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Volumn 6, Issue 10, 2011, Pages

An MRI-Derived definition of MCI-To-AD conversion for Long-Term, automatic prognosis of MCI patients

Author keywords

[No Author keywords available]

Indexed keywords

AMYLOID BETA PROTEIN[1-42]; TAU PROTEIN; BIOLOGICAL MARKER;

EID: 80054000045     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0025074     Document Type: Article
Times cited : (35)

References (44)
  • 2
    • 39749189507 scopus 로고    scopus 로고
    • Detection of prodromal Alzheimer's disease via pattern classification of magnetic resonance imaging
    • Davatzikos C, Fan Y, Wu X, Shen D, Resnick SM, (2008) Detection of prodromal Alzheimer's disease via pattern classification of magnetic resonance imaging. Neurobiology of Aging 29: 514-523.
    • (2008) Neurobiology of Aging , vol.29 , pp. 514-523
    • Davatzikos, C.1    Fan, Y.2    Wu, X.3    Shen, D.4    Resnick, S.M.5
  • 4
    • 80053654021 scopus 로고    scopus 로고
    • Prediction of MCI to AD conversion, via MRI, CSF biomarkers, and pattern classification
    • doi:10.1016/j.neurobiolaging.2010.05.023
    • Davatzikos C, Bhatt P, Shaw LM, Batmanghelich KN, Trojanowski JQ, (2010) Prediction of MCI to AD conversion, via MRI, CSF biomarkers, and pattern classification. Neurobiology of Aging doi:10.1016/j.neurobiolaging.2010.05.023.
    • (2010) Neurobiology of Aging
    • Davatzikos, C.1    Bhatt, P.2    Shaw, L.M.3    Batmanghelich, K.N.4    Trojanowski, J.Q.5
  • 5
    • 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. Neuro Image 44: 1415-1422.
    • (2009) Neuro Image , vol.44 , pp. 1415-1422
    • Misra, C.1    Fan, Y.2    Davatzikos, C.3
  • 6
    • 68249111164 scopus 로고    scopus 로고
    • MRI and CSF biomarkers in normal, MCI, and AD subjects: Predicting future clinical change
    • Vemuri P, Wiste HJ, Weigand SD, Shaw LM, Trojanowski JQ, et al. (2009) MRI and CSF biomarkers in normal, MCI, and AD subjects: Predicting future clinical change. Neurology 73: 294-301.
    • (2009) Neurology , vol.73 , pp. 294-301
    • Vemuri, P.1    Wiste, H.J.2    Weigand, S.D.3    Shaw, L.M.4    Trojanowski, J.Q.5
  • 7
    • 79952073234 scopus 로고    scopus 로고
    • Multimodal classification of Alzheimer's disease and mild cognitive impairment
    • doi:10.1016/j.neuroimage.2011.01.008
    • Zhang D, Wang Y, Zhou L, Yuan H, Shen D, et al. (2011) Multimodal classification of Alzheimer's disease and mild cognitive impairment. Neuro Image doi:10.1016/j.neuroimage.2011.01.008.
    • (2011) Neuro Image
    • Zhang, D.1    Wang, Y.2    Zhou, L.3    Yuan, H.4    Shen, D.5
  • 8
    • 77955453909 scopus 로고    scopus 로고
    • Diagnosis-Independent Alzheimer Disease Biomarker Signature in Cognitively Normal Elderly People
    • De Meyer G, Shapiro F, Vanderstichele H, Vanmechelen E, Engelborghs S, et al. (2010) Diagnosis-Independent Alzheimer Disease Biomarker Signature in Cognitively Normal Elderly People. Arch Neurol 67 (8): 949-956.
    • (2010) Arch Neurol , vol.67 , Issue.8 , pp. 949-956
    • de Meyer, G.1    Shapiro, F.2    Vanderstichele, H.3    Vanmechelen, E.4    Engelborghs, S.5
  • 10
    • 61449261038 scopus 로고    scopus 로고
    • Alzheimers's Disease Neuroimaging Initiative: A One-Year Follow-up Study Using Tensor-Based Morphometry Correlating Degenerative Rates, Biomarkers and Cognition
    • Leow AD, Yanovsky I, Parikshak N, Hua X, Lee S, et al. (2009) Alzheimers's Disease Neuroimaging Initiative: A One-Year Follow-up Study Using Tensor-Based Morphometry Correlating Degenerative Rates, Biomarkers and Cognition. Neuroimage 45: 645-55.
    • (2009) Neuroimage , vol.45 , pp. 645-655
    • Leow, A.D.1    Yanovsky, I.2    Parikshak, N.3    Hua, X.4    Lee, S.5
  • 11
    • 84858336735 scopus 로고    scopus 로고
    • Nonlinear time course of brain volume loss in cognitively normal and impaired elders
    • doi:10.1016/j.neurobiolaging.2010.07.012
    • Schuff N, Tosun D, Insel PS, Chiang GC, Truran D, et al. (2010) Nonlinear time course of brain volume loss in cognitively normal and impaired elders. Neurobiology of Aging doi:10.1016/j.neurobiolaging.2010.07.012.
    • (2010) Neurobiology of Aging
    • Schuff, N.1    Tosun, D.2    Insel, P.S.3    Chiang, G.C.4    Truran, D.5
  • 12
    • 78650906323 scopus 로고    scopus 로고
    • Increased brain atrophy rates in cognitively normal older adults with cerebrospinal fluid Aβ1-42
    • Schott JM, Bartlett JW, Fox NC, Barnes J, (2010) Increased brain atrophy rates in cognitively normal older adults with cerebrospinal fluid Aβ1-42. Annals of Neurology 68: 825-834.
    • (2010) Annals of Neurology , vol.68 , pp. 825-834
    • Schott, J.M.1    Bartlett, J.W.2    Fox, N.C.3    Barnes, J.4
  • 13
    • 77950588524 scopus 로고    scopus 로고
    • High-dimensional pattern regression using machine learning: From medical images to continuous clinical variables
    • Wang Y, Fan Y, Bhatt P, Davatzikos C, (2010) High-dimensional pattern regression using machine learning: From medical images to continuous clinical variables. Neuro Image 50: 1519-1535.
    • (2010) Neuro Image , vol.50 , pp. 1519-1535
    • Wang, Y.1    Fan, Y.2    Bhatt, P.3    Davatzikos, C.4
  • 14
    • 77954025033 scopus 로고    scopus 로고
    • Ventricular maps in 804 ADNI subjects: correlations with CSF biomarkers and clinical decline
    • Chou Y-Y, Leporé N, Saharan P, Madsen SK, Hua X, et al. (2010) Ventricular maps in 804 ADNI subjects: correlations with CSF biomarkers and clinical decline. Neurobiology of Aging 31: 1386-1400.
    • (2010) Neurobiology of Aging , vol.31 , pp. 1386-1400
    • Chou, Y.-Y.1    Leporé, N.2    Saharan, P.3    Madsen, S.K.4    Hua, X.5
  • 15
    • 0037191376 scopus 로고    scopus 로고
    • Mapping gray matter loss with voxel-based morphometry in mild cognitive impairment
    • Chetelat G, Desgranges B, de la Sayette V, Viader F, Eustache F, et al. (2002) Mapping gray matter loss with voxel-based morphometry in mild cognitive impairment. Neuro Report 13 (15).
    • (2002) Neuro Report , vol.13 , Issue.15
    • Chetelat, G.1    Desgranges, B.2    de la Sayette, V.3    Viader, F.4    Eustache, F.5
  • 16
    • 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. Neuro Image 39: 1731-1743.
    • (2008) Neuro Image , vol.39 , pp. 1731-1743
    • Fan, Y.1    Batmanghelich, N.2    Clark, C.M.3    Davatzikos, C.4
  • 18
    • 10044226234 scopus 로고    scopus 로고
    • Cortical thickness analysis examined through power analysis and a population simulation
    • Lerch JP, Evans AC, (2005) Cortical thickness analysis examined through power analysis and a population simulation. Neuro Image 24: 163-173.
    • (2005) Neuro Image , vol.24 , pp. 163-173
    • Lerch, J.P.1    Evans, A.C.2
  • 20
    • 22044433461 scopus 로고    scopus 로고
    • Measuring atrophy on Alzheimer disease - A serial MRI study over 6 and 12 months
    • Schott JM, Price SL, Frost C, Whitwell JL, et al. (2005) Measuring atrophy on Alzheimer disease- A serial MRI study over 6 and 12 months. Neurology 65 (1): 119-124.
    • (2005) Neurology , vol.65 , Issue.1 , pp. 119-124
    • Schott, J.M.1    Price, S.L.2    Frost, C.3    Whitwell, J.L.4
  • 21
    • 16244393409 scopus 로고    scopus 로고
    • Preclinical detection of Alzheimer's disease: hippocampal shape and volume predict dementia onset in the elderly
    • Csernansky JG, Wang L, Swank J, Miller JP, Gado M, et al. (2005) Preclinical detection of Alzheimer's disease: hippocampal shape and volume predict dementia onset in the elderly. Neuro Image 25: 783-792.
    • (2005) Neuro Image , vol.25 , pp. 783-792
    • Csernansky, J.G.1    Wang, L.2    Swank, J.3    Miller, J.P.4    Gado, M.5
  • 22
    • 31844440459 scopus 로고    scopus 로고
    • Longitudinal CSF and MRI biomarkers improve the diagnosis of mild cognitive impairment
    • de Leon MJ, DeSanti S, Zinkowski R, Mehta PD, Pratico D, et al. (2006) Longitudinal CSF and MRI biomarkers improve the diagnosis of mild cognitive impairment. Neurobiology of Aging 27: 394-401.
    • (2006) Neurobiology of Aging , vol.27 , pp. 394-401
    • de Leon, M.J.1    DeSanti, S.2    Zinkowski, R.3    Mehta, P.D.4    Pratico, D.5
  • 24
    • 11144341952 scopus 로고    scopus 로고
    • Atrophy rate in medial temporal lobe during progression of Alzheimer's disease
    • Rusinek H, Endo Y, De Santi S, Frid D, Tsui W-H, et al. (2004) Atrophy rate in medial temporal lobe during progression of Alzheimer's disease. Neurology 63 (12): 2354-2359.
    • (2004) Neurology , vol.63 , Issue.12 , pp. 2354-2359
    • Rusinek, H.1    Endo, Y.2    de Santi, S.3    Frid, D.4    Tsui, W.-H.5
  • 25
    • 37849014569 scopus 로고    scopus 로고
    • Alzheimer's disease diagnosis in individual subjects using structural MR images: Validation studies
    • Vemuri P, Gunter JL, Senjem ML, Whitwell JL, Kantarci K, et al. (2008) Alzheimer's disease diagnosis in individual subjects using structural MR images: Validation studies. Neuro Image 39: 1186-1197.
    • (2008) Neuro Image , vol.39 , pp. 1186-1197
    • Vemuri, P.1    Gunter, J.L.2    Senjem, M.L.3    Whitwell, J.L.4    Kantarci, K.5
  • 26
    • 77951939084 scopus 로고    scopus 로고
    • Margin-Maximizing Feature Elimination Methods for Linear and Nonlinear Kernel-Based Discriminant Functions
    • Aksu Y, Miller DJ, Kesidis G, Yang QX, (2010) Margin-Maximizing Feature Elimination Methods for Linear and Nonlinear Kernel-Based Discriminant Functions. IEEE Transactions on Neural Networks 25 (10): 701-717.
    • (2010) IEEE Transactions on Neural Networks , vol.25 , Issue.10 , pp. 701-717
    • Aksu, Y.1    Miller, D.J.2    Kesidis, G.3    Yang, Q.X.4
  • 27
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • Guyon I, Weston J, Barnhill S, Vapnik V, (2002) Gene selection for cancer classification using support vector machines. Machine Learning 46 (1): 389-422.
    • (2002) Machine Learning , vol.46 , Issue.1 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 28
    • 0031658208 scopus 로고    scopus 로고
    • Mapping image data to stereotaxic spaces: Applications to brain mapping
    • Davatzikos C, (1998) Mapping image data to stereotaxic spaces: Applications to brain mapping. Hum Brain Mapp 6: 334-338.
    • (1998) Hum Brain Mapp , vol.6 , pp. 334-338
    • Davatzikos, C.1
  • 29
    • 0035208958 scopus 로고    scopus 로고
    • Voxel-Based Morphometry Using the RAVENS Maps: Methods and Validation Using Simulated Longitudinal Atrophy
    • Davatzikos C, Genc A, Xu D, Resnick SM, (2001) Voxel-Based Morphometry Using the RAVENS Maps: Methods and Validation Using Simulated Longitudinal Atrophy. Neuro Image 14: 1361-1369.
    • (2001) Neuro Image , vol.14 , pp. 1361-1369
    • Davatzikos, C.1    Genc, A.2    Xu, D.3    Resnick, S.M.4
  • 30
    • 0031716647 scopus 로고    scopus 로고
    • An Image-Processing System for Qualitative and Quantitative Volumetric Analysis of Brain Images
    • Goldszal AF, Davatzikos C, Pham DL, Yan MXH, Bryan RN, et al. (1998) An Image-Processing System for Qualitative and Quantitative Volumetric Analysis of Brain Images. J Comput Assist Tomogr 22: 827-837.
    • (1998) J Comput Assist Tomogr , vol.22 , pp. 827-837
    • Goldszal, A.F.1    Davatzikos, C.2    Pham, D.L.3    Yan, M.X.H.4    Bryan, R.N.5
  • 31
    • 0037229905 scopus 로고    scopus 로고
    • Very High-resolution Morphometry Using Mass-preserving Deformations and HAMMER Elastic Registration
    • Shen D, Davatzikos C, (2003) Very High-resolution Morphometry Using Mass-preserving Deformations and HAMMER Elastic Registration. Neuro Image 18: 28-41.
    • (2003) Neuro Image , vol.18 , pp. 28-41
    • Shen, D.1    Davatzikos, C.2
  • 33
    • 0036880516 scopus 로고    scopus 로고
    • HAMMER: hierarchical attribute matching mechanism for elastic registration
    • Shen D, Davatzikos C, (2002) HAMMER: hierarchical attribute matching mechanism for elastic registration. IEEE Trans Medical Imaging 21 (11): 1421-1439.
    • (2002) IEEE Trans Medical Imaging , vol.21 , Issue.11 , pp. 1421-1439
    • Shen, D.1    Davatzikos, C.2
  • 35
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • Guyon I, Elisseeff A, (2003) An introduction to variable and feature selection. J Mach Learn Res 3: 1157-1182.
    • (2003) J Mach Learn Res , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 36
    • 3543109140 scopus 로고    scopus 로고
    • A feature selection Newton method for support vector machine classification
    • Fung G, Mangasarian OL, (2004) A feature selection Newton method for support vector machine classification. Computational Optimization and Applications 28 (2): 185-202.
    • (2004) Computational Optimization and Applications , vol.28 , Issue.2 , pp. 185-202
    • Fung, G.1    Mangasarian, O.L.2
  • 39
    • 80053989728 scopus 로고
    • Linear models
    • In: Chambers JM, Hastie TJ, editors, Chapman & Hall, New York
    • Chambers JM, (1993) Linear models. In: Chambers JM, Hastie TJ, editors. Statistical Models in S Chapman & Hall, New York.
    • (1993) Statistical Models in S Chapman & Hall
    • Chambers, J.M.1
  • 41
    • 0030805991 scopus 로고    scopus 로고
    • Frequency of Stages of Alzheimer-Related Lesions in Different Age Categories
    • Braak H, Braak E, (1997) Frequency of Stages of Alzheimer-Related Lesions in Different Age Categories. Neurobiology of Aging 18 (4): 351-357.
    • (1997) Neurobiology of Aging , vol.18 , Issue.4 , pp. 351-357
    • Braak, H.1    Braak, E.2
  • 42
    • 0141751616 scopus 로고    scopus 로고
    • Change in rates of cerebral atrophy over time in early-onset Alzheimer's disease: longitudinal MRI study
    • Chan D, Janssen JC, Whitwell JL, Watt HC, Jenkins R, et al. (2003) Change in rates of cerebral atrophy over time in early-onset Alzheimer's disease: longitudinal MRI study. Lancet 362: 1121-1122.
    • (2003) Lancet , vol.362 , pp. 1121-1122
    • Chan, D.1    Janssen, J.C.2    Whitwell, J.L.3    Watt, H.C.4    Jenkins, R.5
  • 43
    • 67650471321 scopus 로고    scopus 로고
    • In vivo mapping of incremental cortical atrophy from incipient to overt Alzheimer's disease
    • Frisoni GB, Prestia A, Rasser PE, Bonetti M, Thompson PM, (2009) In vivo mapping of incremental cortical atrophy from incipient to overt Alzheimer's disease. Neurol 256 (6): 916-924.
    • (2009) Neurol , vol.256 , Issue.6 , pp. 916-924
    • Frisoni, G.B.1    Prestia, A.2    Rasser, P.E.3    Bonetti, M.4    Thompson, P.M.5
  • 44
    • 84860653115 scopus 로고    scopus 로고
    • Statistical Parametric Mapping (SPM), Available at
    • Statistical Parametric Mapping (SPM) Available at http://www.fil.ion.ucl.ac.uk/spm.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.