메뉴 건너뛰기




Volumn 22, Issue 1, 2010, Pages 315-327

Individual prediction of cognitive decline in mild cognitive impairment using support vector machine-based analysis of diffusion tensor imaging data

Author keywords

Diffusion tensor imaging; fractional anisotrophy; mild cognitive impairment; support vector machines; Tract Based Spatial Statistics

Indexed keywords

ADULT; AGED; AMNESIA; ARTICLE; CONTROLLED STUDY; CORPUS CALLOSUM; DIFFUSION TENSOR IMAGING; DISEASE COURSE; FEMALE; FRACTIONAL ANISOTROPY; FRONTAL CORTEX; HUMAN; MAJOR CLINICAL STUDY; MALE; MILD COGNITIVE IMPAIRMENT; NEUROPSYCHOLOGY; PRIORITY JOURNAL; SUPPORT VECTOR MACHINE; TEMPORAL CORTEX;

EID: 78650630759     PISSN: 13872877     EISSN: None     Source Type: Journal    
DOI: 10.3233/JAD-2010-100840     Document Type: Article
Times cited : (94)

References (85)
  • 2
    • 58049134412 scopus 로고    scopus 로고
    • The basis for disease-modifying treatments for Alzheimer's disease: The Sixth Annual Mild Cognitive Impairment Symposium
    • Duara R, Barker W, Loewenstein D, Bain L (2009) The basis for disease-modifying treatments for Alzheimer's disease: the Sixth Annual Mild Cognitive Impairment Symposium. Alzheimers Dement 5, 66-74.
    • (2009) Alzheimers Dement , vol.5 , pp. 66-74
    • Duara, R.1    Barker, W.2    Loewenstein, D.3    Bain, L.4
  • 5
    • 4544335597 scopus 로고    scopus 로고
    • Mild cognitive impairment as a diagnostic entity
    • Petersen RC (2004) Mild cognitive impairment as a diagnostic entity J Intern Med 256, 183-194.
    • (2004) J Intern Med , vol.256 , pp. 183-194
    • Petersen, R.C.1
  • 6
    • 38949139850 scopus 로고    scopus 로고
    • Mild cognitive impairment: An overview
    • Petersen RC, Negash S (2008) Mild cognitive impairment: an overview. CNS Spectr 13, 45-53.
    • (2008) CNS Spectr , vol.13 , pp. 45-53
    • Petersen, R.C.1    Negash, S.2
  • 10
    • 0033933649 scopus 로고    scopus 로고
    • Voxel-based morphometry-the methods
    • Ashburner J, Friston KJ (2000) Voxel-based morphometry-the methods. Neuroimage 11, 805-821.
    • (2000) Neuroimage , vol.11 , pp. 805-821
    • Ashburner, J.1    Friston, K.J.2
  • 11
    • 0037007045 scopus 로고    scopus 로고
    • Mapping the evolution of regional atrophy in Alzheimer's disease: Unbiased analysis of fluid-registered serial MRI
    • Scahill RI, Schott JM, Stevens JM, Rossor MN, Fox NC (2002) Mapping the evolution of regional atrophy in Alzheimer's disease: unbiased analysis of fluid-registered serial MRI. Proc Natl Acad Sci USA 99, 4703-4707.
    • (2002) Proc Natl Acad Sci USA , vol.99 , pp. 4703-4707
    • Scahill, R.I.1    Schott, J.M.2    Stevens, J.M.3    Rossor, M.N.4    Fox, N.C.5
  • 15
    • 66249143023 scopus 로고    scopus 로고
    • Fully automatic hippocampus segmentation and classification in Alzheimer's disease and mild cognitive impairment applied on data from ADNI
    • Chupin M, Gerardin E, Cuingnet R, Boutet C, Lemieux L, Lehericy S, Benali H, Garnero L, Colliot O (2009) Fully automatic hippocampus segmentation and classification in Alzheimer's disease and mild cognitive impairment applied on data from ADNI. Hippocampus 19, 579-587.
    • (2009) Hippocampus , vol.19 , pp. 579-587
    • Chupin, M.1    Gerardin, E.2    Cuingnet, R.3    Boutet, C.4    Lemieux, L.5    Lehericy, S.6    Benali, H.7    Garnero, L.8    Colliot, O.9
  • 18
    • 33845703344 scopus 로고    scopus 로고
    • What is a support vector machine?
    • Noble WS (2006) What is a support vector machine? Nat Biotechnol 24, 1565-1567.
    • (2006) Nat Biotechnol , vol.24 , pp. 1565-1567
    • Noble, W.S.1
  • 20
    • 38749113910 scopus 로고    scopus 로고
    • Spatial patterns of brain atrophy in MCI patients, identified via high-dimensional pattern classification, predict subsequent cognitive decline
    • Fan Y, Batmanghelich N, Clark CM, Davatzikos C (2008) Spatial patterns of brain atrophy in MCI patients, identified via high-dimensional pattern classification, predict subsequent cognitive decline. Neuroimage 39, 1731-1743.
    • (2008) Neuroimage , vol.39 , pp. 1731-1743
    • Fan, Y.1    Batmanghelich, N.2    Clark, C.M.3    Davatzikos, C.4
  • 21
    • 58149386194 scopus 로고    scopus 로고
    • Baseline and longitudinal patterns of brain atrophy in MCI patients, and their use in prediction of short-term conversion to AD: Results from ADNI
    • Misra C, Fan Y, Davatzikos C (2009) Baseline and longitudinal patterns of brain atrophy in MCI patients, and their use in prediction of short-term conversion to AD: results from ADNI. Neuroimage 44, 1415-1422.
    • (2009) Neuroimage , vol.44 , pp. 1415-1422
    • Misra, C.1    Fan, Y.2    Davatzikos, C.3
  • 23
    • 34047196475 scopus 로고    scopus 로고
    • Life and death of neurons in the aging cerebral cortex
    • Morrison JH, Hof PR (2007) Life and death of neurons in the aging cerebral cortex. Int Rev Neurobiol 81, 41-57.
    • (2007) Int Rev Neurobiol , vol.81 , pp. 41-57
    • Morrison, J.H.1    Hof, P.R.2
  • 25
    • 3242725278 scopus 로고    scopus 로고
    • Diffusion tensor imaging detects early Walle-rian degeneration of the pyramidal tract after ischemic stroke
    • Thomalla G, Glauche V, Koch MA, Beaulieu C, Weiller C, Rother J (2004) Diffusion tensor imaging detects early Walle-rian degeneration of the pyramidal tract after ischemic stroke. Neuroimage 22, 1767-1774.
    • (2004) Neuroimage , vol.22 , pp. 1767-1774
    • Thomalla, G.1    Glauche, V.2    Kalchman, M.A.3    Beaulieu, C.4    Weiller, C.5    Rother, J.6
  • 28
    • 36448945783 scopus 로고    scopus 로고
    • Diffusion tensor imaging of normal-appearing white matter in mild cognitive impairment and early Alzheimer disease: Preliminary evidence of axonal degeneration in the temporal lobe
    • Huang J, Friedland RP, Auchus AP (2007) Diffusion tensor imaging of normal-appearing white matter in mild cognitive impairment and early Alzheimer disease: preliminary evidence of axonal degeneration in the temporal lobe. AJNR Am J Neuroradiol 28, 1943-1948.
    • (2007) AJNR Am J Neuroradiol , vol.28 , pp. 1943-1948
    • Huang, J.1    Friedland, R.P.2    Auchus, A.P.3
  • 30
    • 34247540312 scopus 로고    scopus 로고
    • White matter damage in Alzheimer disease and mild cognitive impairment: Assessment with diffusion-tensor MR imaging and parallel imaging techniques
    • Stahl R, Dietrich O, Teipel SJ, Hampel H, Reiser MF, Schoen-berg SO (2007) White matter damage in Alzheimer disease and mild cognitive impairment: assessment with diffusion-tensor MR imaging and parallel imaging techniques. Radiology 243, 483-492.
    • (2007) Radiology , vol.243 , pp. 483-492
    • Stahl, R.1    Dietrich, O.2    Teipel, S.J.3    Hampel, H.4    Reiser, M.F.5    Schoenberg, S.O.6
  • 32
    • 44449145346 scopus 로고    scopus 로고
    • Difference of the hippocampal and white matter microalter-ations in MCI patients according to the severity of subcortical vascular changes: Neuropsychological correlates of diffusion tensor imaging
    • Shim Y S, Yoon B, Shon Y M, Ahn K J, Yang D W (2008) Difference of the hippocampal and white matter microalter-ations in MCI patients according to the severity of subcortical vascular changes: neuropsychological correlates of diffusion tensor imaging. Clin Neurol Neurosurg 110, 552-561.
    • (2008) Clin Neurol Neurosurg , vol.110 , pp. 552-561
    • Shim, Y.S.1    Yoon, B.2    Shon, Y.M.3    Ahn, K.J.4    Yang, D.W.5
  • 33
    • 53949083820 scopus 로고    scopus 로고
    • Evaluation of white matter damage in patients with Alzheimer's disease and in patients with mild cognitive impairment by using diffusion tensor imaging
    • Ukmar M, Makuc E, Onor ML, Garbin G, Trevisiol M, Cova MA (2008) Evaluation of white matter damage in patients with Alzheimer's disease and in patients with mild cognitive impairment by using diffusion tensor imaging. Radiol Med 113, 915-922.
    • (2008) Radiol Med , vol.113 , pp. 915-922
    • Ukmar, M.1    Makuc, E.2    Onor, M.L.3    Garbin, G.4    Trevisiol, M.5    Cova, M.A.6
  • 37
    • 77149155333 scopus 로고    scopus 로고
    • White matter diffusivity predicts memory in patients with subjective and mild cognitive impairment and normal CSF total tau levels
    • Grambaite R, Stenset V, Reinvang I, Walhovd KB, Fjell AM, Fladby T (2010) White matter diffusivity predicts memory in patients with subjective and mild cognitive impairment and normal CSF total tau levels. J Int Neuropsychol Soc 16, 58-69.
    • (2010) J Int Neuropsychol Soc , vol.16 , pp. 58-69
    • Grambaite, R.1    Stenset, V.2    Reinvang, I.3    Walhovd, K.B.4    Fjell, A.M.5    Fladby, T.6
  • 40
  • 45
    • 70350327167 scopus 로고    scopus 로고
    • Diffusion tensor imaging in Alzheimer's disease and mild cognitive impairment
    • Stebbins GT, Murphy C M (2009) Diffusion tensor imaging in Alzheimer's disease and mild cognitive impairment. Behav Neurol 21, 39-49.
    • (2009) Behav Neurol , vol.21 , pp. 39-49
    • Stebbins, G.T.1    Murphy, C.M.2
  • 46
    • 0016823810 scopus 로고
    • Mini-mental state. A practical method for grading the cognitive state of patients for the clinician
    • Folstein MF, Folstein SE, McHugh PR (1975) Mini-mental state. A practical method for grading the cognitive state of patients for the clinician. J Psychiatr Res 12, 189-198.
    • (1975) J Psychiatr Res , vol.12 , pp. 189-198
    • Folstein, M.F.1    Folstein, S.E.2    McHugh, P.R.3
  • 47
    • 0010991122 scopus 로고
    • Manual for the Wechsler Adult Intelligence Scale
    • New York
    • Wechsler D (1955) Manual for the Wechsler Adult Intelligence Scale. Psychological Corporation, New York.
    • (1955) Psychological Corporation
    • Wechsler, D.1
  • 48
    • 0015120820 scopus 로고
    • Interhemispheric differences in the localization of psychological processes in man
    • Milner B (1971) Interhemispheric differences in the localization of psychological processes in man. Br Med Bull 27, 272-277.
    • (1971) Br Med Bull , vol.27 , pp. 272-277
    • Milner, B.1
  • 49
    • 0030906605 scopus 로고    scopus 로고
    • Diagnosis of early dementia by the Double Memory Test: Encoding specificity improves diagnostic sensitivity and specificity
    • Buschke H, Sliwinski MJ, Kuslansky G, Lipton RB (1997) Diagnosis of early dementia by the Double Memory Test: encoding specificity improves diagnostic sensitivity and specificity. Neurology 48, 989-997.
    • (1997) Neurology , vol.48 , pp. 989-997
    • Buschke, H.1    Sliwinski, M.J.2    Kuslansky, G.3    Lipton, R.B.4
  • 50
    • 78650659296 scopus 로고
    • Doors and People. A test of visual and verbal recall and recognition
    • A Baddley, H Emslie, I Nimmo-Smith (1994) Doors and People. A test of visual and verbal recall and recognition. Bury St Edmunds, 20.
    • (1994) Bury St Edmunds , vol.20
    • Baddley, A.1    Emslie, H.2    Nimmo-Smith, I.3
  • 52
    • 0000119553 scopus 로고
    • Validity ofthe Trail Making Test as an indicator of organic brain damage
    • Reitan R M (1958) Validity ofthe Trail Making Test as an indicator of organic brain damage. Percept Mot Skills 8, 271276.
    • (1958) Percept Mot Skills , vol.8 , pp. 271-276
    • Reitan, R.M.1
  • 55
    • 0031172159 scopus 로고    scopus 로고
    • Ideomotor apraxia: Behavioral dimensions and neuroanatom-ical basis
    • Schnider A, Hanlon RE, Alexander DN, Benson DF (1997) Ideomotor apraxia: behavioral dimensions and neuroanatom-ical basis. Brain Lang 58, 125-136.
    • (1997) Brain Lang , vol.58 , pp. 125-136
    • Schnider, A.1    Hanlon, R.E.2    Alexander, D.N.3    Benson, D.F.4
  • 57
    • 0028285127 scopus 로고
    • The Consortium to Establish a Registry for Alzheimer's Disease (CERAD). Part V. A normative study of the neuropsychological battery
    • Welsh KA, Butters N, Mohs RC, Beekly D, Edland S, Fillenbaum G, Heyman A (1994) The Consortium to Establish a Registry for Alzheimer's Disease (CERAD). Part V. A normative study of the neuropsychological battery. Neurology 44, 609-614. (Pubitemid 24129983)
    • (1994) Neurology , vol.44 , Issue.4 , pp. 609-614
    • Welsh, K.A.1    Butters, N.2    Mohs, R.C.3    Beekly, D.4    Edland, S.5    Fillenbaum, G.6    Heyman, A.7
  • 58
    • 0001201337 scopus 로고
    • Perception of overlapping and embedded figures by children of different ages
    • Ghent L (1956) Perception of overlapping and embedded figures by children of different ages. Am J Psychol 69, 575-587.
    • (1956) Am J Psychol , vol.69 , pp. 575-587
    • Ghent, L.1
  • 59
    • 0010991122 scopus 로고
    • Adult Intelligence Scale, Revised (WAIS-R)
    • San Antonio
    • Wechsler D (1981) Adult Intelligence Scale, Revised (WAIS-R). Psychological Corporation, San Antonio.
    • (1981) Psychological Corporation
    • Wechsler, D.1
  • 61
    • 0020527558 scopus 로고
    • The hospital anxiety and depression scale
    • Zigmond AS, Snaith RP (1983) The hospital anxiety and depression scale. Acta Psychiatr Scand 67, 361-370.
    • (1983) Acta Psychiatr Scand , vol.67 , pp. 361-370
    • Zigmond, A.S.1    Snaith, R.P.2
  • 62
    • 0026595362 scopus 로고
    • Instrumental activities of daily living as a screening tool for cognitive impairment and dementia in elderly community dwellers
    • Barberger-Gateau P, Commenges D, Gagnon M, Letenneur L, Sauvel C, Dartigues JF (1992) Instrumental activities of daily living as a screening tool for cognitive impairment and dementia in elderly community dwellers. J Am Geriatr Soc 40, 1129-1134.
    • (1992) J Am Geriatr Soc , vol.40 , pp. 1129-1134
    • Barberger-Gateau, P.1    Commenges, D.2    Gagnon, M.3    Letenneur, L.4    Sauvel, C.5    Dartigues, J.F.6
  • 64
    • 22844444303 scopus 로고    scopus 로고
    • Mild cognitive impairment as a clinical entity and treatment target
    • discussion 1167
    • Petersen RC, Morris JC (2005) Mild cognitive impairment as a clinical entity and treatment target. Arch Neurol 62, 11601163; discussion 1167.
    • (2005) Arch Neurol , vol.62 , pp. 1160-1163
    • Petersen, R.C.1    Morris, J.C.2
  • 65
    • 0023262989 scopus 로고
    • MR signal abnormalities at 1.5 T in Alzheimer's dementia and normal aging
    • Fazekas F, Chawluk JB, Alavi A, Hurtig HI, Zimmerman RA (1987) MR signal abnormalities at 1.5 T in Alzheimer's dementia and normal aging. AJR Am JRoentgenol 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
  • 69
    • 55149112384 scopus 로고    scopus 로고
    • Threshold-free cluster enhancement: Addressing problems of smoothing, threshold dependence and localisation in cluster inference
    • 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
  • 71
    • 0030735972 scopus 로고    scopus 로고
    • Overcoming the myopia of inductive learning algorithms with RELIEFF
    • KononenkoI, Simec E, Robnik-SikonjaM (1997) Overcoming the myopia of inductive learning algorithms with RELIEFF. Applied Intelligence 7, 39-55.
    • (1997) Applied Intelligence , vol.7 , pp. 39-55
    • Kononenkoi Simec, E.1    Robnik-Sikonja, M.2
  • 72
    • 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 , pp. 208
    • Platt, J.1
  • 74
    • 65949097080 scopus 로고    scopus 로고
    • Alterations in cortical thickness and white matter integrity in mild cognitive impairment measured by whole-brain cortical thickness mapping and diffusion tensor imaging
    • Wang L, Goldstein FC, Veledar E, Levey AI, Lah JJ, Meltzer CC, Holder CA, Mao H (2009) Alterations in cortical thickness and white matter integrity in mild cognitive impairment measured by whole-brain cortical thickness mapping and diffusion tensor imaging. AJNR Am JNeuroradiol 30, 893-899.
    • (2009) AJNR Am JNeuroradiol , vol.30 , pp. 893-899
    • Wang, L.1    Goldstein, F.C.2    Veledar, E.3    Levey, A.I.4    Lah, J.J.5    Meltzer, C.C.6    Holder, C.A.7    Mao, H.8
  • 76
    • 77249096298 scopus 로고    scopus 로고
    • Structural correlates of memory performance with diffusion tensor imaging
    • Sasson E, Doniger GM, Pasternak O, Assaf Y (2010) Structural correlates of memory performance with diffusion tensor imaging. Neuroimage 50, 1231-1242.
    • (2010) Neuroimage , vol.50 , pp. 1231-1242
    • Sasson, E.1    Doniger, G.M.2    Pasternak, O.3    Assaf, Y.4
  • 78
    • 77249110320 scopus 로고    scopus 로고
    • Absolute diffusivities define the landscape of white matter degeneration in Alzheimer's disease
    • Acosta-Cabronero J, Williams GB, Pengas G, Nestor PJ (2010) Absolute diffusivities define the landscape of white matter degeneration in Alzheimer's disease. Brain 133, 529-539.
    • (2010) Brain , vol.133 , pp. 529-539
    • Acosta-Cabronero, J.1    Williams, G.B.2    Pengas, G.3    Nestor, P.J.4
  • 84
    • 68549139612 scopus 로고    scopus 로고
    • Exploring the relationship between white matter and gray matter damage in early primary progressive multiple sclerosis: An in vivo study with TBSS and VBM
    • Bodini B, Khaleeli Z, Cercignani M, Miller DH, Thompson AJ, Ciccarelli O (2009) Exploring the relationship between white matter and gray matter damage in early primary progressive multiple sclerosis: an in vivo study with TBSS and VBM. Hum Brain Mapp 30, 2852-2861.
    • (2009) Hum Brain Mapp , vol.30 , pp. 2852-2861
    • Bodini, B.1    Khaleeli, Z.2    Cercignani, M.3    Miller, D.H.4    Thompson, A.J.5    Ciccarelli, O.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.