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Volumn 48, Issue , 2015, Pages 21-28

Cortical feature analysis and machine learning improves detection of "MRI-negative" focal cortical dysplasia

Author keywords

Epilepsy; Focal cortical dysplasia; Machine learning; Structural MRI

Indexed keywords

ADOLESCENT; ADULT; AGED; ANATOMICAL VARIATION; ARTICLE; AUTOMATION; BRAIN REGION; CLINICAL ARTICLE; CONTROLLED STUDY; CORTICAL DYSPLASIA; DIAGNOSTIC ACCURACY; FEMALE; HISTOPATHOLOGY; HUMAN; IMAGE ANALYSIS; IMAGE PROCESSING; IMAGE QUALITY; LEARNING ALGORITHM; MACHINE LEARNING; MALE; MORPHOMETRICS; NEUROIMAGING; NUCLEAR MAGNETIC RESONANCE IMAGING; SENSITIVITY ANALYSIS; CHILD; EPILEPSY; HEAD; PATHOLOGY; PRESCHOOL CHILD; PROCEDURES; YOUNG ADULT;

EID: 84930618317     PISSN: 15255050     EISSN: 15255069     Source Type: Journal    
DOI: 10.1016/j.yebeh.2015.04.055     Document Type: Article
Times cited : (76)

References (52)
  • 1
    • 0034598762 scopus 로고    scopus 로고
    • Early identification of refractory epilepsy
    • Kwan P., Brodie M.J. Early identification of refractory epilepsy. N Engl J Med 2000, 342(5):314-319.
    • (2000) N Engl J Med , vol.342 , Issue.5 , pp. 314-319
    • Kwan, P.1    Brodie, M.J.2
  • 2
    • 18744397555 scopus 로고    scopus 로고
    • Long-term seizure outcomes following epilepsy surgery: a systematic review and meta-analysis
    • Tellez-Zenteno J.F., Dhar R., Wiebe S. Long-term seizure outcomes following epilepsy surgery: a systematic review and meta-analysis. Brain 2005, 128(Pt 5):1188-1198.
    • (2005) Brain , vol.128 , pp. 1188-1198
    • Tellez-Zenteno, J.F.1    Dhar, R.2    Wiebe, S.3
  • 3
    • 0037389721 scopus 로고    scopus 로고
    • Epilepsy surgery, delays and referral patterns-are all your epilepsy patients controlled?
    • Benbadis S.R., Heriaud L., Tatum W.O., Vale F.L. Epilepsy surgery, delays and referral patterns-are all your epilepsy patients controlled?. Seizure 2003, 12(3):167-170.
    • (2003) Seizure , vol.12 , Issue.3 , pp. 167-170
    • Benbadis, S.R.1    Heriaud, L.2    Tatum, W.O.3    Vale, F.L.4
  • 4
    • 46549083015 scopus 로고    scopus 로고
    • A survey of neurologists' views on epilepsy surgery and medically refractory epilepsy
    • Hakimi A.S., Spanaki M.V., Schuh L.A., Smith B.J., Schultz L. A survey of neurologists' views on epilepsy surgery and medically refractory epilepsy. Epilepsy Behav 2008, 13(1):96-101.
    • (2008) Epilepsy Behav , vol.13 , Issue.1 , pp. 96-101
    • Hakimi, A.S.1    Spanaki, M.V.2    Schuh, L.A.3    Smith, B.J.4    Schultz, L.5
  • 5
    • 0035110971 scopus 로고    scopus 로고
    • Malformations of cortical development and epilepsy
    • Kuzniecky R.I., Barkovich A.J. Malformations of cortical development and epilepsy. Brain Dev 2001, 23(1):2-11.
    • (2001) Brain Dev , vol.23 , Issue.1 , pp. 2-11
    • Kuzniecky, R.I.1    Barkovich, A.J.2
  • 6
    • 66849115589 scopus 로고    scopus 로고
    • Assessment and surgical outcomes for mild type I and severe type II cortical dysplasia: a critical review and the UCLA experience
    • Lerner J.T., Salamon N., Hauptman J.S., Velasco T.R., Hemb M., Wu J.Y., et al. Assessment and surgical outcomes for mild type I and severe type II cortical dysplasia: a critical review and the UCLA experience. Epilepsia 2009, 50(6):1310-1335.
    • (2009) Epilepsia , vol.50 , Issue.6 , pp. 1310-1335
    • Lerner, J.T.1    Salamon, N.2    Hauptman, J.S.3    Velasco, T.R.4    Hemb, M.5    Wu, J.Y.6
  • 7
    • 84857032036 scopus 로고    scopus 로고
    • Neuropathologic measurements in focal cortical dysplasias: validation of the ILAE 2011 classification system and diagnostic implications for MRI
    • Muhlebner A.R., Coras R., Kobow C.K., Feucht M., Czech T., Stefan H., et al. Neuropathologic measurements in focal cortical dysplasias: validation of the ILAE 2011 classification system and diagnostic implications for MRI. Acta Neuropathol 2012, 123(2):259-272.
    • (2012) Acta Neuropathol , vol.123 , Issue.2 , pp. 259-272
    • Muhlebner, A.R.1    Coras, R.2    Kobow, C.K.3    Feucht, M.4    Czech, T.5    Stefan, H.6
  • 10
    • 67650790569 scopus 로고    scopus 로고
    • Intracranial electroencephalography seizure onset patterns and surgical outcomes in nonlesional extratemporal epilepsy
    • Wetjen N.M., Marsh W.R., Meyer F.B., Cascino G.D., So E., Britton J.W., et al. Intracranial electroencephalography seizure onset patterns and surgical outcomes in nonlesional extratemporal epilepsy. J Neurosurg 2009, 110(6):1147-1152.
    • (2009) J Neurosurg , vol.110 , Issue.6 , pp. 1147-1152
    • Wetjen, N.M.1    Marsh, W.R.2    Meyer, F.B.3    Cascino, G.D.4    So, E.5    Britton, J.W.6
  • 11
    • 0036280271 scopus 로고    scopus 로고
    • Detection and localization of focal cortical dysplasia by vertex-based 3-D MRI analysis
    • Kassubek J., Huppertz H.J., Spreer J., Schulze-Bonhage A. Detection and localization of focal cortical dysplasia by vertex-based 3-D MRI analysis. Epilepsia 2002, 43(6):596-602.
    • (2002) Epilepsia , vol.43 , Issue.6 , pp. 596-602
    • Kassubek, J.1    Huppertz, H.J.2    Spreer, J.3    Schulze-Bonhage, A.4
  • 13
    • 33745251059 scopus 로고    scopus 로고
    • Vertex-based morphometry reveals excess gray matter concentration in patients with focal cortical dysplasia
    • Bonilha L., Montenegro M.A., Rorden C., Castellano G., Guerreiro M.M., Cendes F., et al. Vertex-based morphometry reveals excess gray matter concentration in patients with focal cortical dysplasia. Epilepsia 2006, 47(5):908-915.
    • (2006) Epilepsia , vol.47 , Issue.5 , pp. 908-915
    • Bonilha, L.1    Montenegro, M.A.2    Rorden, C.3    Castellano, G.4    Guerreiro, M.M.5    Cendes, F.6
  • 14
    • 84861904597 scopus 로고    scopus 로고
    • The role of voxel-based morphometry in the detection of cortical dysplasia within the temporal pole in patients with intractable mesial temporal lobe epilepsy
    • Pail M., Mareček R., Hermanová M., Slaná B., Tyrlíková I., Kuba R., et al. The role of voxel-based morphometry in the detection of cortical dysplasia within the temporal pole in patients with intractable mesial temporal lobe epilepsy. Epilepsia 2012, 53(6):1004-1012.
    • (2012) Epilepsia , vol.53 , Issue.6 , pp. 1004-1012
    • Pail, M.1    Mareček, R.2    Hermanová, M.3    Slaná, B.4    Tyrlíková, I.5    Kuba, R.6
  • 18
    • 0032769093 scopus 로고    scopus 로고
    • Cortical surface-based analysis. I. Segmentation and surface reconstruction
    • Dale A.M., Fischl B., Sereno M.I. Cortical surface-based analysis. I. Segmentation and surface reconstruction. Neuroimage 1999, 9(2):179-194.
    • (1999) Neuroimage , vol.9 , Issue.2 , pp. 179-194
    • Dale, A.M.1    Fischl, B.2    Sereno, M.I.3
  • 19
    • 0034718613 scopus 로고    scopus 로고
    • Measuring the thickness of the human cerebral cortex from magnetic resonance images
    • Fischl B., Dale A.M. Measuring the thickness of the human cerebral cortex from magnetic resonance images. Proc Natl Acad Sci U S A 2000, 97(20):11050-11055.
    • (2000) Proc Natl Acad Sci U S A , vol.97 , Issue.20 , pp. 11050-11055
    • Fischl, B.1    Dale, A.M.2
  • 20
    • 0032799993 scopus 로고    scopus 로고
    • Cortical surface-based analysis. II: inflation, flattening, and a surface-based coordinate system
    • Fischl B., Sereno M.I., Dale A.M. Cortical surface-based analysis. II: inflation, flattening, and a surface-based coordinate system. Neuroimage 1999, 9(2):195-207.
    • (1999) Neuroimage , vol.9 , Issue.2 , pp. 195-207
    • Fischl, B.1    Sereno, M.I.2    Dale, A.M.3
  • 21
    • 80054953401 scopus 로고    scopus 로고
    • Individual differences in verbal abilities associated with regional blurring of the left gray and white matter boundary
    • Blackmon K., Halgren E., Barr W.B., Carlson C., Devinsky O., DuBois J., et al. Individual differences in verbal abilities associated with regional blurring of the left gray and white matter boundary. J Neurosci 2011, 31(43):15257-15263.
    • (2011) J Neurosci , vol.31 , Issue.43 , pp. 15257-15263
    • Blackmon, K.1    Halgren, E.2    Barr, W.B.3    Carlson, C.4    Devinsky, O.5    DuBois, J.6
  • 22
    • 58149116681 scopus 로고    scopus 로고
    • Small focal cortical dysplasia lesions are located at the bottom of a deep sulcus
    • Besson P., Andermann F., Dubeau F., Bernasconi A. Small focal cortical dysplasia lesions are located at the bottom of a deep sulcus. Brain 2008, 131(Pt 12):3246-3255.
    • (2008) Brain , vol.131 , pp. 3246-3255
    • Besson, P.1    Andermann, F.2    Dubeau, F.3    Bernasconi, A.4
  • 23
    • 46949090779 scopus 로고    scopus 로고
    • A methodology for analyzing curvature in the developing brain from preterm to adult
    • Pienaar R., Fischl B., Caviness B., Makris N., Grant P.E. A methodology for analyzing curvature in the developing brain from preterm to adult. Int J Imaging Syst Technol 2008, 18(1):42-68.
    • (2008) Int J Imaging Syst Technol , vol.18 , Issue.1 , pp. 42-68
    • Pienaar, R.1    Fischl, B.2    Caviness, B.3    Makris, N.4    Grant, P.E.5
  • 24
    • 0034785563 scopus 로고    scopus 로고
    • Computational neuroanatomy: new perspectives for neuroradiology
    • Good C.D., Ashburner J., Frackowiak R.S. Computational neuroanatomy: new perspectives for neuroradiology. Rev Neurol 2001, 157(8-9 Pt1):797-806.
    • (2001) Rev Neurol , vol.157 , Issue.8-9 , pp. 797-806
    • Good, C.D.1    Ashburner, J.2    Frackowiak, R.S.3
  • 25
    • 0036425968 scopus 로고    scopus 로고
    • Improved optimisation for the robust and accurate linear registration and motion correction of brain images
    • Jenkinson M., Bannister P, Brady M., Smith S. Improved optimisation for the robust and accurate linear registration and motion correction of brain images. Neuroimage 2002, 17(2):825-841.
    • (2002) Neuroimage , vol.17 , Issue.2 , pp. 825-841
    • Jenkinson, M.1    Bannister, P.2    Brady, M.3    Smith, S.4
  • 26
    • 79951531923 scopus 로고    scopus 로고
    • Detection of epileptogenic cortical malformations with surface-based MRI morphometry
    • Thesen T., Quinn B.T., Carlson C., Devinsky O., DuBois J., McDonald C.R., et al. Detection of epileptogenic cortical malformations with surface-based MRI morphometry. PLoS One 2011, 6(2):e16430.
    • (2011) PLoS One , vol.6 , Issue.2 , pp. e16430
    • Thesen, T.1    Quinn, B.T.2    Carlson, C.3    Devinsky, O.4    DuBois, J.5    McDonald, C.R.6
  • 27
    • 33750732995 scopus 로고    scopus 로고
    • Smoothing and cluster thresholding for cortical surface-based group analysis of fMRI data
    • Hagler D.J., Saygin A.P., Sereno M.I. Smoothing and cluster thresholding for cortical surface-based group analysis of fMRI data. Neuroimage 2006, 33(4):1093-1103.
    • (2006) Neuroimage , vol.33 , Issue.4 , pp. 1093-1103
    • Hagler, D.J.1    Saygin, A.P.2    Sereno, M.I.3
  • 28
    • 0036345752 scopus 로고    scopus 로고
    • Focal cortical dysplasia: neuropathological subtypes, EEG, neuroimaging and surgical outcome
    • Tassi L., Colombo N., Garbelli R., Francione S., Lo Russo G., Mai R., et al. Focal cortical dysplasia: neuropathological subtypes, EEG, neuroimaging and surgical outcome. Brain 2002, 125(8):1719-1732.
    • (2002) Brain , vol.125 , Issue.8 , pp. 1719-1732
    • Tassi, L.1    Colombo, N.2    Garbelli, R.3    Francione, S.4    Lo Russo, G.5    Mai, R.6
  • 29
    • 33845536164 scopus 로고    scopus 로고
    • The class imbalance problem: a systematic study
    • Japkowicz N., Stephen S. The class imbalance problem: a systematic study. Intell Data Anal 2002, 6(5):429-449.
    • (2002) Intell Data Anal , vol.6 , Issue.5 , pp. 429-449
    • Japkowicz, N.1    Stephen, S.2
  • 30
    • 0000046054 scopus 로고    scopus 로고
    • Identifying mislabeled training data
    • Brodley C.E., Friedl M. Identifying mislabeled training data. J AI Res 1999, 11:131-167.
    • (1999) J AI Res , vol.11 , pp. 131-167
    • Brodley, C.E.1    Friedl, M.2
  • 31
    • 0034987260 scopus 로고    scopus 로고
    • Texture analysis and morphological processing of magnetic resonance imaging assist detection of focal cortical dysplasia in extratemporal partial epilepsy
    • Bernasconi A., Antel S.B., Collins D.L., Bernasconi N., Olivier A., Dubeau F., et al. Texture analysis and morphological processing of magnetic resonance imaging assist detection of focal cortical dysplasia in extratemporal partial epilepsy. Ann Neurol 2001, 49:770-775.
    • (2001) Ann Neurol , vol.49 , pp. 770-775
    • Bernasconi, A.1    Antel, S.B.2    Collins, D.L.3    Bernasconi, N.4    Olivier, A.5    Dubeau, F.6
  • 32
    • 0036935072 scopus 로고    scopus 로고
    • Computational models of MRI characteristics of focal cortical dysplasia improve lesion detection
    • Antel S.B., Bernasconi A., Bernasconi N., Collins D.L., Kearney R.E., Shinghal R., et al. Computational models of MRI characteristics of focal cortical dysplasia improve lesion detection. Neuroimage 2002, 17:1755-1760.
    • (2002) Neuroimage , vol.17 , pp. 1755-1760
    • Antel, S.B.1    Bernasconi, A.2    Bernasconi, N.3    Collins, D.L.4    Kearney, R.E.5    Shinghal, R.6
  • 35
    • 47949099050 scopus 로고    scopus 로고
    • Mapping limbic network organization in temporal lobe epilepsy using morphometric correlations: insights on the relation between mesiotemporal connectivity and cortical atrophy
    • Bernhardt B.C., Worsley K.J., Besson P., Concha L., Lerch J.P., Evans A.C., et al. Mapping limbic network organization in temporal lobe epilepsy using morphometric correlations: insights on the relation between mesiotemporal connectivity and cortical atrophy. Neuroimage 2008, 42(2):515-524.
    • (2008) Neuroimage , vol.42 , Issue.2 , pp. 515-524
    • Bernhardt, B.C.1    Worsley, K.J.2    Besson, P.3    Concha, L.4    Lerch, J.P.5    Evans, A.C.6
  • 36
    • 64049093691 scopus 로고    scopus 로고
    • Widespread neocortical abnormalities in temporal lobe epilepsy with and without mesial sclerosis
    • Mueller S.G., Laxer K.D., Barakos J., Cheong I., Garcia P., Weiner M.W. Widespread neocortical abnormalities in temporal lobe epilepsy with and without mesial sclerosis. Neuroimage 2009, 46(2):353-359.
    • (2009) Neuroimage , vol.46 , Issue.2 , pp. 353-359
    • Mueller, S.G.1    Laxer, K.D.2    Barakos, J.3    Cheong, I.4    Garcia, P.5    Weiner, M.W.6
  • 41
    • 0042925680 scopus 로고    scopus 로고
    • Automated detection of focal cortical dysplasia lesions using computational models of their MRI characteristics and texture analysis
    • Antel S.B., Collins D.L., Bernasconi N., Andermann F., Shinghal R., Kearney R.E., et al. Automated detection of focal cortical dysplasia lesions using computational models of their MRI characteristics and texture analysis. Neuroimage 2003, 19(4):1748-1759.
    • (2003) Neuroimage , vol.19 , Issue.4 , pp. 1748-1759
    • Antel, S.B.1    Collins, D.L.2    Bernasconi, N.3    Andermann, F.4    Shinghal, R.5    Kearney, R.E.6
  • 42
    • 0000250265 scopus 로고
    • Measures of the amount of ecologic association between species
    • Dice L.R. Measures of the amount of ecologic association between species. Ecology 1945, 26(3):297-302.
    • (1945) Ecology , vol.26 , Issue.3 , pp. 297-302
    • Dice, L.R.1
  • 43
    • 0028724624 scopus 로고
    • Morphometric analysis of white matter lesions in MR images: method and validation
    • Zijdenbos A.P., Dawant B.M., Margolin R.A., Palmer A.C. Morphometric analysis of white matter lesions in MR images: method and validation. IEEE Tran Med Imag 1994, 13(4):716-724.
    • (1994) IEEE Tran Med Imag , vol.13 , Issue.4 , pp. 716-724
    • Zijdenbos, A.P.1    Dawant, B.M.2    Margolin, R.A.3    Palmer, A.C.4
  • 44
    • 0942265691 scopus 로고    scopus 로고
    • Statistical validation of image segmentation quality based on a spatial overlap index
    • Zou K.H., Warfield S.K., Bharatha A., Tempany C.M., Kaus M.R., Haker S.J., et al. Statistical validation of image segmentation quality based on a spatial overlap index. Acad Radiol 2004, 11(2):178-189.
    • (2004) Acad Radiol , vol.11 , Issue.2 , pp. 178-189
    • Zou, K.H.1    Warfield, S.K.2    Bharatha, A.3    Tempany, C.M.4    Kaus, M.R.5    Haker, S.J.6
  • 46
    • 84859802307 scopus 로고    scopus 로고
    • Cause matters: a neuropathological challenge to human epilepsies
    • Blumcke I., Spreafico Cause matters: a neuropathological challenge to human epilepsies. Brain Pathol 2012, 22:347-349.
    • (2012) Brain Pathol , vol.22 , pp. 347-349
    • Blumcke, I.1    Spreafico2
  • 47
    • 0034065275 scopus 로고    scopus 로고
    • Surgery for malformations of cortical development causing epilepsy
    • Sisodiya S.M. Surgery for malformations of cortical development causing epilepsy. Brain 2000, 123(6):1075-1091.
    • (2000) Brain , vol.123 , Issue.6 , pp. 1075-1091
    • Sisodiya, S.M.1
  • 48
    • 8144221883 scopus 로고    scopus 로고
    • Surgery for focal cortical dysplasia
    • Sisodiya S.M. Surgery for focal cortical dysplasia. Brain 2004, 127(11):2383-2384.
    • (2004) Brain , vol.127 , Issue.11 , pp. 2383-2384
    • Sisodiya, S.M.1
  • 49
    • 69149101929 scopus 로고    scopus 로고
    • Epilepsy surgery outcomes in temporal lobe epilepsy with a normal MRI
    • Bell M.L., Rao S., So E.L., Trenerry M., Kazemi N., Stead S.M., et al. Epilepsy surgery outcomes in temporal lobe epilepsy with a normal MRI. Epilepsia 2009, 50(9):2053-2060.
    • (2009) Epilepsia , vol.50 , Issue.9 , pp. 2053-2060
    • Bell, M.L.1    Rao, S.2    So, E.L.3    Trenerry, M.4    Kazemi, N.5    Stead, S.M.6
  • 50
    • 84864656611 scopus 로고    scopus 로고
    • Blurring in patients with temporal lobe epilepsy: clinical, high-field imaging and ultrastructural study
    • Garbelli R., Milesi G., Medici V., Villani F., Didato G., Deleo F. Blurring in patients with temporal lobe epilepsy: clinical, high-field imaging and ultrastructural study. Brain 2012, 135:2337-2349.
    • (2012) Brain , vol.135 , pp. 2337-2349
    • Garbelli, R.1    Milesi, G.2    Medici, V.3    Villani, F.4    Didato, G.5    Deleo, F.6
  • 52
    • 78651274775 scopus 로고    scopus 로고
    • The clinicopathologic spectrum of focal cortical dysplasias: a consensus classification proposed by an ad hoc Task Force of the ILAE Diagnostic Methods Commission
    • Blumcke I., Thom M., Aronica E., Armstrong D.D., Vinters H.V., Palmini A., et al. The clinicopathologic spectrum of focal cortical dysplasias: a consensus classification proposed by an ad hoc Task Force of the ILAE Diagnostic Methods Commission. Epilepsia 2011, 52(1):158-174.
    • (2011) Epilepsia , vol.52 , Issue.1 , pp. 158-174
    • Blumcke, I.1    Thom, M.2    Aronica, E.3    Armstrong, D.D.4    Vinters, H.V.5    Palmini, A.6


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