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Volumn 14, Issue 2, 2015, Pages 237-247

Resting-state whole-brain functional connectivity networks for MCI classification using L2-regularized logistic regression

Author keywords

Alzheimer dementia; functional connectivity network; logistic regression; mild cognitive impairment

Indexed keywords

CORRELATION METHODS; DIAGNOSIS; MAGNETIC RESONANCE IMAGING; NEURODEGENERATIVE DISEASES; REGRESSION ANALYSIS; STATISTICAL METHODS;

EID: 84927624048     PISSN: 15361241     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNB.2015.2403274     Document Type: Article
Times cited : (67)

References (56)
  • 2
    • 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
    • C. Misra, Y. Fan, and C. Davatzikos, "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, vol. 44, no. 4, pp. 1415-1422, 2009.
    • (2009) Neuroimage , vol.44 , Issue.4 , pp. 1415-1422
    • Misra, C.1    Fan, Y.2    Davatzikos, C.3
  • 4
    • 0036890293 scopus 로고    scopus 로고
    • Mild cognitive impairment1- A review of prevalence, incidence and outcome according to current approaches
    • J. Bischkopf, A. Busse, and M. Angermeyer, "Mild cognitive impairment1- A review of prevalence, incidence and outcome according to current approaches," Acta Psychiatrica Scandinavica, vol. 106, no. 6, pp. 403-414, 2002.
    • (2002) Acta Psychiatrica Scandinavica , vol.106 , Issue.6 , pp. 403-414
    • Bischkopf, J.1    Busse, A.2    Angermeyer, M.3
  • 6
    • 46249131887 scopus 로고    scopus 로고
    • Network analysis of intrinsic functional brain connectivity in Alzheimer's disease
    • K. Supekar, V. Menon, D. Rubin, M. Musen, and M. D. Greicius, "Network analysis of intrinsic functional brain connectivity in Alzheimer's disease," PLoS Comput. Biol., vol. 4, no. 6, p. E1000100, 2008.
    • (2008) PLoS Comput. Biol. , vol.4 , Issue.6 , pp. E1000100
    • Supekar, K.1    Menon, V.2    Rubin, D.3    Musen, M.4    Greicius, M.D.5
  • 7
    • 78951472554 scopus 로고    scopus 로고
    • Frequency-dependent changes in the amplitude of low-frequency fluctuations in amnestic mild cognitive impairment: A resting-state fMRI study
    • Y. Han, J. Wang, Z. Zhao, B. Min, J. Lu, K. Li, Y. He, and J. Jia, "Frequency-dependent changes in the amplitude of low-frequency fluctuations in amnestic mild cognitive impairment: a resting-state fMRI study," Neuroimage, vol. 55, no. 1, pp. 287-295, 2011.
    • (2011) Neuroimage , vol.55 , Issue.1 , pp. 287-295
    • Han, Y.1    Wang, J.2    Zhao, Z.3    Min, B.4    Lu, J.5    Li, K.6    He, Y.7    Jia, J.8
  • 8
    • 0029166541 scopus 로고
    • Functional connectivity in the motor cortex of resting human brain using echoplanar MRI
    • B. Biswal, F. Z. Yetkin, V. M. Haughton, and J. S. Hyde, "Functional connectivity in the motor cortex of resting human brain using echoplanar MRI," Magn. Resonance Med., vol. 34, no. 4, pp. 537-541, 1995.
    • (1995) Magn. Resonance Med. , vol.34 , Issue.4 , pp. 537-541
    • Biswal, B.1    Yetkin, F.Z.2    Haughton, V.M.3    Hyde, J.S.4
  • 10
    • 67349152727 scopus 로고    scopus 로고
    • Abnormal functional connectivity of hippocampus during episodic memory retrieval processing network in amnestic mild cognitive impairment
    • F. Bai, Z. Zhang, D. R. Watson, H. Yu, Y. Shi, Y. Yuan, Y. Zang, C. Zhu, and Y. Qian, "Abnormal functional connectivity of hippocampus during episodic memory retrieval processing network in amnestic mild cognitive impairment," Biol. Psychiatry, vol. 65, no. 11, pp. 951-958, 2009.
    • (2009) Biol. Psychiatry , vol.65 , Issue.11 , pp. 951-958
    • Bai, F.1    Zhang, Z.2    Watson, D.R.3    Yu, H.4    Shi, Y.5    Yuan, Y.6    Zang, Y.7    Zhu, C.8    Qian, Y.9
  • 11
    • 0142259257 scopus 로고    scopus 로고
    • Alzheimer'disease as a disconnection syndrome?
    • X. Delbeuck, M. V. d. Linden, and F. Collette, "Alzheimer'disease as a disconnection syndrome?," Neuropsychol. Rev., vol. 13, no. 2, pp. 79-92, 2003.
    • (2003) Neuropsychol. Rev. , vol.13 , Issue.2 , pp. 79-92
    • Delbeuck, X.1    Linden, M.V.D.2    Collette, F.3
  • 12
    • 84873647166 scopus 로고    scopus 로고
    • Disrupted functional brain connectome in individuals at risk for Alzheimer's disease
    • J. Wang, X. Zuo, Z. Dai, M. Xia, Z. Zhao, X. Zhao, J. Jia, Y. Han, and Y. He, "Disrupted functional brain connectome in individuals at risk for Alzheimer's disease," Biol. Psychiatry, vol. 73, no. 5, pp. 472-481, 2013.
    • (2013) Biol. Psychiatry , vol.73 , Issue.5 , pp. 472-481
    • Wang, J.1    Zuo, X.2    Dai, Z.3    Xia, M.4    Zhao, Z.5    Zhao, X.6    Jia, J.7    Han, Y.8    He, Y.9
  • 14
    • 84861644119 scopus 로고    scopus 로고
    • Resting-state multi-spectrum functional connectivity networks for identification of MCI patients
    • C.-Y. Wee, P.-T. Yap, K. Denny, J. N. Browndyke, G. G. Potter, K. A. Welsh-Bohmer, L. Wang, and D. Shen, "Resting-state multi-spectrum functional connectivity networks for identification of MCI patients," PloS One, vol. 7, no. 5, p. E37828, 2012.
    • (2012) PloS One , vol.7 , Issue.5 , pp. E37828
    • Wee, C.-Y.1    Yap, P.-T.2    Denny, K.3    Browndyke, J.N.4    Potter, G.G.5    Welsh-Bohmer, K.A.6    Wang, L.7    Shen, D.8
  • 16
    • 39749189507 scopus 로고    scopus 로고
    • Detection of prodromal Alzheimer's disease via pattern classification of magnetic resonance imaging
    • C. Davatzikos, Y. Fan, D. Shen, and S. M. Resnick, "Detection of prodromal Alzheimer's disease via pattern classification of magnetic resonance imaging," Neurobiol. Aging, vol. 29, no. 4, pp. 514-523, 2008.
    • (2008) Neurobiol. Aging , vol.29 , Issue.4 , pp. 514-523
    • Davatzikos, C.1    Fan, Y.2    Shen, D.3    Resnick, S.M.4
  • 17
    • 38749113910 scopus 로고    scopus 로고
    • Spatial patterns of brain atrophy in MCI patients, identified via high-dimensional pattern classification, predict subsequent cognitive decline
    • Y. Fan, N. Batmanghelich, C. M. Clark, and C. Davatzikos, "Spatial patterns of brain atrophy in MCI patients, identified via high-dimensional pattern classification, predict subsequent cognitive decline," Neuroimage, vol. 39, no. 4, pp. 1731-1743, 2008.
    • (2008) Neuroimage , vol.39 , Issue.4 , pp. 1731-1743
    • Fan, Y.1    Batmanghelich, N.2    Clark, C.M.3    Davatzikos, C.4
  • 19
    • 84861658596 scopus 로고    scopus 로고
    • Machine learning classification of MRI features of Alzheimer's disease and mild cognitive impairment subjects to reduce the sample size in clinical trials
    • J. Escudero, J. Zajicek, and E. Ifeachor, "Machine learning classification of MRI features of Alzheimer's disease and mild cognitive impairment subjects to reduce the sample size in clinical trials," in Proc. 2011 Annu. Int. Conf. IEEE Eng. Med. Biol. Soc. (EMBC), pp. 7957-7960.
    • Proc. 2011 Annu. Int. Conf. IEEE Eng. Med. Biol. Soc. (EMBC) , pp. 7957-7960
    • Escudero, J.1    Zajicek, J.2    Ifeachor, E.3
  • 20
    • 84894252987 scopus 로고    scopus 로고
    • Ontology driven decision support for the diagnosis of mild cognitive impairment
    • X. Zhang, B. Hu, X. Ma, P. Moore, and J. Chen, "Ontology driven decision support for the diagnosis of mild cognitive impairment," Comput. Methods Programs Biomed., vol. 113, no. 3, pp. 781-791, 2014.
    • (2014) Comput. Methods Programs Biomed. , vol.113 , Issue.3 , pp. 781-791
    • Zhang, X.1    Hu, B.2    Ma, X.3    Moore, P.4    Chen, J.5
  • 23
    • 0036322886 scopus 로고    scopus 로고
    • Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain
    • N. Tzourio-Mazoyer, B. Landeau, D. Papathanassiou, F. Crivello, O. Etard, N. Delcroix, B. Mazoyer, and M. Joliot, "Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain," Neuroimage, vol. 15, no. 1, pp. 273-289, 2002.
    • (2002) Neuroimage , vol.15 , Issue.1 , pp. 273-289
    • Tzourio-Mazoyer, N.1    Landeau, B.2    Papathanassiou, D.3    Crivello, F.4    Etard, O.5    Delcroix, N.6    Mazoyer, B.7    Joliot, M.8
  • 24
    • 0027441566 scopus 로고
    • Functional connectivity: The principal-component analysis of large (PET) data sets
    • K. Friston, C. Frith, P. Liddle, and R. Frackowiak, "Functional connectivity: the principal-component analysis of large (PET) data sets," J. Cerebral Blood Flow Metabolism, vol. 13, p. 5, 1993.
    • (1993) J. Cerebral Blood Flow Metabolism , vol.13 , pp. 5
    • Friston, K.1    Frith, C.2    Liddle, P.3    Frackowiak, R.4
  • 28
    • 78649653305 scopus 로고    scopus 로고
    • Abnormal cortical networks in mild cognitive impairment and Alzheimer's disease
    • Z. Yao, Y. Zhang, L. Lin, Y. Zhou, C. Xu, T. Jiang, and A. s. D. N. Initiative, "Abnormal cortical networks in mild cognitive impairment and Alzheimer's disease," PLoS Comput. Biol., vol. 6, no. 11, p. E1001006, 2010.
    • (2010) PLoS Comput. Biol. , vol.6 , Issue.11 , pp. E1001006
    • A. s. D. N. Initiative1    Yao, Z.2    Zhang, Y.3    Lin, L.4    Zhou, Y.5    Xu, C.6    Jiang, T.7
  • 29
    • 0034848980 scopus 로고    scopus 로고
    • Selective preservation and degeneration within the prefrontal cortex in aging and Alzheimer disease
    • D. H. Salat, J. A. Kaye, and J. S. Janowsky, "Selective preservation and degeneration within the prefrontal cortex in aging and Alzheimer disease," Archives Neurol., vol. 58, no. 9, pp. 1403-1408, 2001.
    • (2001) Archives Neurol. , vol.58 , Issue.9 , pp. 1403-1408
    • Salat, D.H.1    Kaye, J.A.2    Janowsky, J.S.3
  • 30
    • 0034098920 scopus 로고    scopus 로고
    • Orbitofrontal cortex pathology in Alzheimer's disease
    • G. W. Van Hoesen, J. Parvizi, and C.-C. Chu, "Orbitofrontal cortex pathology in Alzheimer's disease," Cerebral Cortex, vol. 10, no. 3, pp. 243-251, 2000.
    • (2000) Cerebral Cortex , vol.10 , Issue.3 , pp. 243-251
    • Van Hoesen, G.W.1    Parvizi, J.2    Chu, C.-C.3
  • 31
    • 0037422586 scopus 로고    scopus 로고
    • Functional connectivity in the resting brain: A network analysis of the default mode hypothesis
    • M. D. Greicius, B. Krasnow, A. L. Reiss, and V. Menon, "Functional connectivity in the resting brain: a network analysis of the default mode hypothesis," Proc. Nat. Acad. Sci., vol. 100, no. 1, pp. 253-258, 2003.
    • (2003) Proc. Nat. Acad. Sci. , vol.100 , Issue.1 , pp. 253-258
    • Greicius, M.D.1    Krasnow, B.2    Reiss, A.L.3    Menon, V.4
  • 32
    • 84889011624 scopus 로고    scopus 로고
    • An abnormal resting-state functional brain network indicates progression towards Alzheimer's disease
    • J. Xiang, H. Guo, R. Cao, H. Liang, and J. Chen, "An abnormal resting-state functional brain network indicates progression towards Alzheimer's disease," Neural Regeneration Res., vol. 8, no. 30, p. 2789, 2013.
    • (2013) Neural Regeneration Res. , vol.8 , Issue.30 , pp. 2789
    • Xiang, J.1    Guo, H.2    Cao, R.3    Liang, H.4    Chen, J.5
  • 33
    • 84926634071 scopus 로고    scopus 로고
    • Frequent and discriminative subnetwork mining for mild cognitive impairment classification
    • Jun.
    • F. Fei, B. Jie, and D. Zhang, "Frequent and discriminative subnetwork mining for mild cognitive impairment classification," Brain Connectivity, vol. 4, no. 5, pp. 347-360, Jun. 2014.
    • (2014) Brain Connectivity , vol.4 , Issue.5 , pp. 347-360
    • Fei, F.1    Jie, B.2    Zhang, D.3
  • 34
    • 84856974910 scopus 로고    scopus 로고
    • Functional connectivity tracks clinical deterioration in Alzheimer's disease
    • e19-828. e30
    • J. S. Damoiseaux, K. E. Prater, B. L. Miller, and M. D. Greicius, "Functional connectivity tracks clinical deterioration in Alzheimer's disease," Neurobiol. Aging, vol. 33, no. 4, pp. 828. e19-828. e30, 2012.
    • (2012) Neurobiol. Aging , vol.33 , Issue.4 , pp. 828
    • Damoiseaux, J.S.1    Prater, K.E.2    Miller, B.L.3    Greicius, M.D.4
  • 35
    • 33646246406 scopus 로고    scopus 로고
    • Functional connectivity of the fusiform gyrus during a face-matching task in subjects with mild cognitive impairment
    • A. Bokde, P. Lopez-Bayo, T. Meindl, S. Pechler, C. Born, F. Faltraco, S. Teipel, H.-J. Möller, and H. Hampel, "Functional connectivity of the fusiform gyrus during a face-matching task in subjects with mild cognitive impairment," Brain, vol. 129, no. 5, pp. 1113-1124, 2006.
    • (2006) Brain , vol.129 , Issue.5 , pp. 1113-1124
    • Bokde, A.1    Lopez-Bayo, P.2    Meindl, T.3    Pechler, S.4    Born, C.5    Faltraco, F.6    Teipel, S.7    Möller, H.-J.8    Hampel, H.9
  • 39
    • 84875212826 scopus 로고    scopus 로고
    • Decreased plasma levels of soluble low density lipoprotein receptor-related protein-1 (sLRP) and the soluble form of the receptor for advanced glycation end products (sRAGE) in the clinical diagnosis of Alzheimer's disease
    • F. Liang, J. Jia, S. Wang, W. Qin, and G. Liu, "Decreased plasma levels of soluble low density lipoprotein receptor-related protein-1 (sLRP) and the soluble form of the receptor for advanced glycation end products (sRAGE) in the clinical diagnosis of Alzheimer's disease," J. Clin. Neurosci., vol. 20, no. 3, pp. 357-361, 2013.
    • (2013) J. Clin. Neurosci. , vol.20 , Issue.3 , pp. 357-361
    • Liang, F.1    Jia, J.2    Wang, S.3    Qin, W.4    Liu, G.5
  • 40
  • 42
    • 84923799011 scopus 로고    scopus 로고
    • Anatomical characteristics of cingulate cortex and neuropsychological memory tests performance
    • K. Stanislav, V. Alexander, P. Maria, and V. Boris, "Anatomical characteristics of cingulate cortex and neuropsychological memory tests performance," Procedia-Social Behav. Sci., vol. 86, pp. 128-133, 2013.
    • (2013) Procedia-Social Behav. Sci. , vol.86 , pp. 128-133
    • Stanislav, K.1    Alexander, V.2    Maria, P.3    Boris, V.4
  • 43
    • 84883166696 scopus 로고    scopus 로고
    • Stimulating the brain's language network: Syntactic ambiguity resolution after tms to the inferior frontal gyrus and middle temporal gyrus
    • D. J. Acheson and P. Hagoort, "Stimulating the brain's language network: Syntactic ambiguity resolution after tms to the inferior frontal gyrus and middle temporal gyrus," J. Cogn. Neurosci., vol. 25, no. 10, pp. 1664-1677, 2013.
    • (2013) J. Cogn. Neurosci. , vol.25 , Issue.10 , pp. 1664-1677
    • Acheson, D.J.1    Hagoort, P.2
  • 44
    • 47849126660 scopus 로고    scopus 로고
    • Agraphia for kanji resulting from a left posterior middle temporal gyrus lesion
    • Y. Sakurai, I. Mimura, and T. Mannen, "Agraphia for kanji resulting from a left posterior middle temporal gyrus lesion," Behav. Neurol., vol. 19, no. 3, pp. 93-106, 2008.
    • (2008) Behav. Neurol. , vol.19 , Issue.3 , pp. 93-106
    • Sakurai, Y.1    Mimura, I.2    Mannen, T.3
  • 45
    • 30844436822 scopus 로고    scopus 로고
    • FMRI of working memory in patients with mild cognitive impairment and probable Alzheimer's disease
    • F. Z. Yetkin, R. N. Rosenberg, M. F. Weiner, P. D. Purdy, and C. M. Cullum, "FMRI of working memory in patients with mild cognitive impairment and probable Alzheimer's disease," Eur. Radiol., vol. 16, no. 1, pp. 193-206, 2006.
    • (2006) Eur. Radiol. , vol.16 , Issue.1 , pp. 193-206
    • Yetkin, F.Z.1    Rosenberg, R.N.2    Weiner, M.F.3    Purdy, P.D.4    Cullum, C.M.5
  • 47
    • 84888244733 scopus 로고    scopus 로고
    • Impaired functional connectivity of the thalamus in Alzheimer's disease and mild cognitive impairment: A resting-state fMRI study
    • B. Zhou, Y. Liu, Z. Zhang, N. An, H. Yao, P. Wang, L. Wang, X. Zhang, and T. Jiang, "Impaired functional connectivity of the thalamus in Alzheimer's disease and mild cognitive impairment: a resting-state fMRI study," Current Alzheimer Res., vol. 10, no. 7, pp. 754-766, 2013.
    • (2013) Current Alzheimer Res. , vol.10 , Issue.7 , pp. 754-766
    • Zhou, B.1    Liu, Y.2    Zhang, Z.3    An, N.4    Yao, H.5    Wang, P.6    Wang, L.7    Zhang, X.8    Jiang, T.9
  • 48
    • 75249092832 scopus 로고    scopus 로고
    • Impairment and compensation coexist in amnestic MCI default mode network
    • Z. Qi, X. Wu, Z. Wang, N. Zhang, H. Dong, L. Yao, and K. Li, "Impairment and compensation coexist in amnestic MCI default mode network," Neuroimage, vol. 50, no. 1, pp. 48-55, 2010.
    • (2010) Neuroimage , vol.50 , Issue.1 , pp. 48-55
    • Qi, Z.1    Wu, X.2    Wang, Z.3    Zhang, N.4    Dong, H.5    Yao, L.6    Li, K.7
  • 49
    • 1842427969 scopus 로고    scopus 로고
    • Defaultmode network activity distinguishes Alzheimer's disease from healthy aging: Evidence from functional MRI
    • M. D. Greicius, G. Srivastava, A. L. Reiss, and V. Menon, "Defaultmode network activity distinguishes Alzheimer's disease from healthy aging: evidence from functional MRI," Proc. Nat. Acad. Sci. USA, vol. 101, no. 13, pp. 4637-4642, 2004.
    • (2004) Proc. Nat. Acad. Sci. USA , vol.101 , Issue.13 , pp. 4637-4642
    • Greicius, M.D.1    Srivastava, G.2    Reiss, A.L.3    Menon, V.4
  • 52
    • 84905727953 scopus 로고    scopus 로고
    • Discriminative subnetwork mining for multiple thresholded connectivity-networks-based classification of mild cognitive impairment
    • F. Fei, B. Jie, L. Wang, and D. Zhang, "Discriminative subnetwork mining for multiple thresholded connectivity-networks-based classification of mild cognitive impairment," in Proc. 2014 Int. Workshop IEEE Pattern Recognit. Neuroimaging, 2014, pp. 1-4.
    • (2014) Proc. 2014 Int. Workshop IEEE Pattern Recognit. Neuroimaging , pp. 1-4
    • Fei, F.1    Jie, B.2    Wang, L.3    Zhang, D.4
  • 53
    • 76649123574 scopus 로고    scopus 로고
    • CSF biomarkers in prediction of cerebral and clinical change in mild cognitive impairment and Alzheimer's disease
    • A. M. Fjell, K. B. Walhovd, C. Fennema-Notestine, L. K. McEvoy, D. J. Hagler, D. Holland, J. B. Brewer, and A. M. Dale, "CSF biomarkers in prediction of cerebral and clinical change in mild cognitive impairment and Alzheimer's disease," J. Neurosci., vol. 30, no. 6, pp. 2088-2101, 2010.
    • (2010) J. Neurosci. , vol.30 , Issue.6 , pp. 2088-2101
    • Fjell, A.M.1    Walhovd, K.B.2    Fennema-Notestine, C.3    McEvoy, L.K.4    Hagler, D.J.5    Holland, D.6    Brewer, J.B.7    Dale, A.M.8
  • 55
    • 84902169859 scopus 로고    scopus 로고
    • Topological graph kernel on multiple thresholded functional connectivity networks for mild cognitive impairment classification
    • Jul.
    • B. Jie, D. Zhang, C. Y. Wee, and D. Shen, "Topological graph kernel on multiple thresholded functional connectivity networks for mild cognitive impairment classification," Human Brain Mapping, vol. 35, no. 7, pp. 2876-2897, Jul. 2014.
    • (2014) Human Brain Mapping , vol.35 , Issue.7 , pp. 2876-2897
    • Jie, B.1    Zhang, D.2    Wee, C.Y.3    Shen, D.4


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