메뉴 건너뛰기




Volumn 28, Issue 9, 2009, Pages 1473-1487

Image-Driven Population Analysis Through Mixture Modeling

Author keywords

Clustering; computational anatomy; image registration; population analysis; segmentation

Indexed keywords

ADOLESCENT; ADULT; AGE; AGED; ALGORITHM; ARTICLE; BRAIN; CLUSTER ANALYSIS; DEMENTIA; FEMALE; HISTOLOGY; HUMAN; IMAGE PROCESSING; MALE; METHODOLOGY; MIDDLE AGED; NUCLEAR MAGNETIC RESONANCE IMAGING; PATHOLOGY; REPRODUCIBILITY; SCHIZOPHRENIA; THEORETICAL MODEL;

EID: 71849086500     PISSN: 02780062     EISSN: 1558254X     Source Type: Journal    
DOI: 10.1109/TMI.2009.2017942     Document Type: Article
Times cited : (69)

References (58)
  • 1
    • 33846207428 scopus 로고    scopus 로고
    • Towards a coherent statistical framework for dense deformable template estimation
    • A. Allassonniere, Y. Amit, and A. Trouve, “Towards a coherent statistical framework for dense deformable template estimation,” J. R. Stat. Soc., vol. 69, pp. 3–29, 2007.
    • (2007) J. R. Stat. Soc. , vol.69 , pp. 3-29
    • Allassonniere, A.1    Amit, Y.2    Trouve, A.3
  • 2
    • 0031221119 scopus 로고    scopus 로고
    • Alignment by maximization of mutual information
    • P. Viola and W. M. Wells, “Alignment by maximization of mutual information,” Int. J. Comput. Vis., vol. 24, no. 2, pp. 137–154, 1997.
    • (1997) Int. J. Comput. Vis. , vol.24 , Issue.2 , pp. 137-154
    • Viola, P.1    Wells, W.M.2
  • 3
    • 20444501009 scopus 로고    scopus 로고
    • Unified segmentation
    • J. Ashburner and K. Friston, “Unified segmentation,” NeuroImage, vol. 26, pp. 839–851, 2005.
    • (2005) NeuroImage , vol.26 , pp. 839-851
    • Ashburner, J.1    Friston, K.2
  • 4
    • 0033933649 scopus 로고    scopus 로고
    • Voxel-based morphometry—The methods
    • J. Ashburner and K. J. Friston, “Voxel-based morphometry—The methods,” NeuroImage, vol. 11, pp. 805–821, 2000.
    • (2000) NeuroImage , vol.11 , pp. 805-821
    • Ashburner, J.1    Friston, K.J.2
  • 6
    • 0031278963 scopus 로고    scopus 로고
    • Incorporating prior knowledge into image registration
    • J. Ashburner, P. Neelin, D. L. Collins, A. Evans, and K. Friston, “Incorporating prior knowledge into image registration,” NeuroImage, vol. 6, no. 4, pp. 344–352, 1997.
    • (1997) NeuroImage , vol.6 , Issue.4 , pp. 344-352
    • Ashburner, J.1    Neelin, P.2    Collins, D.L.3    Evans, A.4    Friston, K.5
  • 7
    • 0036359730 scopus 로고    scopus 로고
    • A stability based method for discovering structure in clustered data
    • A. Ben-Hur, A. Elisseeff, and I. Guyon, “A stability based method for discovering structure in clustered data,” in Pacific Symp. Biocomput., 2002, vol. 7, pp. 6–17.
    • (2002) Pacific Symp. Biocomput. , vol.7 , pp. 6-17
    • Ben-Hur, A.1    Elisseeff, A.2    Guyon, I.3
  • 9
    • 34548424538 scopus 로고    scopus 로고
    • Atlas stratification
    • D. Blezek and J. Miller, “Atlas stratification,” Med. Image Anal., vol. 11, no. 5, pp. 443–457, 2007.
    • (2007) Med. Image Anal. , vol.11 , Issue.5 , pp. 443-457
    • Blezek, D.1    Miller, J.2
  • 11
    • 0026597219 scopus 로고
    • MR-based hippocampal volumetry in the diagnosis of Alzheimer's disease
    • J. R. Clifford, R. C. Petersen, P. C. O'Brien, and E. G. Tangalos, “MR-based hippocampal volumetry in the diagnosis of Alzheimer's disease,” Neurology, vol. 42, 1992.
    • (1992) Neurology , vol.42
    • Clifford, J.R.1    Petersen, R.C.2    O'Brien, P.C.3    Tangalos, E.G.4
  • 12
    • 0028287162 scopus 로고
    • Automatic 3-D intersubject registration of MR volumetric data in standardized Ta-lairach space
    • D. L. Collins, P. Neelin, T. M. Peters, and A. C. Evans, “Automatic 3-D intersubject registration of MR volumetric data in standardized Ta-lairach space,” J. Comput. Assist. Tomogr., vol. 18, no. 2, pp. 192–205, 1994.
    • (1994) J. Comput. Assist. Tomogr. , vol.18 , Issue.2 , pp. 192-205
    • Collins, D.L.1    Neelin, P.2    Peters, T.M.3    Evans, A.C.4
  • 15
    • 0035208958 scopus 로고    scopus 로고
    • Voxel-based morphometry using the ravens maps: Methods and validation using simulated longitudinal atrophy
    • C. Davatzikos, A. Gene, D. Xua, and S. M. Resnick, “Voxel-based morphometry using the ravens maps: Methods and validation using simulated longitudinal atrophy,” NeuroImage, vol. 14, pp. 1361–1369, 2001.
    • (2001) NeuroImage , vol.14 , pp. 1361-1369
    • Davatzikos, C.1    Gene, A.2    Xua, D.3    Resnick, S.M.4
  • 16
    • 0026785906 scopus 로고
    • Longitudinal changes in lateral ventricular volume in patients with dementia of the alzheimer type
    • C. DeCarli, J. V. Haxby, J. A. Gillette, D. Teichberg, S. I. Rapoport, and M. B. Schapiro, “Longitudinal changes in lateral ventricular volume in patients with dementia of the alzheimer type,” Neurology, vol. 42, no. 10, pp. 2029–2036, 1992.
    • (1992) Neurology , vol.42 , Issue.10 , pp. 2029-2036
    • DeCarli, C.1    Haxby, J.V.2    Gillette, J.A.3    Teichberg, D.4    Rapoport, S.I.5    Schapiro, M.B.6
  • 20
    • 15244360529 scopus 로고    scopus 로고
    • Normative estimates of cross-sectional and longitudinal brain volume decline in aging and ad
    • A. F. Fotenos, A. Z. Snyder, L. E. Girton, J. C. Morris, and R. L. Buckner, “Normative estimates of cross-sectional and longitudinal brain volume decline in aging and ad,” Neurology, vol. 64, pp. 1032–1039, 2005.
    • (2005) Neurology , vol.64 , pp. 1032-1039
    • Fotenos, A.F.1    Snyder, A.Z.2    Girton, L.E.3    Morris, J.C.4    Buckner, R.L.5
  • 21
    • 0031714732 scopus 로고    scopus 로고
    • The relationships between age, sex, and the incidence of dementia and alzheimer disease: A meta-analysis
    • S. Gao, H. C. Hendrie, K. S. Hall, and S. Hui, “The relationships between age, sex, and the incidence of dementia and alzheimer disease: A meta-analysis,” Arch. General Psychiatry, vol. 55, pp. 809–815, 1998.
    • (1998) Arch. General Psychiatry , vol.55 , pp. 809-815
    • Gao, S.1    Hendrie, H.C.2    Hall, K.S.3    Hui, S.4
  • 22
    • 0030944675 scopus 로고    scopus 로고
    • Differential diagnosis of alzheimer's disease
    • D. S. Geldmacher and P. J. Whitehouse, “Differential diagnosis of alzheimer's disease,” Neurology, vol. 48, no. 5, 1997.
    • (1997) Neurology , vol.48 , Issue.5
    • Geldmacher, D.S.1    Whitehouse, P.J.2
  • 24
    • 1842427969 scopus 로고    scopus 로고
    • Default-mode network activity distinguishes alzheimer's disease from healthy aging: Evidence from functional MRI
    • M. D. Greicius, G. Srivastava, A. L. Reiss, and V. Menon, “Default-mode network activity distinguishes alzheimer's disease from healthy aging: Evidence from functional MRI,” Proc. Nat. Acad. Sci., vol. 101, no. 13, pp. 4637–4642, 2004.
    • (2004) Proc. Nat. Acad. Sci. , vol.101 , Issue.13 , pp. 4637-4642
    • Greicius, M.D.1    Srivastava, G.2    Reiss, A.L.3    Menon, V.4
  • 26
    • 1942453876 scopus 로고    scopus 로고
    • Differential vulnerability of anterior white matter in nondemented aging with minimal acceleration in dementia of the alzheimer type: Evidence from diffusion tensor imaging
    • D. Head, R. L. Buckner, J. S. Shimony, L. E. Williams, E. Akbudak, T. E. Conturo, M. McAvoy, J. C. Morris, and A. Z. Snyder, “Differential vulnerability of anterior white matter in nondemented aging with minimal acceleration in dementia of the alzheimer type: Evidence from diffusion tensor imaging,” Cerebral Cortex, vol. 14, pp. 410–423, 2004.
    • (2004) Cerebral Cortex , vol.14 , pp. 410-423
    • Head, D.1    Buckner, R.L.2    Shimony, J.S.3    Williams, L.E.4    Akbudak, E.5    Conturo, T.E.6    McAvoy, M.7    Morris, J.C.8    Snyder, A.Z.9
  • 27
    • 33748784605 scopus 로고    scopus 로고
    • Automatic anatomical brain MRI segmentation combining label propagation and decision fusion
    • R. A. Heckemann, J. Hajnal, P. Aljabar, D. Rueckert, and A. Hammers, “Automatic anatomical brain MRI segmentation combining label propagation and decision fusion,” NeuroImage, vol. 33, no. 1, pp. 115–126, 2006.
    • (2006) NeuroImage , vol.33 , Issue.1 , pp. 115-126
    • Heckemann, R.A.1    Hajnal, J.2    Aljabar, P.3    Rueckert, D.4    Hammers, A.5
  • 29
    • 28444491442 scopus 로고    scopus 로고
    • Regional deficits in brain volume in schizophrenia: A meta-analysis of voxel-based morphometry studies
    • R. Honea, T. J. Crow, D. Passingham, and C. E. Mackay, “Regional deficits in brain volume in schizophrenia: A meta-analysis of voxel-based morphometry studies,” Am. J. Psychiatry, vol. 162, pp. 2233–2245, 2005.
    • (2005) Am. J. Psychiatry , vol.162 , pp. 2233-2245
    • Honea, R.1    Crow, T.J.2    Passingham, D.3    Mackay, C.E.4
  • 31
    • 7044260966 scopus 로고    scopus 로고
    • Unbiased diffeomorphism atlas construction for computational anatomy
    • S. Joshi, B. Davis, M. Jomier, and G. Gerig, “Unbiased diffeomorphism atlas construction for computational anatomy,” NeuroImage, vol. 23, pp. 151–160, 2004.
    • (2004) NeuroImage , vol.23 , pp. 151-160
    • Joshi, S.1    Davis, B.2    Jomier, M.3    Gerig, G.4
  • 32
    • 0141869934 scopus 로고    scopus 로고
    • A longitudinal study of brain morphometries using quantitative magnetic resonance imaging and difference image analysis
    • R. Liu, L. Lemieux, G. S. Bell, S. M. Sisodiya, S. D. Shorvon, J. W. A. S. Sander, and J. S. Duncan, “A longitudinal study of brain morphometries using quantitative magnetic resonance imaging and difference image analysis,” NeuroImage, vol. 20, pp. 22–33, 2003.
    • (2003) NeuroImage , vol.20 , pp. 22-33
    • Liu, R.1    Lemieux, L.2    Bell, G.S.3    Sisodiya, S.M.4    Shorvon, S.D.5    Sander, J.W.A.S.6    Duncan, J.S.7
  • 34
    • 34548409688 scopus 로고    scopus 로고
    • Open access series of imaging studies (OASIS): Cross-sectional MRI data in young, middle aged, nondemented, and demented older adults
    • D. S. Marcus, T. H. Wang, J. Parker, J. G. Csernansky, J. C. Morris, and R. L. Buckner, “Open access series of imaging studies (OASIS): Cross-sectional MRI data in young, middle aged, nondemented, and demented older adults,” J. Cognitive Neurosci., vol. 19, pp. 1498–1507, 2007.
    • (2007) J. Cognitive Neurosci. , vol.19 , pp. 1498-1507
    • Marcus, D.S.1    Wang, T.H.2    Parker, J.3    Csernansky, J.G.4    Morris, J.C.5    Buckner, R.L.6
  • 35
    • 34250115918 scopus 로고
    • An examination of procedures for determining the number of clusters in a data set
    • G. W. Milligan and M. C. Cooper, “An examination of procedures for determining the number of clusters in a data set,” Psychometrika, vol. 50, no. 2, pp. 159–179, 1985.
    • (1985) Psychometrika , vol.50 , Issue.2 , pp. 159-179
    • Milligan, G.W.1    Cooper, M.C.2
  • 36
    • 0027425211 scopus 로고
    • The clinical dementia rating (CDR): Current version and scoring rules
    • J. C. Morris, “The clinical dementia rating (CDR): Current version and scoring rules,” Neurology, vol. 43, pp. 2412–2414, 1993.
    • (1993) Neurology , vol.43 , pp. 2412-2414
    • Morris, J.C.1
  • 38
    • 33747434409 scopus 로고    scopus 로고
    • A bayesian model for joint segmentation and registration
    • K. M. Pohl, J. Fisher, W. Grimson, R. Kikinis, and W. M. Wells, “A bayesian model for joint segmentation and registration,” NeuroImage, vol. 31, pp. 228–239, 2006.
    • (2006) NeuroImage , vol.31 , pp. 228-239
    • Pohl, K.M.1    Fisher, J.2    Grimson, W.3    Kikinis, R.4    Wells, W.M.5
  • 39
    • 0034027384 scopus 로고    scopus 로고
    • Volumetry of hippocampus and amygdala with high-resolution MRI and three-dimensional analysis software: Minimizing the discrepancies between laboratories
    • J. C. Pruessner, L. M. Li, W. Series, M. Pruessner, D. L. Collins, N. Kabani, S. Lupien, and A. C. Evans, “Volumetry of hippocampus and amygdala with high-resolution MRI and three-dimensional analysis software: Minimizing the discrepancies between laboratories,” Cerebral Cortex, vol. 10, no. 4, pp. 433–442, 2000.
    • (2000) Cerebral Cortex , vol.10 , Issue.4 , pp. 433-442
    • Pruessner, J.C.1    Li, L.M.2    Series, W.3    Pruessner, M.4    Collins, D.L.5    Kabani, N.6    Lupien, S.7    Evans, A.C.8
  • 40
    • 0031943165 scopus 로고    scopus 로고
    • A prospective study of cognitive function and onset of dementia in cognitively healthy elders
    • E. H. Rubin, M. Storandt, J. R. Miller, D. A. Kinscherf, E. A. Grant, J. C. Morris, and L. Berg, “A prospective study of cognitive function and onset of dementia in cognitively healthy elders,” Arch. Neurol., vol. 55, pp. 395–401, 1998.
    • (1998) Arch. Neurol. , vol.55 , pp. 395-401
    • Rubin, E.H.1    Storandt, M.2    Miller, J.R.3    Kinscherf, D.A.4    Grant, E.A.5    Morris, J.C.6    Berg, L.7
  • 41
    • 0033169211 scopus 로고    scopus 로고
    • Nonrigid registration using free-form deformations: Application to breast MR images
    • Aug.
    • D. Rueckert, L. I. Sonoda, C. Hayes, D. L. G. Hill, M. O. Leach, and D. J. Hawkes, “Nonrigid registration using free-form deformations: Application to breast MR images,” IEEE Trans. Med. Imag., vol. 18, no. 8, pp. 712–721, Aug. 1999.
    • (1999) IEEE Trans. Med. Imag. , vol.18 , Issue.8 , pp. 712-721
    • Rueckert, D.1    Sonoda, L.I.2    Hayes, C.3    Hill, D.L.G.4    Leach, M.O.5    Hawkes, D.J.6
  • 43
    • 0038375823 scopus 로고    scopus 로고
    • A longitudinal study of brain volume changes in normal aging using serial registered magnetic resonance imaging
    • R. I. Scahill, C. Frost, R. Jenkins, J. L. Whitwell, M. N. Rossor, and N. C. Fox, “A longitudinal study of brain volume changes in normal aging using serial registered magnetic resonance imaging,” Arch. Neurol., vol. 60, pp. 989–994, 2003.
    • (2003) Arch. Neurol. , vol.60 , pp. 989-994
    • Scahill, R.I.1    Frost, C.2    Jenkins, R.3    Whitwell, J.L.4    Rossor, M.N.5    Fox, N.C.6
  • 44
    • 0032925853 scopus 로고    scopus 로고
    • Magnetic resonance imaging-based volumetry differentiates idiopathic parkinson's syndrome from multiple system atrophy and progressive supranuclear palsy
    • J. B. Schulz, M. Skalej, D. Wedekind, A. R. Luft, M. Abele, K. Voigt, J. Dichgans, and T. Klockgether, “Magnetic resonance imaging-based volumetry differentiates idiopathic parkinson's syndrome from multiple system atrophy and progressive supranuclear palsy,” Ann. Neurol., vol. 45, no. 1, pp. 65–74, 2002.
    • (2002) Ann. Neurol. , vol.45 , Issue.1 , pp. 65-74
    • Schulz, J.B.1    Skalej, M.2    Wedekind, D.3    Luft, A.R.4    Abele, M.5    Voigt, K.6    Dichgans, J.7    Klockgether, T.8
  • 45
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • G. Schwarz, “Estimating the dimension of a model,” Ann. Stat., vol. 6, no. 2, pp. 461–464, 1978.
    • (1978) Ann. Stat. , vol.6 , Issue.2 , pp. 461-464
    • Schwarz, G.1
  • 46
    • 2942620136 scopus 로고    scopus 로고
    • A template free approach to volumetric spatial normalization of brain anatomy
    • C. Studholme and V. Cardenas, “A template free approach to volumetric spatial normalization of brain anatomy,” Pattern Recognit. Lett., vol. 25, pp. 1191–1202, 2004.
    • (2004) Pattern Recognit. Lett. , vol.25 , pp. 1191-1202
    • Studholme, C.1    Cardenas, V.2
  • 48
    • 0033961408 scopus 로고    scopus 로고
    • Mathematical/computational challenges in creating deformable and probabilistic atlases of the human brain
    • P. M. Thompson, R. P. Woods, M. S. Mega, and A. W. Toga, “Mathematical/computational challenges in creating deformable and probabilistic atlases of the human brain,” Human Brain Mapp., vol. 9, no. 2, pp. 81–92, 2000.
    • (2000) Human Brain Mapp. , vol.9 , Issue.2 , pp. 81-92
    • Thompson, P.M.1    Woods, R.P.2    Mega, M.S.3    Toga, A.W.4
  • 49
    • 0035532141 scopus 로고    scopus 로고
    • Estimating the number of clusters in a data set via the gap statistic
    • ser. B (Statistical Methodology)
    • R. Tibshirani, G. Walther, and T. Hastie, “Estimating the number of clusters in a data set via the gap statistic,” J. R. Stat. Soc., ser. B (Statistical Methodology), vol. 63, no. 2, pp. 411–423, 2002.
    • (2002) J. R. Stat. Soc. , vol.63 , Issue.2 , pp. 411-423
    • Tibshirani, R.1    Walther, G.2    Hastie, T.3
  • 50
    • 23844461752 scopus 로고    scopus 로고
    • An EM algorithm for shape classification based on level sets
    • A. Tsai, W. M. Wells, S. K. Warfield, and A. S. Willsky, “An EM algorithm for shape classification based on level sets,” Med. Image Anal., vol. 9, pp. 491–502, 2005.
    • (2005) Med. Image Anal. , vol.9 , pp. 491-502
    • Tsai, A.1    Wells, W.M.2    Warfield, S.K.3    Willsky, A.S.4
  • 52
    • 0142074701 scopus 로고    scopus 로고
    • Changes in hippocampal volume and shape across time distinguish dementia of the alzheimer type from healthy aging
    • L. Wang, J. S. Swank, I. E. Glick, M. H. Gado, M. I. Miller, J. C. Morris, and J. G. Csernansky, “Changes in hippocampal volume and shape across time distinguish dementia of the alzheimer type from healthy aging,” NeuroImage, vol. 20, no. 2, pp. 667–682, 2003.
    • (2003) NeuroImage , vol.20 , Issue.2 , pp. 667-682
    • Wang, L.1    Swank, J.S.2    Glick, I.E.3    Gado, M.H.4    Miller, M.I.5    Morris, J.C.6    Csernansky, J.G.7
  • 53
    • 0032834702 scopus 로고    scopus 로고
    • Creation and use of a Talairach-compatible atlas for accurate, automated, nonlinear intersubject registration, and analysis of functional imaging data
    • R. P. Woods, M. Dapretto, N. L. Sicotte, A. W. Toga, and J. C. Mazziotta, “Creation and use of a Talairach-compatible atlas for accurate, automated, nonlinear intersubject registration, and analysis of functional imaging data,” Human Brain Mapp., vol. 8, no. 2–3, pp. 73–79, 1999.
    • (1999) Human Brain Mapp. , vol.8 , Issue.2-3 , pp. 73-79
    • Woods, R.P.1    Dapretto, M.2    Sicotte, N.L.3    Toga, A.W.4    Mazziotta, J.C.5
  • 54
    • 0031887084 scopus 로고    scopus 로고
    • Automated image registration: II Intersubject Validation of Linear and Nonlinear Models
    • R. P. Woods, S. T. Grafton, J. D. Watson, N. L. Sicotte, and J. C. Mazziotta, “Automated image registration: II Intersubject Validation of Linear and Nonlinear Models,” Camp. Assist. Tomography, vol. 22, no. 1, pp. 153–165, 1998.
    • (1998) Camp. Assist. Tomography , vol.22 , Issue.1 , pp. 153-165
    • Woods, R.P.1    Grafton, S.T.2    Watson, J.D.3    Sicotte, N.L.4    Mazziotta, J.C.5
  • 55
    • 48749129352 scopus 로고    scopus 로고
    • Effects of registration regularization and atlas sharpness on segmentation accuracy
    • B. T. T. Yeo, M. R. Sabuncu, R. Desikan, B. Fischl, and P. Golland, “Effects of registration regularization and atlas sharpness on segmentation accuracy,” Med. Image Anal., vol. 12, no. 5, pp. 603–615, 2008.
    • (2008) Med. Image Anal. , vol.12 , Issue.5 , pp. 603-615
    • Yeo, B.T.T.1    Sabuncu, M.R.2    Desikan, R.3    Fischl, B.4    Golland, P.5
  • 57
    • 38149016252 scopus 로고    scopus 로고
    • A marginalized MAP approach and EM optimization for pair-wise registration
    • New York: Springer, Lecture Notes Computer Science
    • L. Zollei, M. Jenkinson, S. Timonerm, and W. M. Wells, “A marginalized MAP approach and EM optimization for pair-wise registration,” in Proceedings Information Processing in Medical Imaging. New York: Springer, 2007, vol. 4584, Lecture Notes Computer Science, pp. 662–674.
    • (2007) Proceedings Information Processing in Medical Imaging , vol.4584 , pp. 662-674
    • Zollei, L.1    Jenkinson, M.2    Timonerm, S.3    Wells, W.M.4
  • 58


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.