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Volumn 6, Issue , 2014, Pages 229-236

Multivariate neuroanatomical classification of cognitive subtypes in schizophrenia: A support vector machine learning approach

Author keywords

Cognition; Cognitive deficit; Magnetic resonance imaging; Sex differences; Subtypes; Voxel based morphometry

Indexed keywords

ADULT; AGED; ARTICLE; BRAIN SIZE; COGNITIVE DEFECT; CONTROLLED STUDY; DIAGNOSTIC ACCURACY; DIAGNOSTIC TEST ACCURACY STUDY; DIAGNOSTIC VALUE; DISEASE CLASSIFICATION; FEMALE; FRONTAL CORTEX; GRAY MATTER; HUMAN; MAJOR CLINICAL STUDY; MALE; NEUROANATOMY; SCHIZOPHRENIA; SEX DIFFERENCE; SUPPORT VECTOR MACHINE; TEMPORAL CORTEX; WHITE MATTER; BRAIN; CLASSIFICATION; COGNITION; MIDDLE AGED; MULTIVARIATE ANALYSIS; PATHOLOGY; PSYCHOLOGY;

EID: 84907549240     PISSN: None     EISSN: 22131582     Source Type: Journal    
DOI: 10.1016/j.nicl.2014.09.009     Document Type: Article
Times cited : (72)

References (83)
  • 2
    • 79957485070 scopus 로고    scopus 로고
    • Covariance modeling of MRI brain volumes in memory circuitry in schizophrenia: Sex differences are critical
    • Abbs B., Liang L., Makris N., Tsuang M., Seidman L.J., and Goldstein J.M. Covariance modeling of MRI brain volumes in memory circuitry in schizophrenia: sex differences are critical Neuroimage 56 2011 1865 1874 10.1016/j.neuroimage.2011.03.079 21497198
    • (2011) Neuroimage , vol.56 , pp. 1865-1874
    • Abbs, B.1    Liang, L.2    Makris, N.3    Tsuang, M.4    Seidman, L.J.5    Goldstein, J.M.6
  • 4
    • 77955057243 scopus 로고    scopus 로고
    • An investigation of 3 neurocognitive subtypes in schizophrenia
    • Ammari N., Heinrichs R.W., and Miles A.A. An investigation of 3 neurocognitive subtypes in schizophrenia Schizophrenia Research 121 2010 32 38 10.1016/j.schres.2010.04.014 20646913
    • (2010) Schizophrenia Research , vol.121 , pp. 32-38
    • Ammari, N.1    Heinrichs, R.W.2    Miles, A.A.3
  • 5
    • 25844476171 scopus 로고    scopus 로고
    • The relationship of structural alterations to cognitive deficits in schizophrenia: A voxel-based morphometry study
    • Antonova E., Kumari V., Morris R., Halari R., Anilkumar A., Mehrotra R., and Sharma T. The relationship of structural alterations to cognitive deficits in schizophrenia: a voxel-based morphometry study Biological Psychiatry 58 2005 457 467 10.1016/j.biopsych.2005.04.036 16039619
    • (2005) Biological Psychiatry , vol.58 , pp. 457-467
    • Antonova, E.1    Kumari, V.2    Morris, R.3    Halari, R.4    Anilkumar, A.5    Mehrotra, R.6    Sharma, T.7
  • 6
    • 4344648827 scopus 로고    scopus 로고
    • The relationship between brain structure and neurocognition in schizophrenia: A selective review
    • Antonova E., Sharma T., Morris R., and Kumari V. The relationship between brain structure and neurocognition in schizophrenia: a selective review Schizophrenia Research 70 2004 117 145 10.1016/j.schres.2003.12.002 15329292
    • (2004) Schizophrenia Research , vol.70 , pp. 117-145
    • Antonova, E.1    Sharma, T.2    Morris, R.3    Kumari, V.4
  • 8
    • 84857370603 scopus 로고    scopus 로고
    • The effects of gender on grey matter abnormalities in major psychoses: A comparative voxelwise meta-analysis of schizophrenia and bipolar disorder
    • Bora E., Fornito A., Yücel M., and Pantelis C. The effects of gender on grey matter abnormalities in major psychoses: a comparative voxelwise meta-analysis of schizophrenia and bipolar disorder Psychological Medicine 42 2012 295 307 10.1017/S0033291711001450 21835091
    • (2012) Psychological Medicine , vol.42 , pp. 295-307
    • Bora, E.1    Fornito, A.2    Yücel, M.3    Pantelis, C.4
  • 9
    • 34547166146 scopus 로고    scopus 로고
    • How neurocognition and social cognition influence functional change during community-based psychosocial rehabilitation for individuals with schizophrenia
    • Brekke J.S., Hoe M., Long J., and Green M.F. How neurocognition and social cognition influence functional change during community-based psychosocial rehabilitation for individuals with schizophrenia Schizophrenia Bulletin 33 2007 1247 1256 10.1093/schbul/sbl072 17255120
    • (2007) Schizophrenia Bulletin , vol.33 , pp. 1247-1256
    • Brekke, J.S.1    Hoe, M.2    Long, J.3    Green, M.F.4
  • 10
    • 0024539028 scopus 로고
    • The Neurological Evaluation Scale (NES): A structured instrument for the assessment of neurological signs in schizophrenia
    • Buchanan R.W., and Heinrichs D.W. The Neurological Evaluation Scale (NES): a structured instrument for the assessment of neurological signs in schizophrenia Psychiatry Research 27 1989 335 350 10.1016/0165-1781(89)90148-0 2710870
    • (1989) Psychiatry Research , vol.27 , pp. 335-350
    • Buchanan, R.W.1    Heinrichs, D.W.2
  • 13
    • 84862776712 scopus 로고    scopus 로고
    • Does feature selection improve classification accuracy? Impact of sample size and feature selection on classification using anatomical magnetic resonance images
    • Chu C., Hsu A.-L., Chou K.-H., Bandettini P., and Lin C. Does feature selection improve classification accuracy? Impact of sample size and feature selection on classification using anatomical magnetic resonance images Neuroimage 60 2012 59 70 10.1016/j.neuroimage.2011.11.066 22166797
    • (2012) Neuroimage , vol.60 , pp. 59-70
    • Chu, C.1    Hsu, A.-L.2    Chou, K.-H.3    Bandettini, P.4    Lin, C.5
  • 14
    • 84863783240 scopus 로고    scopus 로고
    • Longitudinal progression of frontal and temporal lobe changes in schizophrenia
    • Cobia D.J., Smith M.J., Wang L., and Csernansky J.G. Longitudinal progression of frontal and temporal lobe changes in schizophrenia Schizophrenia Research 139 2012 1 6 10.1016/j.schres.2012.05.002 22647883
    • (2012) Schizophrenia Research , vol.139 , pp. 1-6
    • Cobia, D.J.1    Smith, M.J.2    Wang, L.3    Csernansky, J.G.4
  • 15
    • 81955164245 scopus 로고    scopus 로고
    • Cortical thickness in neuropsychologically near-normal schizophrenia
    • Cobia D.J.D., Csernansky J.G.J., and Wang L.L. Cortical thickness in neuropsychologically near-normal schizophrenia Schizophrenia Research 133 2011 68 76 10.1016/j.schres.2011.08.017 21981933
    • (2011) Schizophrenia Research , vol.133 , pp. 68-76
    • Cobia, D.J.D.1    Csernansky, J.G.J.2    Wang, L.L.3
  • 20
    • 53049099496 scopus 로고    scopus 로고
    • Steroids, sex and the cerebellar cortex: Implications for human disease
    • Dean S.L., and Mccarthy M.M. Steroids, sex and the cerebellar cortex: implications for human disease Cerebellum (London, England) 7 2008 38 47 10.1007/s12311-008-0003-6 18418672
    • (2008) Cerebellum (London, England) , vol.7 , pp. 38-47
    • Dean, S.L.1    McCarthy, M.M.2
  • 23
    • 79960919708 scopus 로고    scopus 로고
    • Age correction in dementia-matching to a healthy brain
    • Dukart J., Schroeter M.L., Mueller K. Alzheimer's Disease Neuroimaging Initiative Age correction in dementia-matching to a healthy brain PloS One 6 2011 e22193 10.1371/journal.pone.0022193 21829449
    • (2011) PloS One , vol.6 , pp. 22193
    • Dukart, J.1    Schroeter, M.L.2    Mueller, K.3
  • 29
    • 84872708573 scopus 로고    scopus 로고
    • Review: Magnetic resonance imaging of male/female differences in human adolescent brain anatomy
    • Giedd J.N., Raznahan A., Mills K.L., and Lenroot R.K. Review: Magnetic resonance imaging of male/female differences in human adolescent brain anatomy Biology of Sex Differences 3 2012 19 10.1186/2042-6410-3-19 22908911
    • (2012) Biology of Sex Differences , vol.3 , pp. 19
    • Giedd, J.N.1    Raznahan, A.2    Mills, K.L.3    Lenroot, R.K.4
  • 32
    • 84879410405 scopus 로고    scopus 로고
    • Genome-wide supported variant MIR137 and severe negative symptoms predict membership of an impaired cognitive subtype of schizophrenia
    • Green M.J., Cairns M.J., Wu J., Dragovic M., Jablensky A., Tooney P.A., Scott R.J., Carr V.J. Australian Schizophreina Research Genome-wide supported variant MIR137 and severe negative symptoms predict membership of an impaired cognitive subtype of schizophrenia Molecular Psychiatry 18 2013 774 780 10.1038/mp.2012.84 22733126
    • (2013) Molecular Psychiatry , vol.18 , pp. 774-780
    • Green, M.J.1    Cairns, M.J.2    Wu, J.3    Dragovic, M.4    Jablensky, A.5    Tooney, P.A.6    Scott, R.J.7    Carr, V.J.8
  • 33
    • 33748564313 scopus 로고    scopus 로고
    • Cognitive impairment and functional outcome in schizophrenia and bipolar disorder
    • Discussion 36-42
    • Green M.F. Cognitive impairment and functional outcome in schizophrenia and bipolar disorder The Journal of Clinical Psychiatry 67 Suppl. 9 2006 3 8 Discussion 36-42
    • (2006) The Journal of Clinical Psychiatry , vol.67 , Issue.SUPPL. 9 , pp. 3-8
    • Green, M.F.1
  • 39
    • 17044406214 scopus 로고    scopus 로고
    • The primacy of cognition in schizophrenia
    • Heinrichs R.W. The primacy of cognition in schizophrenia American Psychologist 60 2005 229 242 10.1037/0003-066X.60.3.229 15796677
    • (2005) American Psychologist , vol.60 , pp. 229-242
    • Heinrichs, R.W.1
  • 41
    • 36048983778 scopus 로고    scopus 로고
    • Tract probability maps in stereotaxic spaces: Analyses of white matter anatomy and tract-specific quantification
    • Hua K., Zhang J., Wakana S., Jiang H., Li X., Reich D.S., Calabresi P.A., Pekar J.J., van Zijl P.C., and Mori S. Tract probability maps in stereotaxic spaces: analyses of white matter anatomy and tract-specific quantification Neuroimage 39 2008 336 347 10.1016/j.neuroimage.2007.07.053 17931890
    • (2008) Neuroimage , vol.39 , pp. 336-347
    • Hua, K.1    Zhang, J.2    Wakana, S.3    Jiang, H.4    Li, X.5    Reich, D.S.6    Calabresi, P.A.7    Pekar, J.J.8    Van Zijl, P.C.9    Mori, S.10
  • 42
    • 33748052338 scopus 로고    scopus 로고
    • Subtyping schizophrenia: Implications for genetic research
    • Jablensky A. Subtyping schizophrenia: implications for genetic research Molecular Psychiatry 11 2006 815 836 10.1038/sj.mp.4001857 16801952
    • (2006) Molecular Psychiatry , vol.11 , pp. 815-836
    • Jablensky, A.1
  • 43
    • 72849131622 scopus 로고    scopus 로고
    • Sex differences in molecular neuroscience: From fruit flies to humans
    • Jazin E., and Cahill L. Sex differences in molecular neuroscience: from fruit flies to humans Nature Reviews. Neuroscience 11 2010 9 17 10.1038/nrn2754 20019686
    • (2010) Nature Reviews. Neuroscience , vol.11 , pp. 9-17
    • Jazin, E.1    Cahill, L.2
  • 49
    • 77954229336 scopus 로고    scopus 로고
    • Processing speed deficits in schizophrenia: Reexamining the evidence
    • Knowles E.E., David A.S., and Reichenberg A. Processing speed deficits in schizophrenia: reexamining the evidence American Journal of Psychiatry 167 2010 828 835 10.1176/appi.ajp.2010.09070937 20439390
    • (2010) American Journal of Psychiatry , vol.167 , pp. 828-835
    • Knowles, E.E.1    David, A.S.2    Reichenberg, A.3
  • 55
    • 0026410654 scopus 로고
    • A polydiagnostic application of operational criteria in studies of psychotic illness. Development and reliability of the OPCRIT system
    • Mcguffin P., and Farmer A. A polydiagnostic application of operational criteria in studies of psychotic illness. Development and reliability of the OPCRIT system Archives of General Psychiatry 48 1991 764 770 10.1001/archpsyc.1991.01810320088015 1883262
    • (1991) Archives of General Psychiatry , vol.48 , pp. 764-770
    • McGuffin, P.1    Farmer, A.2
  • 56
    • 79960836284 scopus 로고    scopus 로고
    • Neuregulin 3 (NRG3) as a susceptibility gene in a schizophrenia subtype with florid delusions and relatively spared cognition
    • Morar B., Dragović M., Waters F.A.V., Chandler D., Kalaydjieva L., and Jablensky A. Neuregulin 3 (NRG3) as a susceptibility gene in a schizophrenia subtype with florid delusions and relatively spared cognition Molecular Psychiatry 16 2011 860 866 10.1038/mp.2010.70 20548296
    • (2011) Molecular Psychiatry , vol.16 , pp. 860-866
    • Morar, B.1    Dragović, M.2    Waters, F.A.V.3    Chandler, D.4    Kalaydjieva, L.5    Jablensky, A.6
  • 57
    • 28244492778 scopus 로고    scopus 로고
    • Classifying brain states and determining the discriminating activation patterns: Support vector machine on functional MRI data
    • Mourão-Miranda J., Bokde A.L.W., Born C., Hampel H., and Stetter M. Classifying brain states and determining the discriminating activation patterns: support vector machine on functional MRI data Neuroimage 28 2005 980 995 10.1016/j.neuroimage.2005.06.070 16275139
    • (2005) Neuroimage , vol.28 , pp. 980-995
    • Mourão-Miranda, J.1    Bokde, A.L.W.2    Born, C.3    Hampel, H.4    Stetter, M.5
  • 61
    • 84861187769 scopus 로고    scopus 로고
    • Classification of schizophrenia patients and healthy controls from structural MRI scans in two large independent samples
    • Nieuwenhuis M.M., van Haren N.E.M.N., Hulshoff Pol H.E., Cahn W.W., Kahn R.S.R., and Schnack H.G.H. Classification of schizophrenia patients and healthy controls from structural MRI scans in two large independent samples Neuroimage 61 2012 606 612 10.1016/j.neuroimage.2012.03.079 22507227
    • (2012) Neuroimage , vol.61 , pp. 606-612
    • Nieuwenhuis, M.M.1    Van Haren, N.E.M.N.2    Hulshoff Pol, H.E.3    Cahn, W.W.4    Kahn, R.S.R.5    Schnack, H.G.H.6
  • 62
    • 77950343082 scopus 로고    scopus 로고
    • Use of SVM methods with surface-based cortical and volumetric subcortical measurements to detect Alzheimer's disease
    • Oliveira P.P., Nitrini, Busatto, Buchpiguel, Sato J.R., and Amaro E. Use of SVM methods with surface-based cortical and volumetric subcortical measurements to detect Alzheimer's disease Journal of Alzheimer's Disease: JAD 19 2010 1263 1272 10.3233/JAD-2010-1322 20061613
    • (2010) Journal of Alzheimer's Disease: JAD , vol.19 , pp. 1263-1272
    • Oliveira, P.P.1    Nitrini2    Busatto3    Buchpiguel4    Sato, J.R.5    Amaro, E.6
  • 64
    • 56549127348 scopus 로고    scopus 로고
    • Why do many psychiatric disorders emerge during adolescence?
    • Paus T., Keshavan M., and Giedd J.N. Why do many psychiatric disorders emerge during adolescence? Nature Reviews. Neuroscience 9 2008 947 957 10.1038/nrn2513 19002191
    • (2008) Nature Reviews. Neuroscience , vol.9 , pp. 947-957
    • Paus, T.1    Keshavan, M.2    Giedd, J.N.3
  • 65
    • 65549168742 scopus 로고    scopus 로고
    • Machine learning classifiers and fMRI: A tutorial overview
    • Pereira F., Mitchell T., and Botvinick M. Machine learning classifiers and fMRI: a tutorial overview Neuroimage 45 2009 S199 S209 10.1016/j.neuroimage.2008.11.007 19070668
    • (2009) Neuroimage , vol.45 , pp. 199-S209
    • Pereira, F.1    Mitchell, T.2    Botvinick, M.3
  • 66
    • 37149035534 scopus 로고    scopus 로고
    • The Role of the cerebellum in schizophrenia: An update of clinical, cognitive, and functional evidences
    • Picard H., Amado I., Mouchet-Mages S., Olié J.-P., and Krebs M.-O. The Role of the cerebellum in schizophrenia: an update of clinical, cognitive, and functional evidences Schizophrenia Bulletin 34 2008 155 172 10.1093/schbul/sbm049 17562694
    • (2008) Schizophrenia Bulletin , vol.34 , pp. 155-172
    • Picard, H.1    Amado, I.2    Mouchet-Mages, S.3    Olié, J.-P.4    Krebs, M.-O.5
  • 67
    • 84864531113 scopus 로고    scopus 로고
    • Brain volume reductions in medication-naive patients with schizophrenia in relation to intelligence quotient
    • Rais M., Cahn W., Schnack H.G., Hulshoff Pol H.E., Kahn R.S., and van Haren N.E.M. Brain volume reductions in medication-naive patients with schizophrenia in relation to intelligence quotient Psychological Medicine 42 2012 1847 1856 10.1017/S0033291712000098 22357376
    • (2012) Psychological Medicine , vol.42 , pp. 1847-1856
    • Rais, M.1    Cahn, W.2    Schnack, H.G.3    Hulshoff Pol, H.E.4    Kahn, R.S.5    Van Haren, N.E.M.6
  • 72
    • 0041737572 scopus 로고    scopus 로고
    • Sustained attention impairment correlates to gray matter decreases in first episode neuroleptic-naive schizophrenic patients
    • Salgado-Pineda P., Baeza I., Pérez-Gómez M., Vendrell P., Junqué C., Bargalló N., and Bernardo M. Sustained attention impairment correlates to gray matter decreases in first episode neuroleptic-naive schizophrenic patients Neuroimage 19 2003 365 375 10.1016/S1053-8119(03)00094-6 12814586
    • (2003) Neuroimage , vol.19 , pp. 365-375
    • Salgado-Pineda, P.1    Baeza, I.2    Pérez-Gómez, M.3    Vendrell, P.4    Junqué, C.5    Bargalló, N.6    Bernardo, M.7
  • 75
    • 84858437552 scopus 로고    scopus 로고
    • Systematic meta-review and quality assessment of the structural brain alterations in schizophrenia
    • Shepherd A.M., Laurens K.R., Matheson S.L., Carr V.J., and Green M.J. Systematic meta-review and quality assessment of the structural brain alterations in schizophrenia Neuroscience and Biobehavioral Reviews 36 2012 1342 1356 10.1016/j.neubiorev.2011.12.015 22244985
    • (2012) Neuroscience and Biobehavioral Reviews , vol.36 , pp. 1342-1356
    • Shepherd, A.M.1    Laurens, K.R.2    Matheson, S.L.3    Carr, V.J.4    Green, M.J.5


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