Classification of Alzheimer disease, mild cognitive impairment, and normal cognitive status with large-scale network analysis based on resting-state functional MR imaging

Radiology

Volumn 259, Issue 1, 2011, Pages 213-221

  Chen, Gang ^a   Ward, B Douglas ^a   Xie, Chunming ^a   Li, Wenjun ^a   Wu, Zhilin ^a   Jones, Jennifer L ^a   Franczak, Malgorzata ^a   Antuono, Piero ^a   Li, Shi Jiang ^a  

^a MEDICAL COLLEGE OF WISCONSIN   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AGED; ALZHEIMER DISEASE; AMNESIA; ANALYTIC METHOD; ARTICLE; COGNITION; CONTROLLED STUDY; DIAGNOSTIC ERROR; DISEASE CLASSIFICATION; FEMALE; FUNCTIONAL ASSESSMENT; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HEALTH STATUS; HUMAN; LARGE SCALE NETWORK ANALYSIS; MAJOR CLINICAL STUDY; MALE; MILD COGNITIVE IMPAIRMENT; MINI MENTAL STATE EXAMINATION; PRIORITY JOURNAL; REY AUDITORY VERBAL LEARNING TEST; SCORING SYSTEM; SENSITIVITY AND SPECIFICITY; VALIDATION PROCESS;

AGED; ALGORITHMS; ALZHEIMER DISEASE; BRAIN MAPPING; COGNITION DISORDERS; FEMALE; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; NEURAL NETWORKS (COMPUTER); REPRODUCIBILITY OF RESULTS; REST; SENSITIVITY AND SPECIFICITY;

EID: 79953010204     PISSN: 00338419     EISSN: 15271315     Source Type: Journal    
DOI: 10.1148/radiol.10100734     Document Type: Article

References (42)

1. Heron M, Hoyert DL, Murphy SL, Xu J, Kochanek KD, Tejada-Vera B. Deaths: final data for 2006. Natl Vital Stat Rep 2009;57(14);1-134.
2. Biswal B, Yetkin FZ, Haughton VM, Hyde JS. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn Reson Med 1995;34(4);537-541.
3. Raichle ME, Snyder AZ. A default mode of brain function: a brief history of an evolving idea. Neuroimage 2007;37(4);1083-1090; discussion 1097-1099.
4. Stam CJ, Jones BF, Nolte G, Breakspear M, Scheltens P. Small-world networks and functional connectivity in Alzheimer's disease. Cereb Cortex 2007;17(1);92-99.
5. Stam CJ, de Haan W, Daffertshofer A, et al. Graph theoretical analysis of magnetoencephalographic functional connectivity in Alzheimer's disease. Brain 2009;132(pt 1):213-224.
6. Supekar K, Menon V, Rubin D, Musen M, Greicius MD. Network analysis of intrinsic functional brain connectivity in Alzheimer's disease. PLoS Comput Biol 2008;4(6):e1000100.
7. He Y, Chen Z, Evans A. Structural insights into aberrant topological patterns of largescale cortical networks in Alzheimer's disease . J Neurosci 2008;28(18);4756-4766.
8. Palop JJ, Chin J, Mucke L. A network dysfunction perspective on neurodegenerative diseases. Nature 2006;443(7113);768-773.
9. Wang K, Liang M, Wang L, et al. Altered functional connectivity in early Alzheimer's disease: a resting-state fMRI study. Hum Brain Mapp 2007;28(10);967-978.
10. Li SJ, Li Z, Wu G, Zhang MJ, Franczak M, Antuono PG. Alzheimer disease: evaluation of a functional MR imaging index as a marker. Radiology 2002;225(1);253-259.
11. Wang L, Zang Y, He Y, et al. Changes in hippocampal connectivity in the early stages of Alzheimer's disease: evidence from resting state fMRI. Neuroimage 2006;31(2):496-504. (Pubitemid 43776683)
12. Greicius MD, Srivastava G, Reiss AL, Menon V. Default-mode network activity distinguishes Alzheimer's disease from healthy aging: evidence from functional MRI. Proc Natl Acad Sci U S A 2004;101(13);4637-4642.
13. Greicius MD, Supekar K, Menon V, Dougherty RF. Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb Cortex 2009;19(1):72-78.
14. He Y, Chen Z, Gong G, Evans A. Neuronal networks in Alzheimer's disease. Neuroscientist 2009;15(4);333-350.
15. Seeley WW, Crawford RK, Zhou J, Miller BL, Greicius MD. Neurodegenerative diseases target large-scale human brain networks. Neuron 2009;62(1);42-52.
16. Li SJ, Ward D, Antuono PG, Wu Z, Jones J, Zhang MJ. Global ROI-based functional connectivity MRI(fcMRI) analysis for classification of Alzheimer's disease. In: Proceedings of the Seventeenth Meeting of the International Society for Magnetic Resonance in Medicine. Berkeley, Calif;International Society for Magnetic Resonance in Medicine, 2009;1101.
17. Li SJ, Ward D, Antuono PG, Wu Z, Jones J, McRae T. Detection of changes in functional connectivity MRI (fcMRI) following Aricept treatment in subjects with mild Alzheimer's disease. In: Proceedings of the Seventeenth Meeting of the International Society for Magnetic Resonance in Medicine. Berkeley, Calif: International Society for Magnetic Resonance in Medicine, 2009;1102.
18. Xu G, Antuono PG, Jones J, et al. Perfusion fMRI detects deficits in regional CBF during memory-encoding tasks in MCI subjects. Neurology 2007;69(17);1650-1656.
19. Glover GH, Li TQ, Ress D. Image-based method for retrospective correction of physiological motion effects in fMRI: RETROICOR. Magn Reson Med 2000;44(1);162-167.
20. Birn RM, Diamond JB, Smith MA, Bandettini PA. Separating respiratory-variation-related fluctuations from neuronal-activity-related fluctuations in fMRI. Neuroimage 2006;31(4);1536-1548.
21. Tzourio-Mazoyer N, Landeau B, Papathanassiou D, et al. Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage 2002;15(1):273-289. (Pubitemid 34852226)
22. Lai TL, Robbins H, Wei CZ. Strong consistency of least squares estimates in multiple regression. Proc Natl Acad Sci U S A 1978;75(7);3034-3036.
23. Rodgers JL, Nicewander WA. Thirteen ways to look at the correlation coefficient. Am Stat 1988;42(1);59-66.
24. Noether GE. The Wilcoxon two-sample test. In: Introduction to statistics: the nonparametric way. New York, NY; Springer-Verlag, 1991;103-112.
25. Theodoridis S, Koutroumbas K. Linear classifi ers. In: Pattern recognition. 3rd ed. San Diego, Calif; Academic Press, 2006;69-78,474-475.
26. Lerch JP, Pruessner J, Zijdenbos AP, et al. Automated cortical thickness measurements from MRI can accurately separate Alzheimer's patients from normal elderly controls. Neurobiol Aging 2008;29(1);23-30.
27. McEvoy LK, Fennema-Notestine C, Roddey JC, et al. Alzheimer disease: quantitative structural neuroimaging for detection and prediction of clinical and structural changes in mild cognitive impairment. Radiology 2009;251(1);195-205.
28. Fan Y, Resnick SM, Wu X, Davatzikos C. Structural and functional biomarkers of prodromal Alzheimer's disease: a high-dimensional pattern classification study. Neuroimage 2008;41(2);277-285.
29. Fan Y, Batmanghelich N, Clark CM, Davatzikos C: Alzheimer's Disease Neuroimaging Initiative. Spatial patterns of brain atrophy in MCI patients, identified via high-dimensional pattern classification, predict subsequent cognitive decline. Neuroimage 2008;39(4):1731-1743.
30. Jagust WJ, Landau SM, Shaw LM, et al. Relationships between biomarkers in aging and dementia. Neurology 2009;73(15);1193-1199.
31. Raichle ME. A paradigm shift in functional brain imaging. J Neurosci 2009;29(41):12729-12734.
32. Logothetis NK. What we can do and what we cannot do with fMRI. Nature 2008;453(7197);869-878.
33. Khader P, Schicke T, Röder B, Rösler F. On the relationship between slow cortical potentials and BOLD signal changes in humans. Int J Psychophysiol 2008;67(3);252-261.
34. Raichle ME, Mintun MA. Brain work and brain imaging. Annu Rev Neurosci 2006;29;449-476. (Pubitemid 44476853)
35. Niessing J, Ebisch B, Schmidt KE, Niessing M, Singer W, Galuske RA. Hemodynamic signals correlate tightly with synchronized gamma oscillations. Science 2005;309(5736):948-951. (Pubitemid 41099934)
36. Fries P. Neuronal gamma-band synchronization as a fundamental process in cortical computation. Annu Rev Neurosci 2009;32;209-224.
37. Uhlhaas PJ, Pipa G, Lima B, et al. Neural synchrony in cortical networks: history, concept and current status. Front Integr Neurosci 2009;3;17.
38. Lu H, Zuo Y, Gu H, et al. Synchronized delta oscillations correlate with the resting-state functional MRI signal. Proc Natl Acad Sci U S A 2007;104(46);18265-18269.
39. He BJ, Snyder AZ, Zempel JM, Smyth MD, Raichle ME. Electrophysiological correlates of the brain's intrinsic large-scale functional architecture. Proc Natl Acad Sci U S A 2008;105(41);16039-16044.
40. Fox MD, Snyder AZ, Zacks JM, Raichle ME. Coherent spontaneous activity accounts for trial-to-trial variability in human evoked brain responses. Nat Neurosci 2006;9(1);23-25.
41. Xu G, Xu Y, Wu G, Antuono PG, Hammeke TA, Li SJ. Task-modulation of functional synchrony between spontaneous low-frequency oscillations in the human brain detected by fMRI. Magn Reson Med 2006;56(1);41-50.
42. Xu Y, Xu G, Wu G, Antuono P, Rowe DB, Li SJ. The phase shift index for marking functional asynchrony in Alzheimer's disease patients using fMRI. Magn Reson Imaging 2008;26(3);379-392.