메뉴 건너뛰기




Volumn 129, Issue , 2016, Pages 247-259

Statistical machine learning to identify traumatic brain injury (TBI) from structural disconnections of white matter networks

Author keywords

Diffusion tractography; Machine learning; Network based statistics; Structural network connections; Traumatic brain injury

Indexed keywords

ADULT; ARTICLE; BRAIN CORTEX; CONNECTOME; CONTROLLED STUDY; DIFFUSE AXONAL INJURY; DISEASE CLASSIFICATION; FEMALE; FRACTIONAL ANISOTROPY; HUMAN; MACHINE LEARNING; MAJOR CLINICAL STUDY; MALE; NEUROIMAGING; PREDICTIVE VALUE; PRIORITY JOURNAL; SUBCORTEX; TRAUMATIC BRAIN INJURY; WHITE MATTER; COMPUTER ASSISTED DIAGNOSIS; DIAGNOSTIC IMAGING; DIFFUSION TENSOR IMAGING; MIDDLE AGED; NERVE TRACT; PATHOLOGY; PROCEDURES;

EID: 84956925685     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2016.01.056     Document Type: Article
Times cited : (61)

References (95)
  • 1
    • 68849115024 scopus 로고    scopus 로고
    • Automated voxel-based 3D cortical thickness measurement in a combined Lagrangian-Eulerian PDE approach using partial volume maps
    • Acosta O., Bourgeat P., Zuluaga M., Fripp J., Salvado O., Ourselin S. Automated voxel-based 3D cortical thickness measurement in a combined Lagrangian-Eulerian PDE approach using partial volume maps. Med. Image Anal. 2009, 13:730-743.
    • (2009) Med. Image Anal. , vol.13 , pp. 730-743
    • Acosta, O.1    Bourgeat, P.2    Zuluaga, M.3    Fripp, J.4    Salvado, O.5    Ourselin, S.6
  • 2
    • 0020463457 scopus 로고
    • Diffuse axonal injury due to non-missile head injury in humans: an analysis of 45 cases
    • Adams J.H., Graham D.I., Murray L.S., et al. Diffuse axonal injury due to non-missile head injury in humans: an analysis of 45 cases. Ann. Neurol. 1982, 12:557-563.
    • (1982) Ann. Neurol. , vol.12 , pp. 557-563
    • Adams, J.H.1    Graham, D.I.2    Murray, L.S.3
  • 3
    • 0022539660 scopus 로고
    • Deep intracerebral (basal ganglia) haematomas in fatal non-missile head injury in man
    • Adams J.H., Doyle D., Graham D.I., et al. Deep intracerebral (basal ganglia) haematomas in fatal non-missile head injury in man. J. Neurol. Neurosurg. Psychiatry 1986, 49:1039-1043.
    • (1986) J. Neurol. Neurosurg. Psychiatry , vol.49 , pp. 1039-1043
    • Adams, J.H.1    Doyle, D.2    Graham, D.I.3
  • 4
    • 64949185299 scopus 로고    scopus 로고
    • Multi-atlas based segmentation of brain images: atlas selection and its effect on accuracy
    • Aljabar P., Heckemann R., Hammers A., Hajnal J., Rueckert D. Multi-atlas based segmentation of brain images: atlas selection and its effect on accuracy. NeuroImage 2009, 46:726-738.
    • (2009) NeuroImage , vol.46 , pp. 726-738
    • Aljabar, P.1    Heckemann, R.2    Hammers, A.3    Hajnal, J.4    Rueckert, D.5
  • 6
    • 35748978234 scopus 로고    scopus 로고
    • Empirical characterization of random forest variable importance measures
    • Archer K., Kimes R. Empirical characterization of random forest variable importance measures. Comput. Stat. Data Anal. 2008, 52:2249-2260.
    • (2008) Comput. Stat. Data Anal. , vol.52 , pp. 2249-2260
    • Archer, K.1    Kimes, R.2
  • 10
    • 84872259308 scopus 로고    scopus 로고
    • Detection of hemorrahagic and axonal pathology in mild traumatic brain injury using advanced MRI: implications for neurorehabilitation
    • Benson R. Detection of hemorrahagic and axonal pathology in mild traumatic brain injury using advanced MRI: implications for neurorehabilitation. NeuroRehabilitation 2012, 31:261-279.
    • (2012) NeuroRehabilitation , vol.31 , pp. 261-279
    • Benson, R.1
  • 11
    • 84863311318 scopus 로고    scopus 로고
    • Neuropathology of mild traumatic brain injury: relationship to neuroimaging findings
    • Bigler E., Maxwell W. Neuropathology of mild traumatic brain injury: relationship to neuroimaging findings. Brain Imaging Behav. 2012, 6:108-136.
    • (2012) Brain Imaging Behav. , vol.6 , pp. 108-136
    • Bigler, E.1    Maxwell, W.2
  • 13
    • 84878950298 scopus 로고    scopus 로고
    • Increased gray matter diffusion anisotropy in patients with persistent post-concussive symptoms following mild traumatic brain injury
    • Bouix S., Pasternak O., Rathi Y., Pelavin P.E., Zafonte R., Shenton M.E. Increased gray matter diffusion anisotropy in patients with persistent post-concussive symptoms following mild traumatic brain injury. PLoS One 2013, 8.
    • (2013) PLoS One , vol.8
    • Bouix, S.1    Pasternak, O.2    Rathi, Y.3    Pelavin, P.E.4    Zafonte, R.5    Shenton, M.E.6
  • 15
    • 0000245743 scopus 로고    scopus 로고
    • Statistical modeling: the two cultures
    • Breiman L. Statistical modeling: the two cultures. Stat. Sci. 2001, 16:199-231.
    • (2001) Stat. Sci. , vol.16 , pp. 199-231
    • Breiman, L.1
  • 17
    • 77949772586 scopus 로고    scopus 로고
    • Brain-behavior relationships in young traumatic brain injury patients: fractional anisotropy measures are highly correlated with dynamic visuomotor tracking performance
    • Caeyenberghs K., Leemans A., Geurts M., Taymans T., Linden C.V., Smits-Engelsman B.C.M., Sunaert S., Swinnen S.P. Brain-behavior relationships in young traumatic brain injury patients: fractional anisotropy measures are highly correlated with dynamic visuomotor tracking performance. Neuropsychologia 2010, 48:1472-1482.
    • (2010) Neuropsychologia , vol.48 , pp. 1472-1482
    • Caeyenberghs, K.1    Leemans, A.2    Geurts, M.3    Taymans, T.4    Linden, C.V.5    Smits-Engelsman, B.C.M.6    Sunaert, S.7    Swinnen, S.P.8
  • 18
    • 84888115277 scopus 로고    scopus 로고
    • Topological correlations of structural and functional networks in patients with traumatic brain injury
    • Caeyenberghs K., Leemans A., Leunissen I., Michiels K., Swinnen S. Topological correlations of structural and functional networks in patients with traumatic brain injury. Front. Hum. Neurosci. 2013, 7:1-11.
    • (2013) Front. Hum. Neurosci. , vol.7 , pp. 1-11
    • Caeyenberghs, K.1    Leemans, A.2    Leunissen, I.3    Michiels, K.4    Swinnen, S.5
  • 19
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes C., Vapnik V. Support-vector networks. Mach. Learn. 1995, 20:273-297.
    • (1995) Mach. Learn. , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 20
    • 68149169975 scopus 로고    scopus 로고
    • Prognostic and diagnostic potential of the structural neuroanatomy of depression
    • Costafreda S.G., Chu C., Ashburner J., Fu C.H.Y. Prognostic and diagnostic potential of the structural neuroanatomy of depression. PLoS One 2009, 4.
    • (2009) PLoS One , vol.4
    • Costafreda, S.G.1    Chu, C.2    Ashburner, J.3    Fu, C.H.Y.4
  • 22
    • 84866878342 scopus 로고    scopus 로고
    • Increased cortical-limbic anatomical network connectivity in major depression revealed by diffusion tensor imaging
    • Fang P., Zeng L.L., Shen H., Wang L., Li B., Liu L., Hu D. Increased cortical-limbic anatomical network connectivity in major depression revealed by diffusion tensor imaging. PLoS One 2012, 7.
    • (2012) PLoS One , vol.7
    • Fang, P.1    Zeng, L.L.2    Shen, H.3    Wang, L.4    Li, B.5    Liu, L.6    Hu, D.7
  • 24
    • 78649501562 scopus 로고    scopus 로고
    • Executive function in the real world: BRIEF lessons from Mark Ylvisaker
    • Gioia G.A., Kenworthy L., Isquith P.K. Executive function in the real world: BRIEF lessons from Mark Ylvisaker. J. Head Trauma Rehabil. 2010, 25:433-439.
    • (2010) J. Head Trauma Rehabil. , vol.25 , pp. 433-439
    • Gioia, G.A.1    Kenworthy, L.2    Isquith, P.K.3
  • 25
    • 84923264859 scopus 로고    scopus 로고
    • Neuroinformatics challenges to the structural, connectomic, functional, and electrophysiological multimodal imaging of human traumatic brain injury
    • Goh S.Y.M., Irimia A., Torgerson C.M., Horn J.D.V. Neuroinformatics challenges to the structural, connectomic, functional, and electrophysiological multimodal imaging of human traumatic brain injury. Front. Neuroinformatics 2014, 8:1-12.
    • (2014) Front. Neuroinformatics , vol.8 , pp. 1-12
    • Goh, S.Y.M.1    Irimia, A.2    Torgerson, C.M.3    Horn, J.D.V.4
  • 26
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • Guyon I., Elisseeff A. 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.2
  • 27
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • Guyon I., Weston J., Barnhill S., Vapnik V. Gene selection for cancer classification using support vector machines. Mach. Learn. 2002, 46:389-422.
    • (2002) Mach. Learn. , vol.46 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 28
    • 0035991112 scopus 로고    scopus 로고
    • Diffuse axonal injuries: a pathophysiology and imaging
    • Hammoud K., Wasserman B. Diffuse axonal injuries: a pathophysiology and imaging. Neuroimaging Clin. N. Am. 2002, 12:205-216.
    • (2002) Neuroimaging Clin. N. Am. , vol.12 , pp. 205-216
    • Hammoud, K.1    Wasserman, B.2
  • 33
    • 84871958636 scopus 로고    scopus 로고
    • B. Neuroimaging of structural pathology and connectomics in traumatic brain injury: toward personalized outcome prediction
    • Irimia A., Wang B., Aylward S.R., Prastawa M., Pace D.F., Gerig G., et al. b. Neuroimaging of structural pathology and connectomics in traumatic brain injury: toward personalized outcome prediction. Neuroimage Clin. 2012, 1:1-17.
    • (2012) Neuroimage Clin. , vol.1 , pp. 1-17
    • Irimia, A.1    Wang, B.2    Aylward, S.R.3    Prastawa, M.4    Pace, D.F.5    Gerig, G.6
  • 34
    • 0034533312 scopus 로고    scopus 로고
    • Prevalence of abnormal CT-scans following mild head injury
    • Iverson G.L., Lovell M.R., Smith S., Franzen M.D. Prevalence of abnormal CT-scans following mild head injury. Brain Inj. 2000, 14:1057-1061.
    • (2000) Brain Inj. , vol.14 , pp. 1057-1061
    • Iverson, G.L.1    Lovell, M.R.2    Smith, S.3    Franzen, M.D.4
  • 35
    • 0037225733 scopus 로고    scopus 로고
    • Fast, automated, N-dimensional phase-unwrapping algorithm
    • Jenkinson M. Fast, automated, N-dimensional phase-unwrapping algorithm. Magn. Reson. Med. 2003, 49:193-197.
    • (2003) Magn. Reson. Med. , vol.49 , pp. 193-197
    • Jenkinson, M.1
  • 36
  • 38
    • 84879844434 scopus 로고    scopus 로고
    • Axonal pathology in traumatic brain injury
    • Johnson V.E., Stewart W., Smith D.H. Axonal pathology in traumatic brain injury. Exp. Neurol. 2013, 246:35-43.
    • (2013) Exp. Neurol. , vol.246 , pp. 35-43
    • Johnson, V.E.1    Stewart, W.2    Smith, D.H.3
  • 40
    • 0032835247 scopus 로고    scopus 로고
    • Optimal strategies for measuring diffusion in anisotropic systems by magnetic resonance imaging
    • Jones D.K., Horsfield M.A., Simmons A. Optimal strategies for measuring diffusion in anisotropic systems by magnetic resonance imaging. Magn. Reson. Med. 1999, 42:515-525.
    • (1999) Magn. Reson. Med. , vol.42 , pp. 515-525
    • Jones, D.K.1    Horsfield, M.A.2    Simmons, A.3
  • 41
    • 84859647466 scopus 로고    scopus 로고
    • Voxel- and atlas-based analysis of diffusion tensor imaging may reveal focal axonal injuries in mild traumatic brain injury - comparison with diffuse axonal injury
    • Kasahara K., Hashimoto K., Abo M., Senoo A. Voxel- and atlas-based analysis of diffusion tensor imaging may reveal focal axonal injuries in mild traumatic brain injury - comparison with diffuse axonal injury. Magn. Reson. Imaging 2012, 30:496-505.
    • (2012) Magn. Reson. Imaging , vol.30 , pp. 496-505
    • Kasahara, K.1    Hashimoto, K.2    Abo, M.3    Senoo, A.4
  • 43
    • 34848847825 scopus 로고    scopus 로고
    • White matter integrity and cognition in chronic traumatic brain injury: a diffusion tensor imaging study
    • Kraus M.F., Susmaras T., Caughlin B.P., J Walker C., Sweeney J.A., Little D.M. White matter integrity and cognition in chronic traumatic brain injury: a diffusion tensor imaging study. Brain 2007, 130:2508-2519.
    • (2007) Brain , vol.130 , pp. 2508-2519
    • Kraus, M.F.1    Susmaras, T.2    Caughlin, B.P.J.3    Walker, C.4    Sweeney, J.A.5    Little, D.M.6
  • 44
    • 68049116950 scopus 로고    scopus 로고
    • Comparative evaluation of corpus callosum DTI metrics in acute mild and moderate traumatic brain injury: its correlation with neuropsychometric tests
    • Kumar R., Gupta R.K., Husain M., Chaudhry C., Srivastava A., Saksena S., Rathore R.K. Comparative evaluation of corpus callosum DTI metrics in acute mild and moderate traumatic brain injury: its correlation with neuropsychometric tests. Brain Inj. 2009, 23:675-685.
    • (2009) Brain Inj. , vol.23 , pp. 675-685
    • Kumar, R.1    Gupta, R.K.2    Husain, M.3    Chaudhry, C.4    Srivastava, A.5    Saksena, S.6    Rathore, R.K.7
  • 45
    • 85013602475 scopus 로고    scopus 로고
    • Correlation of diffusion tensor imaging with executive function measures after early childhood traumatic brain injury
    • Kurowski B., Wade S.L., Cecil K.M., Walz N.C., Yuan W., Rajagopal A., Holland S.K. Correlation of diffusion tensor imaging with executive function measures after early childhood traumatic brain injury. J. Pediatr. Rehabil. Med. 2009, 2:273-283.
    • (2009) J. Pediatr. Rehabil. Med. , vol.2 , pp. 273-283
    • Kurowski, B.1    Wade, S.L.2    Cecil, K.M.3    Walz, N.C.4    Yuan, W.5    Rajagopal, A.6    Holland, S.K.7
  • 46
    • 79955009105 scopus 로고    scopus 로고
    • Detecting stable distributed patterns of brain activation using Gini contrast
    • Langs G., Menze B., Lashkari D., Golland P. Detecting stable distributed patterns of brain activation using Gini contrast. NeuroImage 2011, 56:497-507.
    • (2011) NeuroImage , vol.56 , pp. 497-507
    • Langs, G.1    Menze, B.2    Lashkari, D.3    Golland, P.4
  • 47
    • 67049116294 scopus 로고    scopus 로고
    • The b-matrix must be rotated when correcting for subject motion in DTI data
    • Leemans A., Jones D. The b-matrix must be rotated when correcting for subject motion in DTI data. Magn. Reson. Med. 2009, 61:1336-1349.
    • (2009) Magn. Reson. Med. , vol.61 , pp. 1336-1349
    • Leemans, A.1    Jones, D.2
  • 48
    • 84863333693 scopus 로고    scopus 로고
    • Robust detection of traumatic axonal injury in individual mild traumatic brain injury patients: intersubject variation, change over time and bidirectional changes in anisotropy
    • Lipton M., Kim N., Park Y., Hulkower M., Gardin T., Shifteh K., Kim M., Zimmerman M., Lipton R., Branch C. Robust detection of traumatic axonal injury in individual mild traumatic brain injury patients: intersubject variation, change over time and bidirectional changes in anisotropy. Brain Imaging Behav. 2012, 6:329-342.
    • (2012) Brain Imaging Behav. , vol.6 , pp. 329-342
    • Lipton, M.1    Kim, N.2    Park, Y.3    Hulkower, M.4    Gardin, T.5    Shifteh, K.6    Kim, M.7    Zimmerman, M.8    Lipton, R.9    Branch, C.10
  • 50
    • 84859422863 scopus 로고    scopus 로고
    • Potential risk for healthy siblings to develop schizophrenia: evidence from pattern classification with whole-brain connectivity
    • Liu M., Zeng L.L., Shen H., Liu Z., Hu D. Potential risk for healthy siblings to develop schizophrenia: evidence from pattern classification with whole-brain connectivity. NeuroReport 2012, 23:265-269.
    • (2012) NeuroReport , vol.23 , pp. 265-269
    • Liu, M.1    Zeng, L.L.2    Shen, H.3    Liu, Z.4    Hu, D.5
  • 52
    • 84921770175 scopus 로고    scopus 로고
    • Classification algorithms using multiple MRI features in mild traumatic brain injury
    • Lui Y.W., Xue Y., Kenul D., Ge Y., Grossman R.I., Wang Y. Classification algorithms using multiple MRI features in mild traumatic brain injury. Neurology 2014, 83:1235-1240.
    • (2014) Neurology , vol.83 , pp. 1235-1240
    • Lui, Y.W.1    Xue, Y.2    Kenul, D.3    Ge, Y.4    Grossman, R.I.5    Wang, Y.6
  • 53
    • 79959941418 scopus 로고    scopus 로고
    • Utility of diffusion tensor imaging in the acute stage of mild to moderate traumatic brain injury for detecting white matter lesions and predicting long-term cognitive function in adults
    • Matsushita M., Hosoda K., Naitoh Y., Yamashita H., Kohmura E. Utility of diffusion tensor imaging in the acute stage of mild to moderate traumatic brain injury for detecting white matter lesions and predicting long-term cognitive function in adults. J. Neurosurg. 2011, 115:130-139.
    • (2011) J. Neurosurg. , vol.115 , pp. 130-139
    • Matsushita, M.1    Hosoda, K.2    Naitoh, Y.3    Yamashita, H.4    Kohmura, E.5
  • 54
    • 78149451365 scopus 로고    scopus 로고
    • Biomechanics of concussion
    • Meaney D., Smith D. Biomechanics of concussion. Clin. Sports Med. 2011, 30:19-31.
    • (2011) Clin. Sports Med. , vol.30 , pp. 19-31
    • Meaney, D.1    Smith, D.2
  • 56
    • 39049122489 scopus 로고    scopus 로고
    • Short-term DTI predictors of cognitive dysfunction in mild traumatic brain injury
    • Miles L., Grossman R.I., Johnson G., Babb J.S., Diller L., Inglese M. Short-term DTI predictors of cognitive dysfunction in mild traumatic brain injury. Brain Inj. 2008, 22:115-122.
    • (2008) Brain Inj. , vol.22 , pp. 115-122
    • Miles, L.1    Grossman, R.I.2    Johnson, G.3    Babb, J.S.4    Diller, L.5    Inglese, M.6
  • 58
    • 79959561051 scopus 로고    scopus 로고
    • Preterm neonatal diffusion processing using detection and replacement of outliers prior to resampling
    • Morris D., Nossin-Manor R., Taylor M., Sled J. Preterm neonatal diffusion processing using detection and replacement of outliers prior to resampling. Magn. Reson. Med. 2011, 66:92-101.
    • (2011) Magn. Reson. Med. , vol.66 , pp. 92-101
    • Morris, D.1    Nossin-Manor, R.2    Taylor, M.3    Sled, J.4
  • 59
    • 77954638423 scopus 로고    scopus 로고
    • Diffusion tensor imaging of mild traumatic brain injury
    • Niogi S., Mukherjee P. Diffusion tensor imaging of mild traumatic brain injury. J. Head Trauma Rehabil. 2010, 25:241-255.
    • (2010) J. Head Trauma Rehabil. , vol.25 , pp. 241-255
    • Niogi, S.1    Mukherjee, P.2
  • 60
    • 21744449747 scopus 로고    scopus 로고
    • Chronic traumatic encephalopathy in a National Football League player
    • Omalu B., DeKosky S., Minster R., Kamboh M., Wecht C. Chronic traumatic encephalopathy in a National Football League player. Neurosurgery 2005, 57:128-134.
    • (2005) Neurosurgery , vol.57 , pp. 128-134
    • Omalu, B.1    DeKosky, S.2    Minster, R.3    Kamboh, M.4    Wecht, C.5
  • 61
    • 84944047348 scopus 로고    scopus 로고
    • Robust registration of multi-modal images: towards real-time clinical applications
    • Medical Image Computing and Computer-Assisted Intervention (MICCAI)
    • Ourselin S., Stefanescu R., Pennec X. Robust registration of multi-modal images: towards real-time clinical applications. volume 2489 of Lecture Notes in Computer Science 2002, 140-147.
    • (2002) volume 2489 of Lecture Notes in Computer Science , pp. 140-147
    • Ourselin, S.1    Stefanescu, R.2    Pennec, X.3
  • 63
    • 77249129689 scopus 로고    scopus 로고
    • An automated strategy for the delineation and parcellation of commissural pathways suitable for clinical populations utilising high angular resolution diffusion imaging tractography
    • Pannek K., Mathias J.L., Bigler E.D., Brown G., Taylor J.D., Rose S.E. An automated strategy for the delineation and parcellation of commissural pathways suitable for clinical populations utilising high angular resolution diffusion imaging tractography. NeuroImage 2010, 50:1044-1053.
    • (2010) NeuroImage , vol.50 , pp. 1044-1053
    • Pannek, K.1    Mathias, J.L.2    Bigler, E.D.3    Brown, G.4    Taylor, J.D.5    Rose, S.E.6
  • 64
    • 84865514194 scopus 로고    scopus 로고
    • A. Homor: higher order model outlier rejection for high b-value MR diffusion data
    • Pannek K., Raffelt D., Bell C., Mathias J.L., Rose S.E. a. Homor: higher order model outlier rejection for high b-value MR diffusion data. NeuroImage 2012, 63:835-842.
    • (2012) NeuroImage , vol.63 , pp. 835-842
    • Pannek, K.1    Raffelt, D.2    Bell, C.3    Mathias, J.L.4    Rose, S.E.5
  • 65
    • 84867879915 scopus 로고    scopus 로고
    • B. Diffusion MRI of the neonate brain: acquisition, processing and analysis technique
    • Pannek K., Guzzetta A., Colditz P.B., Rose S.E. b. Diffusion MRI of the neonate brain: acquisition, processing and analysis technique. Pediatr. Radiol. 2012, 42:1169-1182.
    • (2012) Pediatr. Radiol. , vol.42 , pp. 1169-1182
    • Pannek, K.1    Guzzetta, A.2    Colditz, P.B.3    Rose, S.E.4
  • 66
    • 0000325341 scopus 로고
    • On lines and planes of closest fit to systems of points in space
    • Pearson K. On lines and planes of closest fit to systems of points in space. Philos. Mag. 1901, 2:559-572.
    • (1901) Philos. Mag. , vol.2 , pp. 559-572
    • Pearson, K.1
  • 67
    • 13844284198 scopus 로고    scopus 로고
    • Update of neuropathology and neurological recovery after traumatic brain injury (review)
    • Povlishock J.T., Katz D.I. Update of neuropathology and neurological recovery after traumatic brain injury (review). J. Head Trauma Rehabil. 2005, 20:76-79.
    • (2005) J. Head Trauma Rehabil. , vol.20 , pp. 76-79
    • Povlishock, J.T.1    Katz, D.I.2
  • 68
    • 77249100186 scopus 로고    scopus 로고
    • Identifying population differences in whole-brain structural networks: a machine learning approach
    • Robinson E.C., Hammers A., Ericsson A., Edwards A.D., Rueckert D. Identifying population differences in whole-brain structural networks: a machine learning approach. NeuroImage 2010, 50:910-919.
    • (2010) NeuroImage , vol.50 , pp. 910-919
    • Robinson, E.C.1    Hammers, A.2    Ericsson, A.3    Edwards, A.D.4    Rueckert, D.5
  • 69
    • 0345742636 scopus 로고    scopus 로고
    • Comprehensive approach for correction of motion and distortion in diffusion-weighted MRI
    • Rohde G., Barnett A., Basser P., Marenco S., Pierpaoli C. Comprehensive approach for correction of motion and distortion in diffusion-weighted MRI. Magn. Reson. Med. 2004, 51:103-114.
    • (2004) Magn. Reson. Med. , vol.51 , pp. 103-114
    • Rohde, G.1    Barnett, A.2    Basser, P.3    Marenco, S.4    Pierpaoli, C.5
  • 70
    • 84855424656 scopus 로고    scopus 로고
    • Direct evidence of intra- and interhemispheric corticomotor network degeneration in amyotrophic lateral sclerosis: an automated MRI structural connectivity study
    • Rose S., Pannek K., Bell C., Baumann F., Hutchinson N., Coulthard A., McCombe P., Henderson R. Direct evidence of intra- and interhemispheric corticomotor network degeneration in amyotrophic lateral sclerosis: an automated MRI structural connectivity study. NeuroImage 2012, 59:2661-2669.
    • (2012) NeuroImage , vol.59 , pp. 2661-2669
    • Rose, S.1    Pannek, K.2    Bell, C.3    Baumann, F.4    Hutchinson, N.5    Coulthard, A.6    McCombe, P.7    Henderson, R.8
  • 71
    • 84863336235 scopus 로고    scopus 로고
    • Embracing chaos: the scope and importance of clinical and pathological heterogeneity in mTBI
    • Rosenbaum S.B., Lipton M.L. Embracing chaos: the scope and importance of clinical and pathological heterogeneity in mTBI. Brain Imaging Behav. 2012, 6:255-282.
    • (2012) Brain Imaging Behav. , vol.6 , pp. 255-282
    • Rosenbaum, S.B.1    Lipton, M.L.2
  • 72
    • 84864139087 scopus 로고    scopus 로고
    • Age-specific MRI templates for pediatric neuroimaging
    • Sanchez C., Richards J., Almli C. Age-specific MRI templates for pediatric neuroimaging. Dev. Neuropsychol. 2012, 37:379-399.
    • (2012) Dev. Neuropsychol. , vol.37 , pp. 379-399
    • Sanchez, C.1    Richards, J.2    Almli, C.3
  • 74
    • 0031987382 scopus 로고    scopus 로고
    • A nonparametric method for automatic correction of intensity nonuniformity in MRI data
    • Sled J., Zijdenbos A., Evans A. A nonparametric method for automatic correction of intensity nonuniformity in MRI data. IEEE Trans. Med. Imaging 1998, 17:87-97.
    • (1998) IEEE Trans. Med. Imaging , vol.17 , pp. 87-97
    • Sled, J.1    Zijdenbos, A.2    Evans, A.3
  • 75
    • 84863535517 scopus 로고    scopus 로고
    • Anatomically-constrained tractography: improved diffusion MRI streamlines tractography through effective use of anatomical information
    • Smith R., Tournier J.D., Calamante F., Connelly A. Anatomically-constrained tractography: improved diffusion MRI streamlines tractography through effective use of anatomical information. NeuroImage 2012, 63:1924-1938.
    • (2012) NeuroImage , vol.63 , pp. 1924-1938
    • Smith, R.1    Tournier, J.D.2    Calamante, F.3    Connelly, A.4
  • 76
    • 84871485877 scopus 로고    scopus 로고
    • SIFT: spherical-deconvolution informed filtering of tractograms
    • Smith R., Tournier J.D., Calamante F., Connelly A. SIFT: spherical-deconvolution informed filtering of tractograms. NeuroImage 2013, 67:298-312.
    • (2013) NeuroImage , vol.67 , pp. 298-312
    • Smith, R.1    Tournier, J.D.2    Calamante, F.3    Connelly, A.4
  • 77
    • 84910045464 scopus 로고    scopus 로고
    • The effects of SIFT on the reproducibility and biological accuracy of the structural connectome
    • Smith R., Tournier J.D., Calamante F., Connelly A. The effects of SIFT on the reproducibility and biological accuracy of the structural connectome. NeuroImage 2015, 104:253-265.
    • (2015) NeuroImage , vol.104 , pp. 253-265
    • Smith, R.1    Tournier, J.D.2    Calamante, F.3    Connelly, A.4
  • 78
  • 79
    • 84883290307 scopus 로고    scopus 로고
    • Update on mild traumatic brain injury: neuropathology and structural imaging
    • Taber K., Hurley R. Update on mild traumatic brain injury: neuropathology and structural imaging. J. Neuropsychiatry Clin. Neurosci. 2013, 25:1-5.
    • (2013) J. Neuropsychiatry Clin. Neurosci. , vol.25 , pp. 1-5
    • Taber, K.1    Hurley, R.2
  • 81
    • 7444257398 scopus 로고    scopus 로고
    • Direct estimation of the fiber orientation density function from diffusion-weighted MRI data using spherical deconvolution
    • Tournier J.D., Calamante F., Gadian D.G., Connelly A. Direct estimation of the fiber orientation density function from diffusion-weighted MRI data using spherical deconvolution. NeuroImage 2004, 23:1176-1185.
    • (2004) NeuroImage , vol.23 , pp. 1176-1185
    • Tournier, J.D.1    Calamante, F.2    Gadian, D.G.3    Connelly, A.4
  • 82
    • 34147121196 scopus 로고    scopus 로고
    • Robust determination of the fibre orientation distribution in diffusion MRI: non-negativity constrained super-resolved spherical deconvolution
    • Tournier J.D., Calamante F., Connelly A. Robust determination of the fibre orientation distribution in diffusion MRI: non-negativity constrained super-resolved spherical deconvolution. NeuroImage 2007, 35:1459-1472.
    • (2007) NeuroImage , vol.35 , pp. 1459-1472
    • Tournier, J.D.1    Calamante, F.2    Connelly, A.3
  • 87
    • 0010864753 scopus 로고
    • Pattern recognition using generalized portrait method
    • Vapnik V., Lerner A. Pattern recognition using generalized portrait method. Autom. Remote. Control. 1963, 24.
    • (1963) Autom. Remote. Control. , pp. 24
    • Vapnik, V.1    Lerner, A.2
  • 88
    • 84871812924 scopus 로고    scopus 로고
    • Decreased fractional anisotropy evaluated using tract-based spatial statistics and correlated with cognitive dysfunction in patients with mild traumatic brain injury in the chronic stage
    • Wada T., Asano Y., Shinoda J. Decreased fractional anisotropy evaluated using tract-based spatial statistics and correlated with cognitive dysfunction in patients with mild traumatic brain injury in the chronic stage. Brain 2012, 33:2117-2122.
    • (2012) Brain , vol.33 , pp. 2117-2122
    • Wada, T.1    Asano, Y.2    Shinoda, J.3
  • 90
    • 84861329782 scopus 로고    scopus 로고
    • Combined structural and resting-state functional MRI analysis of sexual dimorphism in the young adult human brain: an MVPA approach
    • Wang L., Shen H., Tang F., Zang Y., Hu D. Combined structural and resting-state functional MRI analysis of sexual dimorphism in the young adult human brain: an MVPA approach. NeuroImage 2012, 61:931-940.
    • (2012) NeuroImage , vol.61 , pp. 931-940
    • Wang, L.1    Shen, H.2    Tang, F.3    Zang, Y.4    Hu, D.5
  • 91
    • 33947681244 scopus 로고    scopus 로고
    • Diffusion tensor imaging in the corpus callosum in children after moderate to severe traumatic brain injury
    • Wilde E.A., Chu Z., Bigler E.D., et al. Diffusion tensor imaging in the corpus callosum in children after moderate to severe traumatic brain injury. J. Neurotrauma 2006, 23:1412-1426.
    • (2006) J. Neurotrauma , vol.23 , pp. 1412-1426
    • Wilde, E.A.1    Chu, Z.2    Bigler, E.D.3
  • 92
    • 34247147898 scopus 로고    scopus 로고
    • Diffuse axonal injury in severe traumatic brain injury visualized using high-resolution diffusion tensor imaging
    • Xu J., Rasmussen I.A., Lagopoulos J., Haberg A. Diffuse axonal injury in severe traumatic brain injury visualized using high-resolution diffusion tensor imaging. J. Neurotrauma 2007, 24:753-765.
    • (2007) J. Neurotrauma , vol.24 , pp. 753-765
    • Xu, J.1    Rasmussen, I.A.2    Lagopoulos, J.3    Haberg, A.4
  • 93
    • 84899090073 scopus 로고    scopus 로고
    • Diffusion tensor imaging and its application to traumatic brain injury: basic principles and recent advances
    • Yeh P.H., Oakes T.R., Riedy G. Diffusion tensor imaging and its application to traumatic brain injury: basic principles and recent advances. Open J. Med. Images 2012, 2:137-161.
    • (2012) Open J. Med. Images , vol.2 , pp. 137-161
    • Yeh, P.H.1    Oakes, T.R.2    Riedy, G.3
  • 94
    • 77957324650 scopus 로고    scopus 로고
    • Network-based statistic: identifying differences in brain networks
    • Zalesky A., Fornito A., Bullmore E.T. Network-based statistic: identifying differences in brain networks. NeuroImage 2010, 53:1197-1207.
    • (2010) NeuroImage , vol.53 , pp. 1197-1207
    • Zalesky, A.1    Fornito, A.2    Bullmore, E.T.3
  • 95
    • 84894362985 scopus 로고    scopus 로고
    • A machine learning approach to automated structural network analysis: application to neonatal encephalopathy
    • Ziv E., Tymofiyeva O., Ferriero D.M., Barkovich A.J., Hess C.P., Xu D. A machine learning approach to automated structural network analysis: application to neonatal encephalopathy. PLoS One 2013, 8.
    • (2013) PLoS One , vol.8
    • Ziv, E.1    Tymofiyeva, O.2    Ferriero, D.M.3    Barkovich, A.J.4    Hess, C.P.5    Xu, D.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.