance task
- DMS:
-
Delayed match to sample
- EF:
-
Executive function, including DMS, GNG, MA, NB, OB, SR, ST, WCS, and WG
- EL:
-
Emotion-labeling
- EME:
-
Episodic memory, encoding
- EMR:
-
Episodic memory, retrieval
- FF:
-
Fearful faces
- FN:
-
Fear and neutral faces
- GNG:
-
Go/No-Go
- MA:
-
Mental arithmetic
- NB:
-
N-Back
- NF:
-
Negative faces
- NI:
-
Negative images vs. neutral images
- NV:
-
Nonvisual speech
- OB:
-
Oddball
- PC:
-
Pavlovian conditioning
- RI:
-
Response inhibition
- RP:
-
Reward prediction
- SA:
-
Speech appraisal
- SL:
-
Listening to speech
- SP:
-
Speech/non-speech
- SR:
-
Sequence recall
- ST:
-
Stroop
- VB:
-
Verbal fluency
- WCS:
-
Wisconsin card sorting
- WG:
-
Word generation
- WM:
-
Working memory
- ACC:
-
Anterior cingulate cortex
- AG:
-
Amygdala
- BG:
-
Basal ganglia
- CD:
-
Caudate
- CG:
-
Cingulate gyrus
- DLPFC:
-
Dorsolateral prefrontal cortex
- ERC:
-
Entorhinal cortex
- GP:
-
Globus pallidus
- HG:
-
Heschl’s gyrus
- HP:
-
Hippocampus
- IFG:
-
Inferior frontal gyrus
- IPL:
-
Inferior parietal lobule
- MPFC:
-
Medial prefrontal cortex
- MSFG:
-
Medial superior frontal gyrus
- MTG:
-
Middle temporal gyrus
- MTL:
-
Medial temporal lobe
- NAc:
-
Nucleus accumbens
- OFG:
-
Orbitofrontal gyrus
- PCC:
-
Posterior cingulate cortex
- PFC:
-
Prefrontal cortex
- PHG:
-
Parahippocampal gyrus
- PPC:
-
Posterior parietal cortex
- PT:
-
Planum temporale
- PUT:
-
Putamen
- STG:
-
Superior temporal gyrus
- TH:
-
Thalamus
- VLPFC:
-
Ventrolateral prefrontal cortex
- VSTR:
-
Ventral striatum
- AF:
-
Arcuate fasciculus, connecting STG and IPL with inferior frontal gyrus. AF is important in language processing
- ALIC:
-
Anterior limb of the internal capsule
- CB:
-
Cingulum bundle, connecting paralimbic-neocortical brain regions, also connecting limbic structures including DLPFC, CG, PHG, and AG. CB is involved in a number of functions, including pain perception, emotion, self-monitoring, and spatial orientation and memory
- CC:
-
Corpus callosum
- FX:
-
Fornix
- ILF:
-
Inferior longitudinal fasciculus, connecting the anterior temporal and occipital regions
- IOF:
-
Inferior occipitofrontal fasciculus, connecting the frontal with occipital and temporal lobes
- PLIC:
-
Posterior limb of the internal capsule
- SLF:
-
Superior longitudinal fasciculus, connecting the frontal, occipital, parietal, and temporal lobes
- UF:
-
Uncinate fasciculus, connecting OFG and IFG with the anterior pole and the AG. UF is involved functionally in decision making, autobiographical and episodic memory, as well as in social behavior
- FA:
-
Fractional anisotropy
- MD:
-
Mean diffusivity
- DMN:
-
Default mode network
References
Kraepelin E. Dementia Praecox. New York: Churchill Livingstone, Inc.; 1919.
Bleuler E. Dementia praecox or the group of schizophrenias. New York: International Universities Press; 1911.
Johnstone EC, Crow TJ, Frith CD, Husband J, Kreel L. Cerebral ventricular size and cognitive impairment in chronic schizophrenia. Lancet. 1976;ii:924–6.
Buckley PF. Neuroimaging of schizophrenia: structural abnormalities and pathophysiological implications. Neuropsychiatr Dis Treat. 2005;1(3):193–204.
Moseley ME, Cohen Y, Kucharczyk J, et al. Diffusion-weighted MR imaging of anisotropic water diffusion in cat central nervous system. Radiology. 1990;176(2):439–45.
Moseley ME, Kucharczyk J, Mintorovitch J, et al. Diffusion-weighted MR imaging of acute stroke: correlation with T2-weighted and magnetic susceptibility-enhanced MR imaging in cats. AJNR Am J Neuroradiol. 1990;11(3):423–9.
Phelps ME, Hoffman EJ, Mullani NA, Ter-Pogossian MM. Application of annihilation coincidence detection to transaxial reconstruction tomography. J Nucl Med. 1975;16(3):210–24.
Phelps ME, Huang SC, Hoffman EJ, Selin C, Sokoloff L, Kuhl DE. Tomographic measurement of local cerebral glucose metabolic rate in humans with (F-18)2-fluoro-2-deoxy-D-glucose: validation of method. Ann Neurol. 1979;6(5):371–88.
Lauterbur PC. Image formation by induced local interactions: examples employing nuclear magnetic resonance. Nature. 1973;242(5394):190–1.
Hawkes RC, Holland GN, Moore WS, Worthington BS. Nuclear magnetic resonance (NMR) tomography of the brain: a preliminary clinical assessment with demonstration of pathology. J Comput Assist Tomogr. 1980;4(5):577–86.
Holland GN, Hawkes RC, Moore WS. Nuclear magnetic resonance (NMR) tomography of the brain: coronal and sagittal sections. J Comput Assist Tomogr. 1980;4(4):429–33.
Ogawa S, Lee TM, Kay AR, Tank DW. Brain magnetic resonance imaging with contrast dependent on blood oxygenation. Proc Natl Acad Sci U S A. 1990;87(24):9868–72.
Le Bihan D, Breton E, Lallemand D, Grenier P, Cabanis E, Laval-Jeantet M. MR imaging of intravoxel incoherent motions: application to diffusion and perfusion in neurologic disorders. Radiology. 1986;161(2):401–7.
Wesbey GE, Moseley ME, Ehman RL. Translational molecular self-diffusion in magnetic resonance imaging. II. Measurement of the self-diffusion coefficient. Invest Radiol. 1984;19(6):491–8.
Wesbey GE, Moseley ME, Ehman RL. Translational molecular self-diffusion in magnetic resonance imaging. I. Effects on observed spin-spin relaxation. Invest Radiol. 1984;19(6):484–90.
Filler A. The history, development and impact of computed imaging in neurological diagnosis and neurosurgery: CT, MRI, and DTI. Nature Precedings 2009.
Ai T, Morelli JN, Hu X, et al. A historical overview of magnetic resonance imaging, focusing on technological innovations. Invest Radiol. 2012;47(12):725–41.
Smith RC, Calderon M, Ravichandran GK, et al. Nuclear magnetic resonance in schizophrenia: a preliminary study. Psychiatry Res. 1984;12(2):137–47.
Geschwind N. Disconnexion syndromes in animals and man. I. Brain. 1965;88(2):237–94.
Friston KJ. The disconnection hypothesis. Schizophr Res. 1998;30(2):115–25.
Friston KJ, Frith CD. Schizophrenia: a disconnection syndrome? Clin Neurosci. 1995;3(2):89–97.
Cronenwett WJ, Csernansky J. Thalamic pathology in schizophrenia. In: Swerdlow NR, editor. Behavioral neurobiology of schizophrenia and its treatment. Berlin: Springer; 2010. p. 509–28.
Pettersson-Yeo W, Allen P, Benetti S, McGuire P, Mechelli A. Dysconnectivity in schizophrenia: where are we now? Neurosci Biobehav Rev. 2011;35(5):1110–24.
Pearlson GD, Marsh L. Structural brain imaging in schizophrenia: a selective review. Biol Psychiatry. 1999;46(5):627–49.
McCarley RW, Wible CG, Frumin M, et al. MRI anatomy of schizophrenia. Biol Psychiatry. 1999;45(9):1099–119.
Shenton ME, Dickey CC, Frumin M, McCarley RW. A review of MRI findings in schizophrenia. Schizophr Res. 2001;49(1–2):1–52.
Shenton ME, Whitford TJ, Kubicki M. Structural neuroimaging in schizophrenia: from methods to insights to treatments. Dialogues Clin Neurosci. 2010;12(3):317–32.
Karlsgodt KH, Jacobson SC, Seal M, Fusar-Poli P. The relationship of developmental changes in white matter to the onset of psychosis. Curr Pharm Des. 2012;18(4):422–33.
Thomason ME, Thompson PM. Diffusion imaging, white matter, and psychopathology. Annu Rev Clin Psychol. 2011;7:63–85.
Waddington JL. Neuroimaging and other neurobiological indices in schizophrenia: relationship to measurement of functional outcome. Br J Psychiatry. 2007;50(Suppl):s52–7.
McGuire P, Howes OD, Stone J, Fusar-Poli P. Functional neuroimaging in schizophrenia: diagnosis and drug discovery. Trends Pharmacol Sci. 2008;29(2):91–8.
Mueller S, Keeser D, Reiser MF, Teipel S, Meindl T. Functional and structural MR imaging in neuropsychiatric disorders, part 2: application in schizophrenia and autism. AJNR Am J Neuroradiol. 2012;33(11):2033–7.
Fornito A, Zalesky A, Pantelis C, Bullmore ET. Schizophrenia, neuroimaging and connectomics. Neuroimage. 2012;62(4):2296–314.
Andreasen N, Nasrallah HA, Dunn V, et al. Structural abnormalities in the frontal system in schizophrenia. A magnetic resonance imaging study. Arch Gen Psychiatry. 1986;43(2):136–44.
Lawrie SM, Abukmeil SS. Brain abnormality in schizophrenia. A systematic and quantitative review of volumetric magnetic resonance imaging studies. Br J Psychiatry. 1998;172:110–20.
Schmitt A, Hasan A, Gruber O, Falkai P. Schizophrenia as a disorder of disconnectivity. Eur Arch Psychiatry Clin Neurosci. 2011;261 Suppl 2:S150–4.
Pearlson GD, Calhoun V. Structural and functional magnetic resonance imaging in psychiatric disorders. Can J Psychiatry. 2007;52(3):158–66.
Pantelis C, Yucel M, Bora E, et al. Neurobiological markers of illness onset in psychosis and schizophrenia: the search for a moving target. Neuropsychol Rev. 2009;19(3):385–98.
Levitt JJ, Bobrow L, Lucia D, Srinivasan P. A selective review of volumetric and morphometric imaging in schizophrenia. Curr Top Behav Neurosci. 2010;4:243–81.
Palaniyappan L, Balain V, Liddle PF. The neuroanatomy of psychotic diathesis: a meta-analytic review. J Psychiatr Res. 2012;46(10):1249–56.
Keshavan MS, Prasad KM, Pearlson G. Are brain structural abnormalities useful as endophenotypes in schizophrenia? Int Rev Psychiatry. 2007;19(4):397–406.
Honea R, Crow TJ, Passingham D, Mackay CE. Regional deficits in brain volume in schizophrenia: a meta-analysis of voxel-based morphometry studies. Am J Psychiatry. 2005;162(12):2233–45.
Fornito A, Yucel M, Patti J, Wood SJ, Pantelis C. Mapping grey matter reductions in schizophrenia: an anatomical likelihood estimation analysis of voxel-based morphometry studies. Schizophr Res. 2009;108(1–3):104–13.
Bora E, Fornito A, Radua J, et al. Neuroanatomical abnormalities in schizophrenia: a multimodal voxelwise meta-analysis and meta-regression analysis. Schizophr Res. 2011;127(1–3):46–57.
Kindermann SS, Karimi A, Symonds L, Brown GG, Jeste DV. Review of functional magnetic resonance imaging in schizophrenia. Schizophr Res. 1997;27(2–3):143–56.
Gur RE. Functional brain-imaging studies in schizophrenia. In: Bloom FE, Kupfer DJ, editors. Psychopharmacology: the fourth generation of progress. New York: Raven; 1995.
Renshaw PF, Yurgelun-Todd DA, Cohen BM. Greater hemodynamic response to photic stimulation in schizophrenic patients: an echo planar MRI study. Am J Psychiatry. 1994;151(10):1493–5.
Wenz F, Schad LR, Knopp MV, et al. Functional magnetic resonance imaging at 1.5 T: activation pattern in schizophrenic patients receiving neuroleptic medication. Magn Reson Imaging. 1994;12(7):975–82.
Yurgelun-Todd DA, Waternaux CM, Cohen BM, Gruber SA, English CD, Renshaw PF. Functional magnetic resonance imaging of schizophrenic patients and comparison subjects during word production. Am J Psychiatry. 1996;153(2):200–5.
Buchsbaum MS, Tang CY, Peled S, et al. MRI white matter diffusion anisotropy and PET metabolic rate in schizophrenia. Neuroreport. 1998;9(3):425–30.
Mccarley RW. Structural magnetic resonance imaging studies in schizophrenia. In: Davis KL, Charney D, Coyle JT, Nemeroff C, editors. Neuropsychopharmacology: the fifth generation of progress. Philadelphia, PA: Lippincott Williams & Wilkins; 2002.
Lim KO, Hedehus M, Moseley M, de Crespigny A, Sullivan EV, Pfefferbaum A. Compromised white matter tract integrity in schizophrenia inferred from diffusion tensor imaging. Arch Gen Psychiatry. 1999;56(4):367–74.
Kubicki M, Westin CF, Maier SE, et al. Uncinate fasciculus findings in schizophrenia: a magnetic resonance diffusion tensor imaging study. Am J Psychiatry. 2002;159(5):813–20.
Berman KF. Functional neuroimaging in schizophrenia. In: Davis KL, Charney D, Coyle JT, Nemeroff C, editors. Neuropsychopharmacology: the fifth generation of progress. Philadelphia, PA: Lippincott Williams & Wilkins; 2002.
Glahn DC, Ragland JD, Abramoff A, et al. Beyond hypofrontality: a quantitative meta-analysis of functional neuroimaging studies of working memory in schizophrenia. Hum Brain Mapp. 2005;25(1):60–9.
Ragland JD, Laird AR, Ranganath C, Blumenfeld RS, Gonzales SM, Glahn DC. Prefrontal activation deficits during episodic memory in schizophrenia. Am J Psychiatry. 2009;166(8):863–74.
White T, Nelson M, Lim KO. Diffusion tensor imaging in psychiatric disorders. Top Magn Reson Imaging. 2008;19(2):97–109.
Heinrichs RW, Zakzanis KK. Neurocognitive deficit in schizophrenia: a quantitative review of the evidence. Neuropsychology. 1998;12(3):426–45.
Weinberger DR, Egan MF, Bertolino A, et al. Prefrontal neurons and the genetics of schizophrenia. Biol Psychiatry. 2001;50(11):825–44.
Bressler SL, Menon V. Large-scale brain networks in cognition: emerging methods and principles. Trends Cogn Sci. 2010;14(6):277–90.
Mesulam MM. Large-scale neurocognitive networks and distributed processing for attention, language, and memory. Ann Neurol. 1990;28(5):597–613.
Goldman-Rakic PS. Topography of cognition: parallel distributed networks in primate association cortex. Annu Rev Neurosci. 1988;11:137–56.
Sporns O, Chialvo DR, Kaiser M, Hilgetag CC. Organization, development and function of complex brain networks. Trends Cogn Sci. 2004;8(9):418–25.
McIntosh AR. Towards a network theory of cognition. Neural Netw. 2000;13(8–9):861–70.
Volkow ND, Wolf AP, Brodie JD, et al. Brain interactions in chronic schizophrenics under resting and activation conditions. Schizophr Res. 1988;1(1):47–53.
Weinberger DR, Berman KF, Suddath R, Torrey EF. Evidence of dysfunction of a prefrontal-limbic network in schizophrenia: a magnetic resonance imaging and regional cerebral blood flow study of discordant monozygotic twins. Am J Psychiatry. 1992;149(7):890–7.
Bullmore ET, Frangou S, Murray RM. The dysplastic net hypothesis: an integration of developmental and dysconnectivity theories of schizophrenia. Schizophr Res. 1997;28(2–3):143–56.
Meyer-Lindenberg A, Poline JB, Kohn PD, et al. Evidence for abnormal cortical functional connectivity during working memory in schizophrenia. Am J Psychiatry. 2001;158(11):1809–17.
Andreasen NC, Paradiso S, O’Leary DS. “Cognitive dysmetria” as an integrative theory of schizophrenia: a dysfunction in cortical-subcortical-cerebellar circuitry? Schizophr Bull. 1998;24(2):203–18.
McGuire PK, Frith CD. Disordered functional connectivity in schizophrenia. Psychol Med. 1996;26(4):663–7.
Fletcher P, McKenna PJ, Friston KJ, Frith CD, Dolan RJ. Abnormal cingulate modulation of fronto-temporal connectivity in schizophrenia. Neuroimage. 1999;9(3):337–42.
Friston KJ. Theoretical neurobiology and schizophrenia. Br Med Bull. 1996;52(3):644–55.
Liang M, Zhou Y, Jiang T, et al. Widespread functional disconnectivity in schizophrenia with resting-state functional magnetic resonance imaging. Neuroreport. 2006;17(2):209–13.
Benetti S, Mechelli A, Picchioni M, Broome M, Williams S, McGuire P. Functional integration between the posterior hippocampus and prefrontal cortex is impaired in both first episode schizophrenia and the at risk mental state. Brain. 2009;132(Pt 9):2426–36.
Henseler I, Falkai P, Gruber O. Disturbed functional connectivity within brain networks subserving domain-specific subcomponents of working memory in schizophrenia: relation to performance and clinical symptoms. J Psychiatr Res. 2010;44(6):364–72.
Lawrie SM, Buechel C, Whalley HC, Frith CD, Friston KJ, Johnstone EC. Reduced frontotemporal functional connectivity in schizophrenia associated with auditory hallucinations. Biol Psychiatry. 2002;51(12):1008–11.
Wolf DH, Gur RC, Valdez JN, et al. Alterations of fronto-temporal connectivity during word encoding in schizophrenia. Psychiatry Res. 2007;154(3):221–32.
Greicius M. Resting-state functional connectivity in neuropsychiatric disorders. Curr Opin Neurol. 2008;21(4):424–30.
Garrity AG, Pearlson GD, McKiernan K, Lloyd D, Kiehl KA, Calhoun VD. Aberrant “default mode” functional connectivity in schizophrenia. Am J Psychiatry. 2007;164(3):450–7.
Whitfield-Gabrieli S, Thermenos HW, Milanovic S, et al. Hyperactivity and hyperconnectivity of the default network in schizophrenia and in first-degree relatives of persons with schizophrenia. Proc Natl Acad Sci U S A. 2009;106(4):1279–84.
Zhou Y, Liang M, Tian L, et al. Functional disintegration in paranoid schizophrenia using resting-state fMRI. Schizophr Res. 2007;97(1–3):194–205.
Bluhm RL, Miller J, Lanius RA, et al. Spontaneous low-frequency fluctuations in the BOLD signal in schizophrenic patients: anomalies in the default network. Schizophr Bull. 2007;33(4):1004–12.
Whitfield-Gabrieli S, Ford JM. Default mode network activity and connectivity in psychopathology. Annu Rev Clin Psychol. 2012;8:49–76.
Broyd SJ, Demanuele C, Debener S, Helps SK, James CJ, Sonuga-Barke EJ. Default-mode brain dysfunction in mental disorders: a systematic review. Neurosci Biobehav Rev. 2009;33(3):279–96.
Sakoglu U, Pearlson GD, Kiehl KA, Wang YM, Michael AM, Calhoun VD. A method for evaluating dynamic functional network connectivity and task-modulation: application to schizophrenia. MAGMA. 2010;23(5–6):351–66.
Jafri MJ, Pearlson GD, Stevens M, Calhoun VD. A method for functional network connectivity among spatially independent resting-state components in schizophrenia. Neuroimage. 2008;39(4):1666–81.
Honey GD, Pomarol-Clotet E, Corlett PR, et al. Functional dysconnectivity in schizophrenia associated with attentional modulation of motor function. Brain. 2005;128(Pt 11):2597–611.
Kim DI, Manoach DS, Mathalon DH, et al. Dysregulation of working memory and default-mode networks in schizophrenia using independent component analysis, an fBIRN and MCIC study. Hum Brain Mapp. 2009;30(11):3795–811.
Liu Y, Liang M, Zhou Y, et al. Disrupted small-world networks in schizophrenia. Brain. 2008;131(Pt 4):945–61.
Tan HY, Sust S, Buckholtz JW, et al. Dysfunctional prefrontal regional specialization and compensation in schizophrenia. Am J Psychiatry. 2006;163(11):1969–77.
Bassett DS, Bullmore E, Verchinski BA, Mattay VS, Weinberger DR, Meyer-Lindenberg A. Hierarchical organization of human cortical networks in health and schizophrenia. J Neurosci. 2008;28(37):9239–48.
van den Heuvel MP, Mandl RC, Stam CJ, Kahn RS, Hulshoff Pol HE. Aberrant frontal and temporal complex network structure in schizophrenia: a graph theoretical analysis. J Neurosci. 2010;30(47):15915–26.
Wang L, Metzak PD, Honer WG, Woodward TS. Impaired efficiency of functional networks underlying episodic memory-for-context in schizophrenia. J Neurosci. 2010;30(39):13171–9.
Yu Q, Sui J, Rachakonda S, et al. Altered topological properties of functional network connectivity in schizophrenia during resting state: a small-world brain network study. PLoS One. 2011;6(9):e25423.
Zalesky A, Fornito A, Seal ML, et al. Disrupted axonal fiber connectivity in schizophrenia. Biol Psychiatry. 2011;69(1):80–9.
Wang Q, Su TP, Zhou Y, et al. Anatomical insights into disrupted small-world networks in schizophrenia. Neuroimage. 2012;59(2):1085–93.
Rubinov M, Knock SA, Stam CJ, et al. Small-world properties of nonlinear brain activity in schizophrenia. Hum Brain Mapp. 2009;30(2):403–16.
Yu Q, Plis SM, Erhardt EB, et al. Modular organization of functional network connectivity in healthy controls and patients with schizophrenia during the resting state. Front Syst Neurosci. 2011;5:103.
He H, Sui J, Yu Q, et al. Altered small-world brain networks in schizophrenia patients during working memory performance. PLoS One. 2012;7(6):e38195.
van den Berg D, Gong P, Breakspear M, van Leeuwen C. Fragmentation: loss of global coherence or breakdown of modularity in functional brain architecture? Front Syst Neurosci. 2012;6:20.
Schultz CC, Fusar-Poli P, Wagner G, et al. Multimodal functional and structural imaging investigations in psychosis research. Eur Arch Psychiatry Clin Neurosci. 2012;262 Suppl 2:S97–S106.
Koch K, Schultz CC, Wagner G, et al. Disrupted white matter connectivity is associated with reduced cortical thickness in the cingulate cortex in schizophrenia. Cortex. 2013;49(3):722–9.
Rasser PE, Johnston P, Lagopoulos J, et al. Functional MRI BOLD response to Tower of London performance of first-episode schizophrenia patients using cortical pattern matching. Neuroimage. 2005;26(3):941–51.
Schultz CC, Koch K, Wagner G, et al. Reduced anterior cingulate cognitive activation is associated with prefrontal-temporal cortical thinning in schizophrenia. Biol Psychiatry. 2012;71(2):146–53.
Calhoun VD, Adali T, Giuliani NR, Pekar JJ, Kiehl KA, Pearlson GD. Method for multimodal analysis of independent source differences in schizophrenia: combining gray matter structural and auditory oddball functional data. Hum Brain Mapp. 2006;27(1):47–62.
Hagmann P, Cammoun L, Gigandet X, et al. Mapping the structural core of human cerebral cortex. PLoS Biol. 2008;6(7):e159.
Skudlarski P, Jagannathan K, Calhoun VD, Hampson M, Skudlarska BA, Pearlson G. Measuring brain connectivity: diffusion tensor imaging validates resting state temporal correlations. Neuroimage. 2008;43(3):554–61.
Orru G, Pettersson-Yeo W, Marquand AF, Sartori G, Mechelli A. Using Support Vector Machine to identify imaging biomarkers of neurological and psychiatric disease: a critical review. Neurosci Biobehav Rev. 2012;36(4):1140–52.
Van Essen DC, Ugurbil K, Auerbach E, et al. The Human Connectome Project: a data acquisition perspective. Neuroimage. 2012;62(4):2222–31.
Woolley J, McGuire P. Neuroimaging in schizophrenia: what does it tell the clinician? Adv Psychiatr Treat. 2005;11(3):195–202.
Thompson DAW. On growth and form. Cambridge: Cambridge University Press; 1917.
Grenander U, Miller MI. Computational anatomy: an emerging discipline. Q Appl Math. 1998;LVI(4):617–94.
Miller MI, Qiu A. The emerging discipline of computational functional anatomy. Neuroimage. 2009;45 Suppl 1:S16–39.
Ashburner J, Csernansky JG, Davatzikos C, Fox NC, Frisoni GB, Thompson PM. Computer-assisted imaging to assess brain structure in healthy and diseased brains. Lancet Neurol. 2003;2(2):79–88.
Thompson PM, Miller MI, Ratnanather JT, Poldrack RA, Nichols TE. Preface to the special issue. NeuroImage 2004; 23 Suppl 1:S1. doi: 10.1016/j.neuroimage.2004.07.009.
Klein A, Andersson J, Ardekani BA, et al. Evaluation of 14 nonlinear deformation algorithms applied to human brain MRI registration. Neuroimage. 2009;46(3):786–802.
Csernansky JG, Wang L, Joshi SC, Ratnanather JT, Miller MI. Computational anatomy and neuropsychiatric disease: probabilistic assessment of variation and statistical inference of group difference, hemispheric asymmetry, and time-dependent change. Neuroimage. 2004;23 Suppl 1:S56–68.
Friston KJ, Frith CD, Liddle PF, Frackowiak RS. Functional connectivity: the principal-component analysis of large (PET) data sets. J Cereb Blood Flow Metab. 1993;13(1):5–14.
Biswal B, Yetkin FZ, Haughton VM, Hyde JS. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn Reson Med. 1995;34(4):537–41.
Bell AJ, Sejnowski TJ. An information-maximization approach to blind separation and blind deconvolution. Neural Comput. 1995;7(6):1129–59.
Calhoun VD, Adali T, McGinty VB, Pekar JJ, Watson TD, Pearlson GD. fMRI activation in a visual-perception task: network of areas detected using the general linear model and independent components analysis. Neuroimage. 2001;14(5):1080–8.
Calhoun VD, Adali T, Pearlson GD, Pekar JJ. A method for making group inferences from functional MRI data using independent component analysis. Hum Brain Mapp. 2001;14(3):140–51.
Calhoun VD, Adali T, Pearlson GD, Pekar JJ. Spatial and temporal independent component analysis of functional MRI data containing a pair of task-related waveforms. Hum Brain Mapp. 2001;13(1):43–53.
Calhoun VD, Adali T. Multisubject independent component analysis of fMRI: a decade of intrinsic networks, default mode, and neurodiagnostic discovery. IEEE Rev Biomed Eng. 2012;5:60–73.
Calhoun VD, Eichele T, Pearlson G. Functional brain networks in schizophrenia: a review. Front Hum Neurosci. 2009;3:17.
Lee MH, Smyser CD, Shimony JS. Resting-State fMRI: a review of methods and clinical applications. AJNR Am J Neuroradiol. 2013;34(10):1866–72.
Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, Raichle ME. The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci U S A. 2005;102(27):9673–8.
Watts DJ, Strogatz SH. Collective dynamics of ‘small-world’ networks. Nature. 1998;393(6684):440–2.
Latora V, Marchiori M. Efficient behavior of small-world networks. Phys Rev Lett. 2001;87(19):198701.
Newman ME. Assortative mixing in networks. Phys Rev Lett. 2002;89(20):208701.
Milgram S. Small-world problem. Psychol Today. 1967;1(1):61–7.
Bullmore E, Sporns O. Complex brain networks: graph theoretical analysis of structural and functional systems. Nat Rev Neurosci. 2009;10(3):186–98.
Wen W, He Y, Sachdev P. Structural brain networks and neuropsychiatric disorders. Curr Opin Psychiatry. 2011;24(3):219–25.
Humphries MD, Gurney K, Prescott TJ. The brainstem reticular formation is a small-world, not scale-free, network. Proc Biol Sci. 2006;273(1585):503–11.
Micheloyannis S, Pachou E, Stam CJ, et al. Small-world networks and disturbed functional connectivity in schizophrenia. Schizophr Res. 2006;87(1–3):60–6.
Pachou E, Vourkas M, Simos P, et al. Working memory in schizophrenia: an EEG study using power spectrum and coherence analysis to estimate cortical activation and network behavior. Brain Topogr. 2008;21(2):128–37.
Rutter L, Nadar SR, Holroyd T, et al. Graph theoretical analysis of resting magnetoencephalographic functional connectivity networks. Front Comput Neurosci. 2013;7:93.
Breakspear M, Terry JR, Friston KJ, et al. A disturbance of nonlinear interdependence in scalp EEG of subjects with first episode schizophrenia. Neuroimage. 2003;20(1):466–78.
Minzenberg MJ, Laird AR, Thelen S, Carter CS, Glahn DC. Meta-analysis of 41 functional neuroimaging studies of executive function in schizophrenia. Arch Gen Psychiatry. 2009;66(8):811–22.
Achim AM, Lepage M. Episodic memory-related activation in schizophrenia: meta-analysis. Br J Psychiatry. 2005;187:500–9.
Goghari VM, Sponheim SR, MacDonald 3rd AW. The functional neuroanatomy of symptom dimensions in schizophrenia: a qualitative and quantitative review of a persistent question. Neurosci Biobehav Rev. 2010;34(3):468–86.
Kubicki M, McCarley R, Westin CF, et al. A review of diffusion tensor imaging studies in schizophrenia. J Psychiatr Res. 2007;41(1–2):15–30.
van Veen V, Carter CS. The anterior cingulate as a conflict monitor: fMRI and ERP studies. Physiol Behav. 2002;77(4–5):477–82.
Shizukuishi T, Abe O, Aoki S. Diffusion tensor imaging analysis for psychiatric disorders. Magn Reson Med Sci. 2013;12(3):153–9.
Boksman K, Theberge J, Williamson P, et al. A 4.0-T fMRI study of brain connectivity during word fluency in first-episode schizophrenia. Schizophr Res. 2005;75(2–3):247–63.
Ma S, Calhoun VD, Eichele T, Du W, Adali T. Modulations of functional connectivity in the healthy and schizophrenia groups during task and rest. Neuroimage. 2012;62(3):1694–704.
Acknowledgements
The authors would like to acknowledge the following NIH grants: 1R01 MH084803, 1 U01 MH097435, P50 MH071616, and R01 MH056584. The authors would like to thank Eva C. Alden, Katherine D. Blizinsky, and Daniel B. Stern for assistance on literature search.
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Wang, L., Csernansky, J.G. (2014). Recent Advances in Neuroimaging Biomarkers of Schizophrenia. In: Janicak, P., Marder, S., Tandon, R., Goldman, M. (eds) Schizophrenia. Springer, New York, NY. https://doi.org/10.1007/978-1-4939-0656-7_6
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