Aberrant Functional Organization within and between Resting-State Networks in AD

PLoS ONE

Volumn 8, Issue 5, 2013, Pages

  Song, Jinyu ^a   Qin, Wen ^a   Liu, Yong ^b   Duan, Yunyun ^c   Liu, Jieqiong ^c   He, Xiaoxi ^a   Li, Kuncheng ^c   Zhang, Xinqing ^c   Jiang, Tianzi ^b   Yu, Chunshui ^a  

^a TIANJIN MEDICAL UNIVERSITY   (China)

^b INSTITUTE OF AUTOMATION   (China)

^c CAPITAL MEDICAL UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

AGED; ALZHEIMER DISEASE; AMPLITUDE MODULATION; ARTICLE; BRAIN SIZE; CLINICAL ARTICLE; COGNITIVE DEFECT; CONTROLLED STUDY; DEFAULT MODE NETWORK; FEMALE; FUNCTIONAL CONNECTIVITY; FUNCTIONAL MAGNETIC RESONANCE IMAGING; FUNCTIONAL NEUROIMAGING; GREY MATTER VOLUME; HUMAN; IMAGE ANALYSIS; INDEPENDENT COMPONENT ANALYSIS; LEFT FRONTOPARIETAL NETWORK; LOW FREQUENCY FLUCTUATION; MALE; MILD COGNITIVE IMPAIRMENT; NERVOUS SYSTEM PARAMETERS; POSTERIOR CINGULATE; PRECUNEUS; RESTING STATE NETWORK; SUPERIOR PARIETAL LOBULE; VISUAL NERVOUS SYSTEM;

AGED; ALZHEIMER DISEASE; BRAIN MAPPING; CEREBRAL CORTEX; DEMOGRAPHY; FEMALE; HUMANS; MALE; NERVE NET; NEUROPSYCHOLOGICAL TESTS; ORGAN SIZE; REST;

EID: 84877144583     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0063727     Document Type: Article

References (106)

1. Petersen RC, Smith GE, Waring SC, Ivnik RJ, Kokmen E, et al. (1997) Aging, memory, and mild cognitive impairment. Int Psychogeriatr (Suppl 1): 65-69.
2. Petersen RC, Smith GE, Waring SC, Ivnik RJ, Tangalos EG, et al. (1999) Mild cognitive impairment: clinical characterization and outcome. Arch Neurol 56: 303-308.
3. Fita IG, Enciu AM, Stanoiu BP, (2011) New insights on Alzheimer's disease diagnostic. Rom J Morphol Embryol 52: 975-979.
4. Weintraub S, Wicklund AH, Salmon DP, (2012) The neuropsychological profile of Alzheimer disease. Cold Spring Harb Perspect Med 2: a006171.
5. He Y, Chen Z, Gong G, Evans A, (2009) Neuronal networks in Alzheimer's disease. Neuroscientist 15: 333-350.
6. Seeley WW, Crawford RK, Zhou J, Miller BL, Greicius MD, (2009) Neurodegenerative diseases target large-scale human brain networks. Neuron 62: 42-52.
7. Calhoun VD, Adali T, Pearlson GD, Pekar JJ, (2001) Spatial and temporal independent component analysis of functional MRI data containing a pair of task-related waveforms. Hum Brain Mapp 13: 43-53.
8. McKeown MJ, Makeig S, Brown GG, Jung TP, Kindermann SS, et al. (1998) Analysis of fMRI data by blind separation into independent spatial components. Hum Brain Mapp 6: 160-188.
9. Liao W, Mantini D, Zhang Z, Pan Z, Ding J, et al. (2010) Evaluating the effective connectivity of resting state networks using conditional Granger causality. Biol Cybern 102: 57-69.
10. Liao W, Chen H, Feng Y, Mantini D, Gentili C, et al. (2010) Selective aberrant functional connectivity of resting state networks in social anxiety disorder. Neuroimage 52: 1549-1558.
11. van de Ven V, Bledowski C, Prvulovic D, Goebel R, Formisano E, et al. (2008) Visual target modulation of functional connectivity networks revealed by self-organizing group ICA. Hum Brain Mapp 29: 1450-1461.
12. Mantini D, Perrucci MG, Del Gratta C, Romani GL, Corbetta M, (2007) Electrophysiological signatures of resting state networks in the human brain. Proc Natl Acad Sci U S A 104: 13170-13175.
13. Fox MD, Corbetta M, Snyder AZ, Vincent JL, Raichle ME, (2006) Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems. Proc Natl Acad Sci U S A 103: 10046-10051.
14. Damoiseaux JS, Rombouts SA, Barkhof F, Scheltens P, Stam CJ, et al. (2006) Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci U S A 103: 13848-13853.
15. Sorg C, Riedl V, Muhlau M, Calhoun VD, Eichele T, et al. (2007) Selective changes of resting-state networks in individuals at risk for Alzheimer's disease. Proc Natl Acad Sci U S A 104: 18760-18765.
16. Bai F, Zhang Z, Yu H, Shi Y, Yuan Y, et al. (2008) Default-mode network activity distinguishes amnestic type mild cognitive impairment from healthy aging: a combined structural and resting-state functional MRI study. Neurosci Lett 438: 111-115.
17. Bai F, Watson DR, Yu H, Shi Y, Yuan Y, et al. (2009) Abnormal resting-state functional connectivity of posterior cingulate cortex in amnestic type mild cognitive impairment. Brain Res 1302: 167-174.
18. Qi Z, Wu X, Wang Z, Zhang N, Dong H, et al. (2010) Impairment and compensation coexist in amnestic MCI default mode network. Neuroimage 50: 48-55.
19. Jin M, Pelak VS, Cordes D, (2012) Aberrant default mode network in subjects with amnestic mild cognitive impairment using resting-state functional MRI. Magn Reson Imaging 30: 48-61.
20. Bai F, Watson DR, Shi Y, Wang Y, Yue C, et al. (2011) Specifically progressive deficits of brain functional marker in amnestic type mild cognitive impairment. PLoS One 6: e24271.
21. Petrella JR, Sheldon FC, Prince SE, Calhoun VD, Doraiswamy PM, (2011) Default mode network connectivity in stable vs progressive mild cognitive impairment. Neurology 76: 511-517.
22. Li R, Wu X, Fleisher AS, Reiman EM, Chen K, et al. (2011) Attention-related networks in Alzheimer's disease: A resting functional MRI study. Hum Brain Mapp 33: 1076-1088.
23. Neufang S, Akhrif A, Riedl V, Forstl H, Kurz A, et al. (2011) Disconnection of frontal and parietal areas contributes to impaired attention in very early Alzheimer's disease. J Alzheimers Dis 25: 309-321.
24. Zhou J, Greicius MD, Gennatas ED, Growdon ME, Jang JY, et al. (2010) Divergent network connectivity changes in behavioural variant frontotemporal dementia and Alzheimer's disease. Brain 133: 1352-1367.
25. Agosta F, Pievani M, Geroldi C, Copetti M, Frisoni GB, et al. (2011) Resting state fMRI in Alzheimer's disease: beyond the default mode network. Neurobiol Aging 33: 1564-1578.
26. Bai F, Shi Y, Yuan Y, Wang Y, Yue C, et al. (2011) Altered self-referential network in resting-state amnestic type mild cognitive impairment. Cortex 48: 604-613.
27. Rombouts SA, Damoiseaux JS, Goekoop R, Barkhof F, Scheltens P, et al. (2009) Model-free group analysis shows altered BOLD FMRI networks in dementia. Hum Brain Mapp 30: 256-266.
28. Bokde AL, Lopez-Bayo P, Born C, Dong W, Meindl T, et al. (2008) Functional abnormalities of the visual processing system in subjects with mild cognitive impairment: an fMRI study. Psychiatry Res 163: 248-259.
29. Brier MR, Thomas JB, Snyder AZ, Benzinger TL, Zhang D, et al. (2012) Loss of intranetwork and internetwork resting state functional connections with Alzheimer's disease progression. J Neurosci 32: 8890-8899.
30. Li R, Wu X, Chen K, Fleisher AS, Reiman EM, et al. (2012) Alterations of Directional Connectivity among Resting-State Networks in Alzheimer Disease. AJNR Am J Neuroradiol, in press.
31. Jafri MJ, Pearlson GD, Stevens M, Calhoun VD, (2008) A method for functional network connectivity among spatially independent resting-state components in schizophrenia. Neuroimage 39: 1666-1681.
32. Binnewijzend MA, Schoonheim MM, Sanz-Arigita E, Wink AM, van der Flier WM, et al. (2011) Resting-state fMRI changes in Alzheimer's disease and mild cognitive impairment. Neurobiol Aging 33: 2018-2028.
33. Wang Z, Yan C, Zhao C, Qi Z, Zhou W, et al. (2011) Spatial patterns of intrinsic brain activity in mild cognitive impairment and Alzheimer's disease: a resting-state functional MRI study. Hum Brain Mapp 32: 1720-1740.
34. McKhann G, Drachman D, Folstein M, Katzman R, Price D, et al. (1984) Clinical diagnosis of Alzheimer's disease: report of the NINCDS-ADRDA Work Group under the auspices of Department of Health and Human Services Task Force on Alzheimer's Disease. Neurology 34: 939-944.
35. Petersen RC, Doody R, Kurz A, Mohs RC, Morris JC, et al. (2001) Current concepts in mild cognitive impairment. Arch Neurol 58: 1985-1992.
36. Morris JC, (1993) The Clinical Dementia Rating (CDR): current version and scoring rules. Neurology 43: 2412-2414.
37. 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 J Roentgenol 149: 351-356.
38. Yan C, Zang Y, (2010) DPARSF: A MATLAB Toolbox for "Pipeline" Data Analysis of Resting-State fMRI. Front Syst Neurosci 4: 13.
39. Calhoun VD, Adali T, Pearlson GD, Pekar JJ, (2001) A method for making group inferences from functional MRI data using independent component analysis. Hum Brain Mapp 14: 140-151.
40. Smith SM, Jenkinson M, Woolrich MW, Beckmann CF, Behrens TE, et al. (2004) Advances in functional and structural MR image analysis and implementation as FSL. Neuroimage (Suppl 1): S208-219.
41. Zhang H, Zuo XN, Ma SY, Zang YF, Milham MP, et al. (2010) Subject order-independent group ICA (SOI-GICA) for functional MRI data analysis. Neuroimage 51: 1414-1424.
42. Biswal BB, Yetkin FZ, Haughton VM, Hyde JS, (1995) Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn Reson Med 34: 537-541.
43. Lowe MJ, Mock BJ, Sorenson JA, (1998) Functional connectivity in single and multislice echoplanar imaging using resting-state fluctuations. Neuroimage 7: 119-132.
44. Zang YF, He Y, Zhu CZ, Cao QJ, Sui MQ, et al. (2007) Altered baseline brain activity in children with ADHD revealed by resting-state functional MRI. Brain Dev 29: 83-91.
45. Raichle ME, MacLeod AM, Snyder AZ, Powers WJ, Gusnard DA, et al. (2001) A default mode of brain function. Proc Natl Acad Sci U S A 98: 676-682.
46. Rajapakse JC, Giedd JN, Rapoport JL, (1997) Statistical approach to segmentation of single-channel cerebral MR images. IEEE Trans Med Imaging 16: 176-186.
47. Ashburner J, (2007) A fast diffeomorphic image registration algorithm. Neuroimage 38: 95-113.
48. Steffener J, Habeck CG, Stern Y, (2012) Age-related changes in task related functional network connectivity. PLoS One 7: e44421.
49. Veer IM, Beckmann CF, van Tol MJ, Ferrarini L, Milles J, et al. (2010) Whole brain resting-state analysis reveals decreased functional connectivity in major depression. Front Syst Neurosci 4: 41.
50. Damoiseaux JS, Beckmann CF, Arigita EJ, Barkhof F, Scheltens P, et al. (2008) Reduced resting-state brain activity in the "default network" in normal aging. Cereb Cortex 18: 1856-1864.
51. Greicius MD, Menon V, (2004) Default-mode activity during a passive sensory task: uncoupled from deactivation but impacting activation. J Cogn Neurosci 16: 1484-1492.
52. Roosendaal SD, Schoonheim MM, Hulst HE, Sanz-Arigita EJ, Smith SM, et al. (2010) Resting state networks change in clinically isolated syndrome. Brain 133: 1612-1621.
53. Kjaer TW, Nowak M, Lou HC, (2002) Reflective self-awareness and conscious states: PET evidence for a common midline parietofrontal core. Neuroimage 17: 1080-1086.
54. Lou HC, Luber B, Crupain M, Keenan JP, Nowak M, et al. (2004) Parietal cortex and representation of the mental Self. Proc Natl Acad Sci U S A 101: 6827-6832.
55. Kjaer TW, Nowak M, Kjaer KW, Lou AR, Lou HC, (2001) Precuneus-prefrontal activity during awareness of visual verbal stimuli. Conscious Cogn 10: 356-365.
56. Vogt BA, Laureys S, (2005) Posterior cingulate, precuneal and retrosplenial cortices: cytology and components of the neural network correlates of consciousness. Prog Brain Res 150: 205-217.
57. Dorfel D, Werner A, Schaefer M, von Kummer R, Karl A, (2009) Distinct brain networks in recognition memory share a defined region in the precuneus. Eur J Neurosci 30: 1947-1959.
58. Lundstrom BN, Petersson KM, Andersson J, Johansson M, Fransson P, et al. (2003) Isolating the retrieval of imagined pictures during episodic memory: activation of the left precuneus and left prefrontal cortex. Neuroimage 20: 1934-1943.
59. Lundstrom BN, Ingvar M, Petersson KM, (2005) The role of precuneus and left inferior frontal cortex during source memory episodic retrieval. Neuroimage 27: 824-834.
60. Kawashima R, Roland PE, O'Sullivan BT, (1995) Functional anatomy of reaching and visuomotor learning: a positron emission tomography study. Cereb Cortex 5: 111-122.
61. Wenderoth N, Debaere F, Sunaert S, Swinnen SP, (2005) The role of anterior cingulate cortex and precuneus in the coordination of motor behaviour. Eur J Neurosci 22: 235-246.
62. Karas G, Scheltens P, Rombouts S, van Schijndel R, Klein M, et al. (2007) Precuneus atrophy in early-onset Alzheimer's disease: a morphometric structural MRI study. Neuroradiology 49: 967-976.
63. Petrella JR, Wang L, Krishnan S, Slavin MJ, Prince SE, et al. (2007) Cortical deactivation in mild cognitive impairment: high-field-strength functional MR imaging. Radiology 245: 224-235.
64. Vannini P, Almkvist O, Dierks T, Lehmann C, Wahlund LO, (2007) Reduced neuronal efficacy in progressive mild cognitive impairment: a prospective fMRI study on visuospatial processing. Psychiatry Res 156: 43-57.
65. Edison P, Archer HA, Hinz R, Hammers A, Pavese N, et al. (2007) Amyloid, hypometabolism, and cognition in Alzheimer disease: an [11C]PIB and [18F]FDG PET study. Neurology 68: 501-508.
66. Damoiseaux JS, Prater KE, Miller BL, Greicius MD, (2011) Functional connectivity tracks clinical deterioration in Alzheimer's disease. Neurobiol Aging 33: 828.e19-828.e30.
67. Buckner RL, (2004) Memory and executive function in aging and AD: multiple factors that cause decline and reserve factors that compensate. Neuron 44: 195-208.
68. Buckner RL, Snyder AZ, Shannon BJ, LaRossa G, Sachs R, et al. (2005) Molecular, structural, and functional characterization of Alzheimer's disease: evidence for a relationship between default activity, amyloid, and memory. J Neurosci 25: 7709-7717.
69. Koechlin E, Summerfield C, (2007) An information theoretical approach to prefrontal executive function. Trends Cogn Sci 11: 229-235.
70. Seeley WW, Menon V, Schatzberg AF, Keller J, Glover GH, et al. (2007) Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci 27: 2349-2356.
71. Vincent JL, Kahn I, Snyder AZ, Raichle ME, Buckner RL, (2008) Evidence for a frontoparietal control system revealed by intrinsic functional connectivity. J Neurophysiol 100: 3328-3342.
72. Corbetta M, Patel G, Shulman GL, (2008) The reorienting system of the human brain: from environment to theory of mind. Neuron 58: 306-324.
73. Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, et al. (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci U S A 102: 9673-9678.
74. Corbetta M, (1998) Frontoparietal cortical networks for directing attention and the eye to visual locations: identical, independent, or overlapping neural systems? Proc Natl Acad Sci U S A 95: 831-838.
75. Smith SM, Fox PT, Miller KL, Glahn DC, Fox PM, et al. (2009) Correspondence of the brain's functional architecture during activation and rest. Proc Natl Acad Sci U S A 106: 13040-13045.
76. Dosenbach NU, Fair DA, Miezin FM, Cohen AL, Wenger KK, et al. (2007) Distinct brain networks for adaptive and stable task control in humans. Proc Natl Acad Sci U S A 104: 11073-11078.
77. De Luca M, Beckmann CF, De Stefano N, Matthews PM, Smith SM, (2006) fMRI resting state networks define distinct modes of long-distance interactions in the human brain. Neuroimage 29: 1359-1367.
78. Han S, Jiang Y, Gu H, (2004) Neural substrates differentiating global/local processing of bilateral visual inputs. Hum Brain Mapp 22: 321-328.
79. Corbetta M, Shulman GL, (2002) Control of goal-directed and stimulus-driven attention in the brain. Nat Rev Neurosci 3: 201-215.
80. Kastner S, Ungerleider LG, (2001) The neural basis of biased competition in human visual cortex. Neuropsychologia 39: 1263-1276.
81. Hedden T, Gabrieli JD, (2006) The ebb and flow of attention in the human brain. Nat Neurosci 9: 863-865.
82. Hao J, Li K, Zhang D, Wang W, Yang Y, et al. (2005) Visual attention deficits in Alzheimer's disease: an fMRI study. Neurosci Lett 385: 18-23.
83. Hanggi J, Streffer J, Jancke L, Hock C, (2011) Volumes of lateral temporal and parietal structures distinguish between healthy aging, mild cognitive impairment, and Alzheimer's disease. J Alzheimers Dis 26: 719-734.
84. Putcha D, Brickhouse M, O'Keefe K, Sullivan C, Rentz D, et al. (2011) Hippocampal hyperactivation associated with cortical thinning in Alzheimer's disease signature regions in non-demented elderly adults. J Neurosci 31: 17680-17688.
85. Li R, Wu X, Fleisher AS, Reiman EM, Chen K, et al. (2011) Attention-related networks in Alzheimer's disease: A resting functional MRI study. Hum Brain Mapp 33: 1076-1088.
86. Onoda K, Ishihara M, Yamaguchi S (2012) Decreased Functional Connectivity by Aging Is Associated with Cognitive Decline. J Cogn Neurosci, in press.
87. Buzsaki G, Draguhn A, (2004) Neuronal oscillations in cortical networks. Science 304: 1926-1929.
88. Fransson P, (2005) Spontaneous low-frequency BOLD signal fluctuations: an fMRI investigation of the resting-state default mode of brain function hypothesis. Hum Brain Mapp 26: 15-29.
89. Mason MF, Norton MI, Van Horn JD, Wegner DM, Grafton ST, et al. (2007) Wandering minds: the default network and stimulus-independent thought. Science 315: 393-395.
90. Greicius MD, Srivastava G, Reiss AL, Menon V, (2004) Default-mode network activity distinguishes Alzheimer's disease from healthy aging: evidence from functional MRI. Proc Natl Acad Sci U S A 101: 4637-4642.
91. Supekar K, Menon V, Rubin D, Musen M, Greicius MD, (2008) Network analysis of intrinsic functional brain connectivity in Alzheimer's disease. PLoS Comput Biol 4: e1000100.
92. Zhang HY, Wang SJ, Xing J, Liu B, Ma ZL, et al. (2009) Detection of PCC functional connectivity characteristics in resting-state fMRI in mild Alzheimer's disease. Behav Brain Res 197: 103-108.
93. Lustig C, Snyder AZ, Bhakta M, O'Brien KC, McAvoy M, et al. (2003) Functional deactivations: change with age and dementia of the Alzheimer type. Proc Natl Acad Sci U S A 100: 14504-14509.
94. Sheline YI, Raichle ME, Snyder AZ, Morris JC, Head D, et al. (2010) Amyloid plaques disrupt resting state default mode network connectivity in cognitively normal elderly. Biol Psychiatry 67: 584-587.
95. Galvin JE, Price JL, Yan Z, Morris JC, Sheline YI, (2011) Resting bold fMRI differentiates dementia with Lewy bodies vs Alzheimer disease. Neurology 76: 1797-1803.
96. Broyd SJ, Demanuele C, Debener S, Helps SK, James CJ, et al. (2009) Default-mode brain dysfunction in mental disorders: a systematic review. Neurosci Biobehav Rev 33: 279-296.
97. Shomstein S, Kravitz DJ, Behrmann M, (2012) Attentional control: temporal relationships within the fronto-parietal network. Neuropsychologia 50: 1202-1210.
98. Chadick JZ, Gazzaley A, (2011) Differential coupling of visual cortex with default or frontal-parietal network based on goals. Nat Neurosci 14: 830-832.
99. Rosler A, Mapstone M, Hays-Wicklund A, Gitelman DR, Weintraub S, (2005) The "zoom lens" of focal attention in visual search: changes in aging and Alzheimer's disease. Cortex 41: 512-519.
100. Tales A, Muir JL, Bayer A, Snowden RJ, (2002) Spatial shifts in visual attention in normal ageing and dementia of the Alzheimer type. Neuropsychologia 40: 2000-2012.
101. Pignatti R, Rabuffetti M, Imbornone E, Mantovani F, Alberoni M, et al. (2005) Specific impairments of selective attention in mild Alzheimer's disease. J Clin Exp Neuropsychol 27: 436-448.
102. Reid W, Broe G, Creasey H, Grayson D, McCusker E, et al. (1996) Age at onset and pattern of neuropsychological impairment in mild early-stage Alzheimer disease. A study of a community-based population. Arch Neurol 53: 1056-1061.
103. Perry RJ, Hodges JR, (1999) Attention and executive deficits in Alzheimer's disease. A critical review. Brain 122(Pt 3): 383-404.
104. Perry RJ, Watson P, Hodges JR, (2000) The nature and staging of attention dysfunction in early (minimal and mild) Alzheimer's disease: relationship to episodic and semantic memory impairment. Neuropsychologia 38: 252-271.
105. Schwindt GC, Chaudhary S, Crane D, Ganda A, Masellis M, et al. (2012) Modulation of the Default-Mode Network Between Rest and Task in Alzheimer's Disease. Cereb Cortex, in press.
106. Van Essen DC, (2005) A Population-Average, Landmark- and Surface-based (PALS) atlas of human cerebral cortex. Neuroimage 28: 635-662.