메뉴 건너뛰기




Volumn 62, Issue 6, 2009, Pages 1619-1628

Disease state prediction from resting state functional connectivity

Author keywords

Biomarker; Disease state prediction; Feature selection; Functional connectivity; Major depressive disorder (MDD); Multivariate pattern analysis (MVPA); Support vector classification (SVC)

Indexed keywords

BIOMARKERS; FORECASTING; FUNCTIONAL NEUROIMAGING; MULTIVARIANT ANALYSIS; RELIABILITY; VECTORS;

EID: 73149109077     PISSN: 07403194     EISSN: 15222594     Source Type: Journal    
DOI: 10.1002/mrm.22159     Document Type: Article
Times cited : (355)

References (39)
  • 1
    • 0029166541 scopus 로고
    • Functional connectivity in the motor cortex of resting human brain using echo-planar MRI
    • 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;34:537-541.
    • (1995) Magn Reson Med , vol.34 , pp. 537-541
    • Biswal, B.1    Yetkin, F.Z.2    Haughton, V.M.3    Hyde, J.S.4
  • 2
    • 0036667334 scopus 로고    scopus 로고
    • T(2)(*) dependence of low frequency functional connectivity
    • Peltier SJ, Noll DC. T(2)(*) dependence of low frequency functional connectivity. Neuroimage 2002;16:985-992.
    • (2002) Neuroimage , vol.16 , pp. 985-992
    • Peltier, S.J.1    Noll, D.C.2
  • 3
    • 0030710075 scopus 로고    scopus 로고
    • Simultaneous assessment of flow and BOLD signals in resting-state functional connectivity maps
    • Biswal BB, Van Kylen J, Hyde JS. Simultaneous assessment of flow and BOLD signals in resting-state functional connectivity maps. NMR Biomed 1997;10:165-170.
    • (1997) NMR Biomed , vol.10 , pp. 165-170
    • Biswal, B.B.1    Van Kylen, J.2    Hyde, J.S.3
  • 5
    • 31844433315 scopus 로고    scopus 로고
    • fMRI resting state networks define distinct modes of long-distance interactions in the human brain
    • De Luca M, Beckmann CF, De Stefano N, Matthews PM, Smith SM. fMRI resting state networks define distinct modes of long-distance interactions in the human brain. Neuroimage 2006;29:1359-1367.
    • (2006) Neuroimage , vol.29 , pp. 1359-1367
    • De Luca, M.1    Beckmann, C.F.2    De Stefano, N.3    Matthews, P.M.4    Smith, S.M.5
  • 6
    • 25444456446 scopus 로고    scopus 로고
    • Investigations into resting-state connectivity using independent component analysis
    • Beckmann CF, DeLuca M, Devlin JT, Smith SM. Investigations into resting-state connectivity using independent component analysis. Philos Trans R Soc Lond 2005;360:1001-1013.
    • (2005) Philos Trans R Soc Lond , vol.360 , pp. 1001-1013
    • Beckmann, C.F.1    DeLuca, M.2    Devlin, J.T.3    Smith, S.M.4
  • 8
    • 33646129890 scopus 로고    scopus 로고
    • Tian L, Jiang T, Wang Y, Zang Y, He Y, Liang M, Sui M, Cao Q, Hu S, Peng M, Zhuo Y. Altered resting-state functional connectivity patterns of anterior cingulate cortex in adolescents with attention deficit hyperactivity disorder. Neurosci Lett 2006;400:39-43. 9. Greicius MD, Flores BH, Menon V, Glover GH, Solvason HB, Kenna H, Reiss AL, Schatzberg AF. Resting-state functional connectivity in major depression: abnormally increased contributions from subgenual cingulate cortex and thalamus. Biol Psychiatry 2007;62:429-437.
    • Tian L, Jiang T, Wang Y, Zang Y, He Y, Liang M, Sui M, Cao Q, Hu S, Peng M, Zhuo Y. Altered resting-state functional connectivity patterns of anterior cingulate cortex in adolescents with attention deficit hyperactivity disorder. Neurosci Lett 2006;400:39-43. 9. Greicius MD, Flores BH, Menon V, Glover GH, Solvason HB, Kenna H, Reiss AL, Schatzberg AF. Resting-state functional connectivity in major depression: abnormally increased contributions from subgenual cingulate cortex and thalamus. Biol Psychiatry 2007;62:429-437.
  • 9
    • 33748178966 scopus 로고    scopus 로고
    • Beyond mind-reading: Multi-voxel pattern analysis of fMRI data
    • Norman KA, Polyn SM, Detre GJ, Haxby JV. Beyond mind-reading: multi-voxel pattern analysis of fMRI data. Trends Cogn Sci 2006;10: 424-430.
    • (2006) Trends Cogn Sci , vol.10 , pp. 424-430
    • Norman, K.A.1    Polyn, S.M.2    Detre, G.J.3    Haxby, J.V.4
  • 10
    • 0041737619 scopus 로고    scopus 로고
    • Functional magnetic resonance imaging (fMRI) "brain reading": Detecting and classifying distributed patterns of fMRI activity in human visual cortex
    • Cox DD, Savoy RL. Functional magnetic resonance imaging (fMRI) "brain reading": detecting and classifying distributed patterns of fMRI activity in human visual cortex. Neuroimage 2003;19(2 pt 1):261-270.
    • (2003) Neuroimage , vol.19 , Issue.2 PART 1 , pp. 261-270
    • Cox, D.D.1    Savoy, R.L.2
  • 12
    • 35148882447 scopus 로고    scopus 로고
    • Real-time fMRI using brain-state classification
    • LaConte SM, Peltier SJ, Hu XP. Real-time fMRI using brain-state classification. Hum Brain Mapp 2007;28:1033-1044.
    • (2007) Hum Brain Mapp , vol.28 , pp. 1033-1044
    • LaConte, S.M.1    Peltier, S.J.2    Hu, X.P.3
  • 13
    • 33646861385 scopus 로고    scopus 로고
    • Exploring predictive and reproducible modeling with the single-subject FIAC dataset
    • Chen X, Pereira F, Lee W, Strother S, Mitchell T. Exploring predictive and reproducible modeling with the single-subject FIAC dataset. Hum Brain Mapp 2006;27:452-461.
    • (2006) Hum Brain Mapp , vol.27 , pp. 452-461
    • Chen, X.1    Pereira, F.2    Lee, W.3    Strother, S.4    Mitchell, T.5
  • 14
    • 19344370474 scopus 로고    scopus 로고
    • Support vector machines for temporal classification of block design fMRI data
    • LaConte S, Strother S, Cherkassky V, Anderson J, Hu X. Support vector machines for temporal classification of block design fMRI data. Neuro-image 2005;26:317-329.
    • (2005) Neuro-image , vol.26 , pp. 317-329
    • LaConte, S.1    Strother, S.2    Cherkassky, V.3    Anderson, J.4    Hu, X.5
  • 15
    • 28244492778 scopus 로고    scopus 로고
    • Classifying brain states and determining the discriminating activation patterns: Support vector machine on functional MRI data
    • Mourao-Miranda J, Bokde AL, Born C, Hampel H, Stetter M. Classifying brain states and determining the discriminating activation patterns: support vector machine on functional MRI data. Neuroimage 2005;28: 980-995.
    • (2005) Neuroimage , vol.28 , pp. 980-995
    • Mourao-Miranda, J.1    Bokde, A.L.2    Born, C.3    Hampel, H.4    Stetter, M.5
  • 20
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • Guyon I, Elisseeff AE. An introduction to variable and feature selection. J Mach Learn Res 2003;3:1157-1182.
    • (2003) J Mach Learn Res , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.E.2
  • 21
    • 52049116700 scopus 로고    scopus 로고
    • Combining multivariate voxel selection and support vector machines for mapping and classification of fMRI spatial patterns
    • De Martino F, Valente G, Staeren N, Ashburner J, Goebel R, Formisano E. Combining multivariate voxel selection and support vector machines for mapping and classification of fMRI spatial patterns. Neuroimage 2008;43:44-58.
    • (2008) Neuroimage , vol.43 , pp. 44-58
    • De Martino, F.1    Valente, G.2    Staeren, N.3    Ashburner, J.4    Goebel, R.5    Formisano, E.6
  • 22
    • 34247335427 scopus 로고    scopus 로고
    • Dynamic discrimination analysis: A spatial-temporal SVM
    • Mourao-Miranda J, Friston KJ, Brammer M. Dynamic discrimination analysis: a spatial-temporal SVM. Neuroimage 2007;36:88-99.
    • (2007) Neuroimage , vol.36 , pp. 88-99
    • Mourao-Miranda, J.1    Friston, K.J.2    Brammer, M.3
  • 23
    • 33750737054 scopus 로고    scopus 로고
    • The impact of temporal compression and space selection on SVM analysis of single-subject and multi-subject fMRI data
    • Mourao-Miranda J, Reynaud E, McGlone F, Calvert G, Brammer M. The impact of temporal compression and space selection on SVM analysis of single-subject and multi-subject fMRI data. Neuroimage 2006;33: 1055-1065.
    • (2006) Neuroimage , vol.33 , pp. 1055-1065
    • Mourao-Miranda, J.1    Reynaud, E.2    McGlone, F.3    Calvert, G.4    Brammer, M.5
  • 25
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Burges CJC. A tutorial on support vector machines for pattern recognition. Data Min Knowl Discov 1998;2:121-167.
    • (1998) Data Min Knowl Discov , vol.2 , pp. 121-167
    • Burges, C.J.C.1
  • 26
    • 84950461478 scopus 로고
    • Estimating the error rate of a prediction rule: Improvement on cross-validation
    • Efron B. Estimating the error rate of a prediction rule: improvement on cross-validation. J Am Stat Assoc 1983;78:316-331.
    • (1983) J Am Stat Assoc , vol.78 , pp. 316-331
    • Efron, B.1
  • 28
    • 0029941179 scopus 로고    scopus 로고
    • Spatial pattern analysis of functional brain images using partial least squares
    • McIntosh AR, Bookstein FL, Haxby JV, Grady CL. Spatial pattern analysis of functional brain images using partial least squares. Neuroimage 1996;3(3 pt 1):143-157.
    • (1996) Neuroimage , vol.3 , Issue.3 PART 1 , pp. 143-157
    • McIntosh, A.R.1    Bookstein, F.L.2    Haxby, J.V.3    Grady, C.L.4
  • 29
    • 0345742628 scopus 로고    scopus 로고
    • Simultaneous acquisition of gradient-echo and asymmetric spin-echo for single-shot z-shim: Z-SAGA
    • Heberlein KA, Hu X. Simultaneous acquisition of gradient-echo and asymmetric spin-echo for single-shot z-shim: Z-SAGA. Magn Reson Med 2004;51:212-216.
    • (2004) Magn Reson Med , vol.51 , pp. 212-216
    • Heberlein, K.A.1    Hu, X.2
  • 34
    • 0030175198 scopus 로고    scopus 로고
    • AFNI software for analysis and visualization of functional magnetic resonance neuroimages
    • Cox RW. AFNI software for analysis and visualization of functional magnetic resonance neuroimages. Comput Biomed Res 1996;29:162-173.
    • (1996) Comput Biomed Res , vol.29 , pp. 162-173
    • Cox, R.W.1
  • 35
    • 0030714713 scopus 로고    scopus 로고
    • Software tools for analysis and visualization of fMRI data
    • Cox RW, Hyde JS. Software tools for analysis and visualization of fMRI data. NMR Biomed 1997;10:171-178.
    • (1997) NMR Biomed , vol.10 , pp. 171-178
    • Cox, R.W.1    Hyde, J.S.2
  • 36
    • 0037250207 scopus 로고    scopus 로고
    • Modulating dysfunctional limbic-cortical circuits in depression: Towards development of brain-based algorithms for diagnosis and optimised treatment
    • Mayberg HS. Modulating dysfunctional limbic-cortical circuits in depression: towards development of brain-based algorithms for diagnosis and optimised treatment. Br Med Bull 2003;65:193-207.
    • (2003) Br Med Bull , vol.65 , pp. 193-207
    • Mayberg, H.S.1
  • 38
    • 0030669660 scopus 로고    scopus 로고
    • Methods for assessing accuracy and reliability in functional MRI
    • Le TH, Hu X. Methods for assessing accuracy and reliability in functional MRI. NMR Biomed 1997;10:160-164.
    • (1997) NMR Biomed , vol.10 , pp. 160-164
    • TH, L.1    Hu, X.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.