Spontaneous brain activity observed with functional magnetic resonance imaging as a potential biomarker in neuropsychiatric disorders

Cognitive Neurodynamics

Volumn 4, Issue 4, 2010, Pages 275-294

  Zhou, Yuan ^a,b   Wang, Kun ^b   Liu, Yong ^b   Song, Ming ^b   Song, Sonya W ^b   Jiang, Tianzi ^b,c  

^a INSTITUTE OF PSYCHOLOGY   (China)

^b INSTITUTE OF AUTOMATION   (China)

^c UNIVERSITY OF ELECTRONIC SCIENCE AND TECHNOLOGY OF CHINA   (China)

Author keywords

Alzheimer's disease; Functional connectivity; Low frequency fluctuation; Resting state fMRI; Schizophrenia

Indexed keywords

BIOLOGICAL MARKER;

ALZHEIMER DISEASE; BRAIN DISEASE; BRAIN FUNCTION; BRAIN REGION; COMPUTER ASSISTED TOMOGRAPHY; DISEASE COURSE; ELECTROENCEPHALOGRAM; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HIPPOCAMPUS; HUMAN; MENTAL DISEASE; NERVE CELL NETWORK; NEUROPSYCHIATRY; PARANOID SCHIZOPHRENIA; REVIEW; SCHIZOPHRENIA;

EID: 78649658681     PISSN: 18714080     EISSN: 18714099     Source Type: Journal    
DOI: 10.1007/s11571-010-9126-9     Document Type: Review

References (152)

1. S Achard E Bullmore 2007 Efficiency and cost of economical brain functional networks PLoS Comput Biol 3 e17 17274684
2. S Achard R Salvador B Whitcher J Suckling E Bullmore 2006 A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs J Neurosci 26 63 72 16399673
3. G Allen H Barnard R McColl AL Hester JA Fields MF Weiner WK Ringe AM Lipton M Brooker E McDonald CD Rubin CM Cullum 2007 Reduced hippocampal functional connectivity in Alzheimer disease Arch Neurol 64 1482 1487 17923631
4. JR Andrews-Hanna AZ Snyder JL Vincent C Lustig D Head ME Raichle RL Buckner 2007 Disruption of large-scale brain systems in advanced aging Neuron 56 924 935 18054866
5. OJ Arthurs S Boniface 2002 How well do we understand the neural origins of the fMRI BOLD signal? Trends Neurosci 25 27 31 11801335
6. F Bai Z Zhang H Yu Y Shi Y Yuan W Zhu X Zhang Y Qian 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 18455308
7. F Bai DR Watson H Yu Y Shi Y Yuan Z Zhang 2009 Abnormal resting-state functional connectivity of posterior cingulate cortex in amnestic type mild cognitive impairment Brain Res 1302 167 174 19765560
8. PA Bandettini E Bullmore 2008 Endogenous oscillations and networks in functional magnetic resonance imaging Hum Brain Mapp 29 737 739 18465798
9. A Bartels S Zeki 2005 The chronoarchitecture of the cerebral cortex Philos Trans R Soc Lond B Biol Sci 360 733 750 15937010
10. DS Bassett E Bullmore BA Verchinski VS Mattay DR Weinberger A Meyer-Lindenberg 2008 Hierarchical organization of human cortical networks in health and schizophrenia J Neurosci 28 9239 9248 18784304
11. CF Beckmann SM Smith 2005 Tensorial extensions of independent component analysis for multisubject FMRI analysis Neuroimage 25 294 311 15734364
12. CF Beckmann M DeLuca JT Devlin SM Smith 2005 Investigations into resting-state connectivity using independent component analysis Philos Trans R Soc Lond B Biol Sci 360 1001 1013 16087444
13. B Biswal FZ Yetkin VM Haughton JS Hyde 1995 Functional connectivity in the motor cortex of resting human brain using echo-planar MRI Magn Reson Med 34 537 541 8524021
14. RL Bluhm J Miller RA Lanius EA Osuch K Boksman RW Neufeld J Theberge B Schaefer P Williamson 2007 Spontaneous low-frequency fluctuations in the BOLD signal in schizophrenic patients: anomalies in the default network Schizophr Bull 33 1004 1012 17556752
15. RL Bluhm J Miller RA Lanius EA Osuch K Boksman RW Neufeld J Theberge B Schaefer PC Williamson 2009 Retrosplenial cortex connectivity in schizophrenia Psychiatry Res 174 17 23 19783410
16. RM Bonelli JL Cummings 2007 Frontal-subcortical circuitry and behavior Dialogues Clin Neurosci 9 141 151 17726913
17. SJ Broyd C Demanuele S Debener SK Helps CJ James EJ Sonuga-Barke 2009 Default-mode brain dysfunction in mental disorders: a systematic review Neurosci Biobehav Rev 33 279 296 18824195
18. RL Buckner JR Andrews-Hanna DL Schacter 2008 The brain's default network: anatomy, function, and relevance to disease Ann N Y Acad Sci 1124 1 38 18400922
19. E Bullmore J Fadili V Maxim L Sendur B Whitcher J Suckling M Brammer M Breakspear 2004 Wavelets and functional magnetic resonance imaging of the human brain Neuroimage 23 Suppl 1 S234 S249 15501094
20. WE Bunney BG Bunney 2000 Evidence for a compromised dorsolateral prefrontal cortical parallel circuit in schizophrenia Brain Res Brain Res Rev 31 138 146 10719142
21. VD Calhoun T Adali GD Pearlson JJ Pekar 2001 A method for making group inferences from functional MRI data using independent component analysis Hum Brain Mapp 14 140 151 11559959 (Pubitemid 33032347)
22. VD Calhoun PK Maciejewski GD Pearlson KA Kiehl 2008 Temporal lobe and "default" hemodynamic brain modes discriminate between schizophrenia and bipolar disorder Hum Brain Mapp 29 1265 1275 17894392
23. VD Calhoun KA Kiehl GD Pearlson 2008 Modulation of temporally coherent brain networks estimated using ICA at rest and during cognitive tasks Hum Brain Mapp 29 828 838 18438867
24. Camchong J, MacDonald AW, III, Bell C, Mueller BA, Lim KO (2009) Altered functional and anatomical connectivity in schizophrenia. Schizophr Bull. doi: 10.1093/schbul/sbp131
25. FX Castellanos DS Margulies C Kelly LQ Uddin M Ghaffari A Kirsch D Shaw Z Shehzad A Di Martino B Biswal EJ Sonuga-Barke J Rotrosen LA Adler MP Milham 2008 Cingulate-precuneus interactions: a new locus of dysfunction in adult attention-deficit/hyperactivity disorder Biol Psychiatry 63 332 337 17888409
26. AM Catafau E Parellada FJ Lomena M Bernardo J Pavia D Ros J Setoain E Gonzalez-Monclus 1994 Prefrontal and temporal blood flow in schizophrenia: resting and activation technetium-99 m-HMPAO SPECT patterns in young neuroleptic-naive patients with acute disease J Nucl Med 35 935 941 8195878
27. VL Cherkassky RK Kana TA Keller MA Just 2006 Functional connectivity in a baseline resting-state network in autism Neuroreport 17 1687 1690 17047454
28. M Corbetta GL Shulman 2002 Control of goal-directed and stimulus-driven attention in the brain Nat Rev Neurosci 3 201 215 11994752
29. D Cordes VM Haughton K Arfanakis JD Carew PA Turski CH Moritz MA Quigley ME Meyerand 2001 Frequencies contributing to functional connectivity in the cerebral cortex in "resting-state" data AJNR Am J Neuroradiol 22 1326 1333 11498421
30. JS Damoiseaux SA Rombouts F Barkhof P Scheltens CJ Stam SM Smith CF Beckmann 2006 Consistent resting-state networks across healthy subjects Proc Natl Acad Sci U S A 103 13848 13853 16945915
31. M De Luca CF Beckmann N De Stefano PM Matthews SM Smith 2006 fMRI resting state networks define distinct modes of long-distance interactions in the human brain Neuroimage 29 1359 1367 16260155
32. X Delbeuck M Van der Linden F Collette 2003 Alzheimer's disease as a disconnection syndrome? Neuropsychol Rev 13 79 92 12887040
33. Greicius MD, Supekar K, Menon V, Dougherty, RF (2008) Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb Cortex
34. WC Drevets JL Price ML Furey 2008 Brain structural and functional abnormalities in mood disorders: implications for neurocircuitry models of depression Brain Struct Funct 213 93 118 18704495
35. EP Duff LA Johnston J Xiong PT Fox I Mareels GF Egan 2008 The power of spectral density analysis for mapping endogenous BOLD signal fluctuations Hum Brain Mapp 29 778 790 18454458
36. VM Eguiluz DR Chialvo GA Cecchi M Baliki AV Apkarian 2005 Scale-free brain functional networks Phys Rev Lett 94 018102 15698136
37. DA Fair BL Schlaggar AL Cohen FM Miezin NU Dosenbach KK Wenger MD Fox AZ Snyder ME Raichle SE Petersen 2007 A method for using blocked and event-related fMRI data to study "resting state" functional connectivity Neuroimage 35 396 405 17239622
38. AS Fleisher A Sherzai C Taylor JB Langbaum K Chen RB Buxton 2009 Resting-state BOLD networks versus task-associated functional MRI for distinguishing Alzheimer's disease risk groups Neuroimage 47 1678 1690 19539034
39. MD Fox ME Raichle 2007 Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging Nature Review Neuroscience 8 700 711
40. MD Fox AZ Snyder JL Vincent M Corbetta DC Van Essen ME Raichle 2005 The human brain is intrinsically organized into dynamic, anti-correlated functional networks Proc Natl Acad Sci U S A 102 9673 9678 15976020
41. MD Fox M Corbetta AZ Snyder JL Vincent ME Raichle 2006 Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems Proc Natl Acad Sci U S A 103 10046 10051 16788060
42. MD Fox AZ Snyder JM Zacks ME Raichle 2006 Coherent spontaneous activity accounts for trial-to-trial variability in human evoked brain responses Nat Neurosci 9 23 25 16341210
43. MD Fox AZ Snyder JL Vincent ME Raichle 2007 Intrinsic Fluctuations within Cortical Systems Account for Intertrial Variability in Human Behavior Neuron 56 171 184 17920023
44. P Fransson 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 15852468
45. P Fransson B Skiold S Horsch A Nordell M Blennow H Lagercrantz U Aden 2007 Resting-state networks in the infant brain Proc Natl Acad Sci U S A 104 15531 15536 17878310
46. KJ Friston 1994 Functional and effective connectivity in neuroimaging: a synthesis Hum Brain Mapp 2 56 78
47. KJ Friston 1998 The disconnection hypothesis Schizophr Res 30 115 125 9549774
48. KJ Friston CD Frith PF Liddle RS Frackowiak 1993 Functional connectivity: the principal-component analysis of large (PET) data sets J Cereb Blood Flow Metab 13 5 14 8417010
49. AG Garrity GD Pearlson K McKiernan D Lloyd KA Kiehl VD Calhoun 2007 Aberrant "default mode" functional connectivity in schizophrenia Am J Psychiatry 164 450 457 17329470
50. M Gavrilescu S Rossell GW Stuart TL Shea H Innes-Brown K Henshall C McKay AA Sergejew D Copolov GF Egan 2010 Reduced connectivity of the auditory cortex in patients with auditory hallucinations: a resting state functional magnetic resonance imaging study Psychol Med 40 1149 1158 19891811
51. G Gong Y He L Concha C Lebel DW Gross AC Evans C Beaulieu 2009 Mapping anatomical connectivity patterns of human cerebral cortex using in vivo diffusion tensor imaging tractography Cereb Cortex 19 524 536 18567609
52. MD Greicius B Krasnow AL Reiss V Menon 2003 Functional connectivity in the resting brain: a network analysis of the default mode hypothesis Proc Natl Acad Sci U S A 100 253 258 12506194
53. MD Greicius G Srivastava AL Reiss V Menon 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 15070770
54. JH Growdon DJ Selkoe A Roses JQ Trojanowski P Davies S Appel 1998 Consensus report of the Working Group on Biological markers of Alzheimer's disease. [Ronald and Nancy Reagan Institute of the Alzheimer's Association and National Institute on Aging Working Group on Biological Markers of Alzheimer's Disease] Neurobiol Aging 19 109 116
55. P Hagmann L Cammoun X Gigandet R Meuli CJ Honey VJ Wedeen O Sporns 2008 Mapping the Structural Core of Human Cerebral Cortex PLoS Biology 6 e159 18597554
56. M Hampson BS Peterson P Skudlarski JC Gatenby JC Gore 2002 Detection of functional connectivity using temporal correlations in MR images Hum Brain Mapp 15 247 262 11835612
57. He Y, Zang Y, Jiang T, Liang M, Gong G (2004) Detecting functional connectivity of the cerebellum using low frequency fluctuations (LFFs). In: Barillot C, Haynor DR, Hellier P (eds) Medical Image Computing and Computer-Assisted Intervention MICCAI 2004, St Malo, France, vol 3217/2004. Springer, Berlin/Heidelberg, pp 907-915
58. BJ He AZ Snyder JL Vincent A Epstein GL Shulman M Corbetta 2007 Breakdown of functional connectivity in frontoparietal networks underlies behavioral deficits in spatial neglect Neuron 53 905 918 17359924
59. Y He ZJ Chen AC Evans 2007 Small-world anatomical networks in the human brain revealed by cortical thickness from MRI Cereb Cortex 17 2407 2419 17204824
60. Y He L Wang Y Zang L Tian X Zhang K Li T Jiang 2007 Regional coherence changes in the early stages of Alzheimer's disease: a combined structural and resting-state functional MRI study Neuroimage 35 488 500 17254803
61. Y He Z Chen A Evans 2008 Structural insights into aberrant topological patterns of large-scale cortical networks in Alzheimer's disease J Neurosci 28 4756 4766 18448652
62. CJ Honey R Kotter M Breakspear O Sporns 2007 Network structure of cerebral cortex shapes functional connectivity on multiple time scales Proc Natl Acad Sci U S A 104 10240 10245 17548818
63. CJ Honey O Sporns L Cammoun X Gigandet JP Thiran R Meuli P Hagmann 2009 Predicting human resting-state functional connectivity from structural connectivity Proc Natl Acad Sci U S A 106 2035 2040 19188601
64. Hoptman MJ, D'Angelo D, Catalano D, Mauro CJ, Shehzad ZE, Kelly AM, Castellanos FX, Javitt DC, Milham MP (2009) Amygdalofrontal functional disconnectivity and aggression in schizophrenia. Schizophr Bull. doi: 10.1093/schbul/sbp012
65. MJ Hoptman XN Zuo PD Butler DC Javitt D D'Angelo CJ Mauro MP Milham 2010 Amplitude of low-frequency oscillations in schizophrenia: a resting state fMRI study Schizophr Res 117 13 20 19854028
66. MD Hunter SB Eickhoff TW Miller TF Farrow ID Wilkinson PW Woodruff 2006 Neural activity in speech-sensitive auditory cortex during silence Proc Natl Acad Sci U S A 103 189 194 16371474
67. Y Iturria-Medina RC Sotero EJ Canales-Rodriguez Y Aleman-Gomez L Melie-Garcia 2008 Studying the human brain anatomical network via diffusion-weighted MRI and Graph Theory Neuroimage 40 1064 1076 18272400
68. CR Jack Jr MA Bernstein BJ Borowski JL Gunter NC Fox PM Thompson N Schuff G Krueger RJ Killiany CS Decarli AM Dale OW Carmichael D Tosun MW Weiner 2010 Update on the magnetic resonance imaging core of the Alzheimer's disease neuroimaging initiative Alzheimers Dement 6 212 220 20451869
69. MJ Jafri GD Pearlson M Stevens VD Calhoun 2008 A method for functional network connectivity among spatially independent resting-state components in schizophrenia Neuroimage 39 1666 1681 18082428
70. T Jiang Y He Y Zang X Weng 2004 Modulation of functional connectivity during the resting state and the motor task Hum Brain Mapp 22 63 71 15083527
71. MA Just VL Cherkassky TA Keller NJ Minshew 2004 Cortical activation and synchronization during sentence comprehension in high-functioning autism: evidence of underconnectivity Brain 127 1811 1821 15215213
72. I Kahn JR Andrews-Hanna JL Vincent AZ Snyder RL Buckner 2008 Distinct cortical anatomy linked to subregions of the medial temporal lobe revealed by intrinsic functional connectivity J Neurophysiol 100 129 139 18385483
73. M Ke R Zou H Shen X Huang Z Zhou Z Liu Z Xue D Hu 2010 Bilateral functional asymmetry disparity in positive and negative schizophrenia revealed by resting-state fMRI Psychiatry Res 182 30 39 20227250
74. V Kiviniemi 2008 Endogenous brain fluctuations and diagnostic imaging Hum Brain Mapp 29 810 817 18454454
75. V Kiviniemi JH Kantola J Jauhiainen A Hyvarinen O Tervonen 2003 Independent component analysis of nondeterministic fMRI signal sources Neuroimage 19 253 260 12814576
76. MA Koch DG Norris M Hund-Georgiadis 2002 An investigation of functional and anatomical connectivity using magnetic resonance imaging Neuroimage 16 241 250 11969331
77. AV Levy F Gomez-Mont ND Volkow JF Corona JD Brodie R Cancro 1992 Spatial low frequency pattern analysis in positron emission tomography: a study between normals and schizophrenics J Nucl Med 33 287 295 1732457
78. SJ Li Z Li G Wu MJ Zhang M Franczak PG Antuono 2002 Alzheimer Disease: evaluation of a functional MR imaging index as a marker Radiology 225 253 259 12355013
79. Liang M, Jiang T, Tian L, Liu B, Zhou Y, Liu H, Kuang F, Liu Z (2006a) An information-theoretic based method for constructing the complex brain functional network with fMRI and the analysis of small world property. In: Frangi AF, Delingette H (eds) MICCAI 2006 workshop proceedings, from statistical atlases to personalized models: understanding complex diseases in populations and individuals. Copenhagen, Denmark, pp 23-26
80. M Liang Y Zhou T Jiang Z Liu L Tian H Liu Y Hao 2006 Widespread functional disconnectivity in schizophrenia with resting-state functional magnetic resonance imaging Neuroreport 17 209 213 16407773 (Pubitemid 43100329)
81. H Liu Z Liu M Liang Y Hao L Tan F Kuang Y Yi L Xu T Jiang 2006 Decreased regional homogeneity in schizophrenia: a resting state functional magnetic resonance imaging study Neuroreport 17 19 22 16361943
82. Y Liu M Liang Y Zhou Y He Y Hao M Song C Yu H Liu Z Liu T Jiang 2008 Disrupted small-world networks in schizophrenia Brain 131 945 961 18299296
83. Y Liu K Wang C Yu Y He Y Zhou M Liang L Wang T Jiang 2008 Regional homogeneity, functional connectivity and imaging markers of Alzheimer's disease: a review of resting-state fMRI studies Neuropsychologia 46 1648 1656 18346763
84. Liu H, Kaneko Y, Ouyang X, Li L, Hao Y, Chen EY, Jiang T, Zhou Y, Liu, Z (2010) Schizophrenic patients and their unaffected siblings share increased resting-state connectivity in the task-negative network but not its anti-correlated task-positive network. Schizophr Bull. doi: 10.1093/schbul/ sbq074
85. MJ Lowe BJ Mock JA Sorenson 1998 Functional connectivity in single and multislice echoplanar imaging using resting-state fluctuations Neuroimage 7 119 132 9558644
86. MJ Lowe MD Phillips JT Lurito D Mattson M Dzemidzic VP Mathews 2002 Multiple sclerosis: low-frequency temporal blood oxygen level-dependent fluctuations indicate reduced functional connectivity initial results Radiology 224 184 192 12091681
87. S Lui W Deng X Huang L Jiang X Ma H Chen T Zhang X Li D Li L Zou H Tang XJ Zhou A Mechelli DA Collier JA Sweeney T Li Q Gong 2009 Association of cerebral deficits with clinical symptoms in antipsychotic-naive first-episode schizophrenia: an optimized voxel-based morphometry and resting state functional connectivity study Am J Psychiatry 166 196 205 18981063
88. ME Lynall DS Bassett R Kerwin PJ McKenna M Kitzbichler U Muller E Bullmore 2010 Functional Connectivity and Brain Networks in Schizophrenia J Neurosci 30 9477 9487 20631176
89. MV Mannell AR Franco VD Calhoun JM Canive RJ Thoma AR Mayer 2010 Resting state and task-induced deactivation: A methodological comparison in patients with schizophrenia and healthy controls Hum Brain Mapp 31 424 437 19777578
90. DL Masterman JL Cummings 1997 Frontal-subcortical circuits: the anatomic basis of executive, social and motivated behaviors J Psychopharmacol 11 107 114 9208374
91. V Maxim L Sendur J Fadili J Suckling R Gould R Howard E Bullmore 2005 Fractional Gaussian noise, functional MRI and Alzheimer's disease Neuroimage 25 141 158 15734351
92. S Micheloyannis E Pachou CJ Stam M Breakspear P Bitsios M Vourkas S Erimaki M Zervakis 2006 Small-world networks and disturbed functional connectivity in schizophrenia Schizophr Res 87 60 66 16875801
93. S Micheloyannis E Pachou CJ Stam M Vourkas S Erimaki V Tsirka 2006 Using graph theoretical analysis of multi channel EEG to evaluate the neural efficiency hypothesis Neurosci Lett 402 273 277 16678344
94. Y Nir U Hasson I Levy Y Yeshurun R Malach 2006 Widespread functional connectivity and fMRI fluctuations in human visual cortex in the absence of visual stimulation Neuroimage 30 1313 1324 16413791
95. D Ongur M Lundy I Greenhouse AK Shinn V Menon BM Cohen PF Renshaw 2010 Default mode network abnormalities in bipolar disorder and schizophrenia Psychiatry Res 183 59 68 20553873
96. RD Pascual-Marqui D Lehmann T Koenig K Kochi MC Merlo D Hell M Koukkou 1999 Low resolution brain electromagnetic tomography (LORETA) functional imaging in acute, neuroleptic-naive, first-episode, productive schizophrenia Psychiatry Res 90 169 179 10466736
97. Z Qi X Wu Z Wang N Zhang H Dong L Yao K Li 2009 Impairment and compensation coexist in amnestic MCI default mode network Neuroimage 50 48 55 20006713
98. M Quigley D Cordes P Turski C Moritz V Haughton R Seth ME Meyerand 2003 Role of the corpus callosum in functional connectivity AJNR Am J Neuroradiol 24 208 212 12591635
99. ME Raichle 2010 The brain's dark energy Sci Am 302 44 49 20184182
100. ME Raichle 2010 Two views of brain function Trends Cogn Sci 14 180 190 20206576
101. SA Rombouts JC van Swieten YA Pijnenburg R Goekoop F Barkhof P Scheltens 2003 Loss of frontal fMRI activation in early frontotemporal dementia compared to early AD Neurology 60 1904 1908 12821731
102. A Rotarska-Jagiela V van de Ven V Oertel-Knochel PJ Uhlhaas K Vogeley DE Linden 2010 Resting-state functional network correlates of psychotic symptoms in schizophrenia Schizophr Res 117 21 30 20097544
103. M Rubinov SA Knock CJ Stam S Micheloyannis AW Harris LM Williams M Breakspear 2007 Small-world properties of nonlinear brain activity in schizophrenia Hum Brain Mapp 30 403 416
104. R Salvador J Suckling MR Coleman JD Pickard D Menon E Bullmore 2005 Neurophysiological architecture of functional magnetic resonance images of human brain Cereb Cortex 15 1332 1342 15635061
105. R Salvador A Martinez E Pomarol-Clotet S Sarro J Suckling E Bullmore 2007 Frequency based mutual information measures between clusters of brain regions in functional magnetic resonance imaging Neuroimage 35 83 88 17240167
106. R Salvador A Martinez E Pomarol-Clotet J Gomar F Vila S Sarro A Capdevila E Bullmore 2008 A simple view of the brain through a frequency-specific functional connectivity measure Neuroimage 39 279 289 17919927
107. LM Shaw M Korecka CM Clark VM Lee JQ Trojanowski 2007 Biomarkers of neurodegeneration for diagnosis and monitoring therapeutics Nat Rev Drug Discov 6 295 303 17347655
108. YI Sheline ME Raichle AZ Snyder JC Morris D Head S Wang MA Mintun 2010 Amyloid plaques disrupt resting state default mode network connectivity in cognitively normal elderly Biol Psychiatry 67 584 587 19833321
109. H Shen L Wang Y Liu D Hu 2010 Discriminative analysis of resting-state functional connectivity patterns of schizophrenia using low dimensional embedding of fMRI Neuroimage 49 3110 3121 19931396
110. F Shi Y Liu T Jiang Y Zhou W Zhu J Jiang H Liu Z Liu 2007 Regional homogeneity and anatomical parcellation for fMRI image classification: application to schizophrenia and normal controls Med Image Comput Comput Assist Interv Int Conf Med Image Comput Comput Assist Interv 10 136 143
111. P Skudlarski K Jagannathan K Anderson MC Stevens VD Calhoun BA Skudlarska G Pearlson 2010 Brain connectivity is not only lower but different in schizophrenia: a combined anatomical and functional approach Biol Psychiatry 68 61 69 20497901
112. Song M, Liang M, Jiang T, Zhou Y, Liu Z (2006) Classification of schizophrenic patients with resting brain functional connectivity using an ensemble classifier. In: 9th MICCAI conference workshop (From statistical atlases to personalized models: understanding complex diseases in populations and individuals). Copenhagen, Denmark
113. EJ Sonuga-Barke FX Castellanos 2007 Spontaneous attentional fluctuations in impaired states and pathological conditions: a neurobiological hypothesis Neurosci Biobehav Rev 31 977 986 17445893
114. C Sorg V Riedl M Muhlau VD Calhoun T Eichele L Laer A Drzezga H Forstl A Kurz C Zimmer AM Wohlschlager 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 18003904
115. O Sporns 2006 Small-world connectivity, motif composition, and complexity of fractal neuronal connections Biosystems 85 55 64 16757100
116. O Sporns CJ Honey 2006 Small worlds inside big brains Proc Natl Acad Sci U S A 103 19219 19220 17159140
117. O Sporns JD Zwi 2004 The small world of the cerebral cortex Neuroinformatics 2 145 162 15319512
118. O Sporns G Tononi R Kotter 2005 The human connectome: A structural description of the human brain PLoS Comput Biol 1 e42 16201007
119. CJ Stam 2004 Functional connectivity patterns of human magnetoencephalographic recordings: a 'small-world' network? Neurosci Lett 355 25 28 14729226
120. CJ Stam BF Jones G Nolte M Breakspear P Scheltens 2007 Small-world networks and functional connectivity in Alzheimer's disease Cereb Cortex 17 92 99 16452642
121. T Stein C Moritz M Quigley D Cordes V Haughton E Meyerand 2000 Functional connectivity in the thalamus and hippocampus studied with functional MR imaging AJNR Am J Neuroradiol 21 1397 1401 11003270
122. K Supekar V Menon D Rubin M Musen MD Greicius 2008 Network analysis of intrinsic functional brain connectivity in Alzheimer's disease PLoS Comput Biol 4 e1000100 18584043
123. S Tekin JL Cummings 2002 Frontal-subcortical neuronal circuits and clinical neuropsychiatry: an update J Psychosom Res 53 647 654 12169339
124. G Tononi GM Edelman O Sporns 1998 Complexity and coherency: Integrating information in the brain Trends in Cognitive Sciences 2 474 484
125. VG van de Ven E Formisano D Prvulovic CH Roeder DE Linden 2004 Functional connectivity as revealed by spatial independent component analysis of fMRI measurements during rest Hum Brain Mapp 22 165 178 15195284
126. A Vercammen H Knegtering JA den Boer EJ Liemburg A Aleman 2010 Auditory hallucinations in schizophrenia are associated with reduced functional connectivity of the temporo-parietal area Biol Psychiatry 67 912 918 20060103
127. A Vercammen H Knegtering EJ Liemburg JA Boer A Aleman 2010 Functional connectivity of the temporo-parietal region in schizophrenia: effects of rTMS treatment of auditory hallucinations J Psychiatr Res 44 725 731 20189190
128. JL Vincent GH Patel MD Fox AZ Snyder JT Baker DC Van Essen JM Zempel LH Snyder M Corbetta ME Raichle 2007 Intrinsic functional architecture in the anaesthetized monkey brain Nature 447 83 86 17476267
129. R Wang Z Zhang 2007 Energy coding in biological neural networks Cogn Neurodyn 1 203 212 19003513
130. K Wang T Jiang M Liang L Wang L Tian X Zhang K Li Z Liu 2006 Discriminative analysis of early Alzheimer's disease based on two intrinsically anti-correlated networks with resting-state fMRI Med Image Comput Comput Assist Interv Int Conf Med Image Comput Comput Assist Interv 9 340 347
131. L Wang Y Zang Y He M Liang X Zhang L Tian T Wu T Jiang K Li 2006 Changes in hippocampal connectivity in the early stages of Alzheimer's disease: evidence from resting state fMRI Neuroimage 31 496 504 16473024
132. K Wang M Liang L Wang L Tian X Zhang K Li T Jiang 2007 Altered functional connectivity in early Alzheimer's disease: a resting-state fMRI study Hum Brain Mapp 28 967 978 17133390
133. J Wang J Wang Y Zang H Yang H Tang Q Gong Z Chen C Zhu Y He 2008 Parcellation-dependent small-world brain functional networks: a resting-state fMRI study Hum Brain Mapp 30 1511 1523
134. K Wang T Jiang C Yu L Tian J Li Y Liu Y Zhou L Xu M Song K Li 2008 Spontaneous activity associated with primary visual cortex: a resting-state FMRI study Cereb Cortex 18 697 704 17602140
135. R Wang Z Zhang G Chen 2008 Energy function and energy evolution on neural population IEEE Transactions on Neural Networks 19 535 538 18334373
136. R Wang Z Zhang G Chen 2009 Energy coding and energy functions for local activities of brain Neurocomputing 73 139 150
137. DJ Watts SH Strogatz 1998 Collective dynamics of 'small-world' networks Nature 393 440 442 9623998
138. S Whitfield-Gabrieli HW Thermenos S Milanovic MT Tsuang SV Faraone RW McCarley ME Shenton AI Green A Nieto-Castanon P LaViolette J Wojcik JD Gabrieli LJ Seidman 2009 Hyperactivity and hyperconnectivity of the default network in schizophrenia and in first-degree relatives of persons with schizophrenia Proc Natl Acad Sci U S A 106 1279 1284 19164577
139. P Williamson 2007 Are anti-correlated networks in the brain relevant to schizophrenia? Schizophr Bull 33 994 1003 17493957
140. AM Wink F Bernard R Salvador E Bullmore J Suckling 2006 Age and cholinergic effects on hemodynamics and functional coherence of human hippocampus Neurobiol Aging 27 1395 1404 16202481
141. AM Wink E Bullmore A Barnes F Bernard J Suckling 2008 Monofractal and multifractal dynamics of low frequency endogenous brain oscillations in functional MRI Hum Brain Mapp 29 791 801 18465788
142. Y Xu G Xu G Wu P Antuono DB Rowe SJ Li 2008 The phase shift index for marking functional asynchrony in Alzheimer's disease patients using fMRI Magn Reson Imaging 26 379 392 18164158
143. H Yang XY Long Y Yang H Yan CZ Zhu XP Zhou YF Zang QY Gong 2007 Amplitude of low frequency fluctuation within visual areas revealed by resting-state functional MRI Neuroimage 36 144 152 17434757
144. Y Zang T Jiang Y Lu Y He L Tian 2004 Regional homogeneity approach to fMRI data analysis Neuroimage 22 394 400 15110032
145. YF Zang Y He CZ Zhu QJ Cao MQ Sui M Liang LX Tian TZ Jiang YF Wang 2007 Altered baseline brain activity in children with ADHD revealed by resting-state functional MRI Brain Dev 29 83 91 16919409
146. S Zeki S Shipp 1988 The functional logic of cortical connections Nature 335 311 317 3047584
147. HY Zhang SJ Wang J Xing B Liu ZL Ma M Yang ZJ Zhang GJ Teng 2009 Detection of PCC functional connectivity characteristics in resting-state fMRI in mild Alzheimer's disease Behav Brain Res 197 103 108 18786570
148. Y Zhou M Liang T Jiang L Tian Y Liu Z Liu H Liu F Kuang 2007 Functional dysconnectivity of the dorsolateral prefrontal cortex in first-episode schizophrenia using resting-state fMRI Neurosci Lett 417 297 302 17399900
149. Y Zhou M Liang L Tian K Wang Y Hao H Liu Z Liu T Jiang 2007 Functional disintegration in paranoid schizophrenia using resting-state fMRI Schizophr Res 97 194 205 17628434
150. Y Zhou N Shu Y Liu M Song Y Hao H Liu C Yu Z Liu T Jiang 2008 Altered resting-state functional connectivity and anatomical connectivity of hippocampus in schizophrenia Schizophr Res 100 120 132 18234476
151. J Zhou MD Greicius ED Gennatas ME Growdon JY Jang GD Rabinovici JH Kramer M Weiner BL Miller WW Seeley 2010 Divergent network connectivity changes in behavioural variant frontotemporal dementia and Alzheimer's disease Brain 133 1352 1367 20410145
152. QH Zou CZ Zhu Y Yang XN Zuo XY Long QJ Cao YF Wang YF Zang 2008 An improved approach to detection of amplitude of low-frequency fluctuation (ALFF) for resting-state fMRI: fractional ALFF J Neurosci Methods 172 137 141 18501969