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Volumn 23, Issue 1, 2013, Pages 12-19

Differentiation between Parkinson disease and other forms of Parkinsonism using support vector machine analysis of susceptibility-weighted imaging (SWI): Initial results

Author keywords

Brain iron deposition; Early diagnosis; Parkinson disease; SVM; SWI

Indexed keywords

IOFLUPANE I 123;

EID: 84871285096     PISSN: 09387994     EISSN: 14321084     Source Type: Journal    
DOI: 10.1007/s00330-012-2579-y     Document Type: Article
Times cited : (77)

References (40)
  • 1
    • 67650091951 scopus 로고    scopus 로고
    • Age-related iron deposition in the basal ganglia: Quantitative analysis in healthy subjects
    • 19561255 10.1148/radiol.2522081399
    • Aquino D, Bizzi A, Grisoli M et al (2009) Age-related iron deposition in the basal ganglia: quantitative analysis in healthy subjects. Radiology 252:165-172
    • (2009) Radiology , vol.252 , pp. 165-172
    • Aquino, D.1    Bizzi, A.2    Grisoli, M.3
  • 2
    • 4043144143 scopus 로고    scopus 로고
    • Neurodegenerative disease and iron storage in the brain
    • DOI 10.1097/01.wco.0000137534.61244.d1
    • Thomas M, Jankovic J (2004) Neurodegenerative disease and iron storage in the brain. Curr Opin Neurol 17:437-442 (Pubitemid 39071420)
    • (2004) Current Opinion in Neurology , vol.17 , Issue.4 , pp. 437-442
    • Thomas, M.1    Jankovic, J.2
  • 3
    • 75149152568 scopus 로고    scopus 로고
    • Increased iron and free radical generation in preclinical Alzheimer disease and mild cognitive impairment
    • 20061651
    • Smith MA, Zhu X, Tabaton M et al (2010) Increased iron and free radical generation in preclinical Alzheimer disease and mild cognitive impairment. J Alzheimers Dis 19:363-372
    • (2010) J Alzheimers Dis , vol.19 , pp. 363-372
    • Smith, M.A.1    Zhu, X.2    Tabaton, M.3
  • 5
    • 78649658554 scopus 로고    scopus 로고
    • Cerebral microhemorrhage and iron deposition in mild cognitive impairment: Susceptibility-weighted MR imaging assessment
    • 20923870 10.1148/radiol.10100612
    • Haller S, Bartsch A, Nguyen D et al (2010) Cerebral microhemorrhage and iron deposition in mild cognitive impairment: susceptibility-weighted MR imaging assessment. Radiology 257:764-773
    • (2010) Radiology , vol.257 , pp. 764-773
    • Haller, S.1    Bartsch, A.2    Nguyen, D.3
  • 6
    • 0025821265 scopus 로고
    • Alterations in the levels of iron, ferritin and other trace metals in Parkinson's disease and other neurodegenerative diseases affecting the basal ganglia
    • 1832073 10.1093/brain/114.4.1953
    • Dexter DT, Carayon A, Javoy-Agid F et al (1991) Alterations in the levels of iron, ferritin and other trace metals in Parkinson's disease and other neurodegenerative diseases affecting the basal ganglia. Brain 114:1953-1975
    • (1991) Brain , vol.114 , pp. 1953-1975
    • Dexter, D.T.1    Carayon, A.2    Javoy-Agid, F.3
  • 7
    • 0027497409 scopus 로고
    • The possible role of iron in the etiopathology of Parkinson's disease
    • DOI 10.1002/mds.870080102
    • Youdim MB, Ben-Shachar D, Riederer P (1993) The possible role of iron in the etiopathology of Parkinson's disease. Mov Disord 8:1-12 (Pubitemid 23039223)
    • (1993) Movement Disorders , vol.8 , Issue.1 , pp. 1-12
    • Youdim, M.B.H.1    Ben-Shachar, D.2    Riederer, P.3
  • 9
    • 0036845242 scopus 로고    scopus 로고
    • The substantia nigra in Parkinson disease: Proton density-weighted spin-echo and fast short inversion time inversion-recovery MR findings
    • Oikawa H, Sasaki M, Tamakawa Y et al (2002) The substantia nigra in Parkinson disease: proton density-weighted spin-echo and fast short inversion time inversion-recovery MR findings. AJNR Am J Neuroradiol 23:1747-1756 (Pubitemid 35304115)
    • (2002) American Journal of Neuroradiology , vol.23 , Issue.10 , pp. 1747-1756
    • Oikawa, H.1    Sasaki, M.2    Tamakawa, Y.3    Ehara, S.4    Tohyama, K.5
  • 10
    • 0036209085 scopus 로고    scopus 로고
    • The accuracy of diagnosis of parkinsonian syndromes in a specialist movement disorder service
    • Hughes AJ, Daniel SE, Ben-Shlomo Y et al (2002) The accuracy of diagnosis of parkinsonian syndromes in a specialist movement disorder service. Brain 125:861-870 (Pubitemid 34279780)
    • (2002) Brain , vol.125 , Issue.4 , pp. 861-870
    • Hughes, A.J.1    Daniel, S.E.2    Ben-Shlomo, Y.3    Lees, A.J.4
  • 11
    • 80055027261 scopus 로고    scopus 로고
    • Principles of classification analyses in mild cognitive impairment (MCI) and Alzheimer disease
    • 21971478 10.1177/1533317511412046
    • Haller S, Lovblad KO, Giannakopoulos P (2011) Principles of classification analyses in mild cognitive impairment (MCI) and Alzheimer disease. J Alzheimers Dis 26:389-394
    • (2011) J Alzheimers Dis , vol.26 , pp. 389-394
    • Haller, S.1    Lovblad, K.O.2    Giannakopoulos, P.3
  • 12
    • 33845703344 scopus 로고    scopus 로고
    • What is a support vector machine?
    • DOI 10.1038/nbt1206-1565, PII NBT12061565
    • Noble WS (2006) What is a support vector machine? Nat Biotechnol 24:1565-1567 (Pubitemid 44967481)
    • (2006) Nature Biotechnology , vol.24 , Issue.12 , pp. 1565-1567
    • Noble, W.S.1
  • 13
    • 0014082977 scopus 로고
    • Parkinsonism: Onset, progression and mortality
    • 6067254 10.1212/WNL.17.5.427 1:STN:280:DyaF2s7jvFSgsg%3D%3D
    • Hoehn MM, Yahr MD (1967) Parkinsonism: onset, progression and mortality. Neurology 17:427-442
    • (1967) Neurology , vol.17 , pp. 427-442
    • Hoehn, M.M.1    Yahr, M.D.2
  • 14
    • 0023262989 scopus 로고
    • MR signal abnormalities at 1.5 T in Alzheimer's dementia and normal aging
    • Fazekas F, Chawluk JB, Alavi A et al (1987) MR signal abnormalities at 1.5 T in Alzheimer's dementia and normal aging. AJR Am J Roentgenol 149:351-356 (Pubitemid 17104996)
    • (1987) American Journal of Roentgenology , vol.149 , Issue.2 , pp. 351-356
    • Fazekas, F.1    Chawluk, J.B.2    Alavi, A.3
  • 15
    • 78650009796 scopus 로고    scopus 로고
    • Utility of susceptibility-weighted MRI in differentiating Parkinson's disease and atypical parkinsonism
    • 20358367 10.1007/s00234-010-0677-6
    • Gupta D, Saini J, Kesavadas C et al (2010) Utility of susceptibility-weighted MRI in differentiating Parkinson's disease and atypical parkinsonism. Neuroradiology 52:1087-1094
    • (2010) Neuroradiology , vol.52 , pp. 1087-1094
    • Gupta, D.1    Saini, J.2    Kesavadas, C.3
  • 17
    • 55149112384 scopus 로고    scopus 로고
    • Threshold-free cluster enhancement: Addressing problems of smoothing, threshold dependence and localisation in cluster inference
    • 18501637 10.1016/j.neuroimage.2008.03.061
    • Smith SM, Nichols TE (2009) Threshold-free cluster enhancement: addressing problems of smoothing, threshold dependence and localisation in cluster inference. NeuroImage 44:83-98
    • (2009) NeuroImage , vol.44 , pp. 83-98
    • Smith, S.M.1    Nichols, T.E.2
  • 18
    • 78650630759 scopus 로고    scopus 로고
    • Individual prediction of cognitive decline in mild cognitive impairment using support vector machine-based analysis of diffusion tensor imaging data
    • 20847435
    • Haller S, Nguyen D, Rodriguez C et al (2010) Individual prediction of cognitive decline in mild cognitive impairment using support vector machine-based analysis of diffusion tensor imaging data. J Alzheimers Dis 22:315-327
    • (2010) J Alzheimers Dis , vol.22 , pp. 315-327
    • Haller, S.1    Nguyen, D.2    Rodriguez, C.3
  • 19
    • 0030735972 scopus 로고    scopus 로고
    • Overcoming the myopia of inductive learning algorithms with RELIEFF
    • Kononenko I, Šimec E, Robnik-Šikonja M (1997) Overcoming the myopia of inductive learning algorithms with RELIEFF. Appl Intell 7:39-55 (Pubitemid 127508778)
    • (1997) Applied Intelligence , vol.7 , Issue.1 , pp. 39-55
    • Kononenko, I.1    Simec, E.2    Robnik-Sikonja, M.3
  • 20
    • 0003120218 scopus 로고    scopus 로고
    • Sequential minimal optimization: A fast algorithm for training support vector machines
    • Platt J (1999) Sequential minimal optimization: A fast algorithm for training support vector machines. Advances in Kernel methods-support vector learning 208
    • (1999) Advances in Kernel Methods-support Vector Learning , vol.208
    • Platt, J.1
  • 22
    • 84858161322 scopus 로고    scopus 로고
    • Different iron-deposition patterns of multiple system atrophy with predominant parkinsonism and idiopathetic parkinson diseases demonstrated by phase-corrected susceptibility-weighted imaging
    • Wang Y, Butros S R, Shuai X et al (2011) Different iron-deposition patterns of multiple system atrophy with predominant parkinsonism and idiopathetic parkinson diseases demonstrated by phase-corrected susceptibility-weighted imaging. AJNR Am J Neuroradiol
    • (2011) AJNR Am J Neuroradiol
    • Wang, Y.1    Butros, S.R.2    Shuai, X.3
  • 23
    • 77955905072 scopus 로고    scopus 로고
    • Characterizing iron deposition in Parkinson's disease using susceptibility-weighted imaging: An in vivo MR study
    • 20303339 10.1016/j.brainres.2010.03.036 1:CAS:528:DC%2BC3cXltF2jtLg%3D
    • Zhang J, Zhang Y, Wang J et al (2010) Characterizing iron deposition in Parkinson's disease using susceptibility-weighted imaging: an in vivo MR study. Brain Res 1330:124-130
    • (2010) Brain Res , vol.1330 , pp. 124-130
    • Zhang, J.1    Zhang, Y.2    Wang, J.3
  • 24
    • 84871450023 scopus 로고    scopus 로고
    • Susceptibility-weighted imaging in detecting brain iron accumulation of Parkinson's disease
    • 21211325
    • Huang XM, Sun B, Xue YJ et al (2010) Susceptibility-weighted imaging in detecting brain iron accumulation of Parkinson's disease. Zhonghua Yi Xue Za Zhi 90:3054-3058
    • (2010) Zhonghua Yi Xue Za Zhi , vol.90 , pp. 3054-3058
    • Huang, X.M.1    Sun, B.2    Xue, Y.J.3
  • 25
    • 78650677642 scopus 로고    scopus 로고
    • Brain iron deposition and sequence characteristics in Parkinsonism: Comparison of SWI, T maps, T-weighted-, and FLAIR-SPACE
    • 20829707 10.1097/RLI.0b013e3181ec9c96 1:CAS:528:DC%2BC3cXhs1emt7jN
    • Rossi M, Ruottinen H, Elovaara I et al (2010) Brain iron deposition and sequence characteristics in Parkinsonism: comparison of SWI, T maps, T-weighted-, and FLAIR-SPACE. Invest Radiol 45:795-802
    • (2010) Invest Radiol , vol.45 , pp. 795-802
    • Rossi, M.1    Ruottinen, H.2    Elovaara, I.3
  • 26
    • 72349088723 scopus 로고    scopus 로고
    • Determination of brain iron content in patients with Parkinson's disease using magnetic susceptibility imaging
    • 19927171 10.1007/s12264-009-0225-8 1:CAS:528:DC%2BD1MXhtFSlt73K
    • Zhang W, Sun SG, Jiang YH et al (2009) Determination of brain iron content in patients with Parkinson's disease using magnetic susceptibility imaging. Neurosci Bull 25:353-360
    • (2009) Neurosci Bull , vol.25 , pp. 353-360
    • Zhang, W.1    Sun, S.G.2    Jiang, Y.H.3
  • 27
    • 74049149737 scopus 로고    scopus 로고
    • A population-specific symmetric phase model to automatically analyze susceptibility-weighted imaging (SWI) phase shifts and phase symmetry in the human brain
    • 20027591 10.1002/jmri.22013
    • Grabner G, Haubenberger D, Rath J et al (2010) A population-specific symmetric phase model to automatically analyze susceptibility-weighted imaging (SWI) phase shifts and phase symmetry in the human brain. J Magn Reson Imaging 31:215-220
    • (2010) J Magn Reson Imaging , vol.31 , pp. 215-220
    • Grabner, G.1    Haubenberger, D.2    Rath, J.3
  • 28
    • 1542471805 scopus 로고    scopus 로고
    • An overview of parkinsonian syndromes: Data from the literature and from an Italian data-base
    • DOI 10.1016/j.sleep.2003.10.009, PII S138994570400005X
    • Pezzoli G, Canesi M, Galli C (2004) An overview of parkinsonian syndromes: data from the literature and from an Italian data-base. Sleep Med 5:181-187 (Pubitemid 38351833)
    • (2004) Sleep Medicine , vol.5 , Issue.2 , pp. 181-187
    • Pezzoli, G.1    Canesi, M.2    Galli, C.3
  • 29
    • 61849120252 scopus 로고    scopus 로고
    • Classification of Parkinson gait and normal gait using spatial-temporal image of plantar pressure
    • 19163758
    • Jeon HS, Han J, Yi WJ et al (2008) Classification of Parkinson gait and normal gait using spatial-temporal image of plantar pressure. Conf Proc IEEE Eng Med Biol Soc 2008:4672-4675
    • (2008) Conf Proc IEEE Eng Med Biol Soc , vol.2008 , pp. 4672-4675
    • Jeon, H.S.1    Han, J.2    Yi, W.J.3
  • 30
    • 77950979727 scopus 로고    scopus 로고
    • Feature selection for classification based on fine motor signs of Parkinson's disease
    • 19963958 1:STN:280:DC%2BD1Mfgs1eqtw%3D%3D
    • Brewer BR, Pradhan S, Carvell G et al (2009) Feature selection for classification based on fine motor signs of Parkinson's disease. Conf Proc IEEE Eng Med Biol Soc 2009:214-217
    • (2009) Conf Proc IEEE Eng Med Biol Soc , vol.2009 , pp. 214-217
    • Brewer, B.R.1    Pradhan, S.2    Carvell, G.3
  • 31
    • 70449570954 scopus 로고    scopus 로고
    • Monitoring motor fluctuations in patients with Parkinson's disease using wearable sensors
    • 19846382 10.1109/TITB.2009.2033471
    • Patel S, Lorincz K, Hughes R et al (2009) Monitoring motor fluctuations in patients with Parkinson's disease using wearable sensors. IEEE Trans Inf Technol Biomed 13:864-873
    • (2009) IEEE Trans Inf Technol Biomed , vol.13 , pp. 864-873
    • Patel, S.1    Lorincz, K.2    Hughes, R.3
  • 32
    • 77951891710 scopus 로고    scopus 로고
    • Correlation among joint motions allows classification of Parkinsonian versus normal 3-D reaching
    • 19497826 10.1109/TNSRE.2009.2023296
    • Chan J, Leung H, Poizner H (2010) Correlation among joint motions allows classification of Parkinsonian versus normal 3-D reaching. IEEE Trans Neural Syst Rehabil Eng 18:142-149
    • (2010) IEEE Trans Neural Syst Rehabil Eng , vol.18 , pp. 142-149
    • Chan, J.1    Leung, H.2    Poizner, H.3
  • 33
    • 84877578792 scopus 로고    scopus 로고
    • SVM feature selection based rotation forest ensemble classifiers to improve computer-aided diagnosis of Parkinson disease
    • Ozcift A (2011) SVM feature selection based rotation forest ensemble classifiers to improve computer-aided diagnosis of Parkinson disease. J Med Syst
    • (2011) J Med Syst
    • Ozcift, A.1
  • 34
    • 80053619711 scopus 로고    scopus 로고
    • Individual voxel-based subtype prediction can differentiate progressive supranuclear palsy from idiopathic parkinson syndrome and healthy controls
    • 21246668 10.1002/hbm.21161
    • Focke NK, Helms G, Scheewe S et al (2011) Individual voxel-based subtype prediction can differentiate progressive supranuclear palsy from idiopathic parkinson syndrome and healthy controls. Hum Brain Mapp 32:1905-1915
    • (2011) Hum Brain Mapp , vol.32 , pp. 1905-1915
    • Focke, N.K.1    Helms, G.2    Scheewe, S.3
  • 35
    • 33645815670 scopus 로고    scopus 로고
    • Penguins and hummingbirds: Midbrain atrophy in progressive supranuclear palsy
    • DOI 10.1212/01.wnl.0000203342.77115.bf, PII 0000611420060328000042
    • Groschel K, Kastrup A, Litvan I et al (2006) Penguins and hummingbirds: midbrain atrophy in progressive supranuclear palsy. Neurology 66:949-950 (Pubitemid 43739786)
    • (2006) Neurology , vol.66 , Issue.6 , pp. 949-950
    • Groschel, K.1    Kastrup, A.2    Litvan, I.3    Schulz, J.B.4
  • 38
    • 75249106883 scopus 로고    scopus 로고
    • Automated detection of brain atrophy patterns based on MRI for the prediction of Alzheimer's disease
    • 19961938 10.1016/j.neuroimage.2009.11.046
    • Plant C, Teipel SJ, Oswald A et al (2010) Automated detection of brain atrophy patterns based on MRI for the prediction of Alzheimer's disease. NeuroImage 50:162-174
    • (2010) NeuroImage , vol.50 , pp. 162-174
    • Plant, C.1    Teipel, S.J.2    Oswald, A.3
  • 39
    • 58249096160 scopus 로고    scopus 로고
    • Susceptibility-weighted imaging: Technical aspects and clinical applications, part 1
    • 19039041 10.3174/ajnr.A1400 1:STN:280:DC%2BD1M%2FmsFKitQ%3D%3D
    • Haacke EM, Mittal S, Wu Z et al (2009) Susceptibility-weighted imaging: technical aspects and clinical applications, part 1. AJNR Am J Neuroradiol 30:19-30
    • (2009) AJNR Am J Neuroradiol , vol.30 , pp. 19-30
    • Haacke, E.M.1    Mittal, S.2    Wu, Z.3
  • 40
    • 77952794298 scopus 로고    scopus 로고
    • Brain iron detected by SWI high pass filtered phase calibrated with synchrotron X-ray fluorescence
    • 20512886 10.1002/jmri.22201
    • Hopp K, Popescu BF, McCrea RP et al (2010) Brain iron detected by SWI high pass filtered phase calibrated with synchrotron X-ray fluorescence. J Magn Reson Imaging 31:1346-1354
    • (2010) J Magn Reson Imaging , vol.31 , pp. 1346-1354
    • Hopp, K.1    Popescu, B.F.2    McCrea, R.P.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.