Dynamical stability of intrinsic connectivity networks

NeuroImage

Volumn 59, Issue 4, 2012, Pages 4022-4031

  Ferguson, Michael A ^a   Anderson, Jeffrey S ^a,b,c  

^a Department of Electrical and Computer Engineering   (United States)

^b UNIVERSITY OF UTAH   (United States)

^c UNIVERSITY OF UTAH SCHOOL OF MEDICINE   (United States)

Author keywords

1000 functional connectome project; Default mode; FcMRI; Functional connectivity; Metastability; Resting state

Indexed keywords

ADULT; ARTICLE; BRAIN FUNCTION; BRAIN REGION; CONTROLLED STUDY; CORRELATION COEFFICIENT; FUNCTIONAL CONNECTIVITY MAGNETIC RESONANCE IMAGING; FUNCTIONAL MAGNETIC RESONANCE IMAGING; GRAY MATTER; HUMAN; HUMAN EXPERIMENT; IMAGE ANALYSIS; IMAGE PROCESSING; INFORMATION PROCESSING; NERVE CELL NETWORK; NORMAL HUMAN; PRIORITY JOURNAL; PROCESS MODEL; REPRODUCIBILITY; SIGNAL NOISE RATIO;

ADOLESCENT; ADULT; AGED; BRAIN; FEMALE; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; MIDDLE AGED; NERVE NET; NEURAL PATHWAYS; YOUNG ADULT;

EID: 84857030759     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2011.10.062     Document Type: Article

References (54)

1. Anderson J.S. Origin of synchronized low-frequency blood oxygen level-dependent fluctuations in the primary visual cortex. AJNR Am. J. Neuroradiol. 2008, 29:1722-1729.
2. Anderson J.S., Druzgal T.J., Froehlich A., Dubray M.B., Lange N., Alexander A.L., Abildskov T., Nielsen J.A., Cariello A.N., Cooperrider J.R., Bigler E.D., Lainhart J.E. Decreased Interhemispheric Functional Connectivity in Autism. Cereb. Cortex 2011, 21:1134-1146.
3. Anderson J.S., Druzgal T.J., Lopez-Larson M., Jeong E.K., Desai K., Yurgelun-Todd D. Network anticorrelations, global regression, and phase-shifted soft tissue correction. Hum. Brain Mapp. 2011, 32:919-934.
4. Anderson J.S., Ferguson M.A., Lopez-Larson M., Yurgelun-Todd D. Topographic maps of multisensory attention. Proc. Natl. Acad. Sci. U. S. A. 2010, 107:20110-20114.
5. Anderson J.S., Ferguson M.A., Lopez-Larson M., Yurgelun-Todd D. Connectivity gradients between the default mode and attention control networks. Brain Connect. 2011, 1:147-157.
6. Anderson J.S., Ferguson M.A., Lopez-Larson M., Yurgelun-Todd D. Reproducibility of single-subject functional connectivity measurements. AJNR Am. J. Neuroradiol. 2011, 32:548-555.
7. Anderson J.S., Nielsen J.A., Froehlich A.L., DuBray M.B., Druzgal T.J., Cariello A.N., Cooperrider J.R., Zielinski B.A., Ravichandran C., Fletcher P.T., Alexander A.L., Bigler E.D., Lange N., Lainhart J.E. Functional connectivity magnetic resonance imaging classification of autism. Epub ahead of print. Brain 2011, 10.1093/brain/awr263.
8. Biswal B., Yetkin F.Z., Haughton V.M., Hyde J.S. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn. Reson. Med. 1995, 34:537-541.
9. Biswal B.B., Mennes M., Zuo X.N., Gohel S., Kelly C., Smith S.M., Beckmann C.F., Adelstein J.S., Buckner R.L., Colcombe S., Dogonowski A.M., Ernst M., Fair D., Hampson M., Hoptman M.J., Hyde J.S., Kiviniemi V.J., Kotter R., Li S.J., Lin C.P., Lowe M.J., Mackay C., Madden D.J., Madsen K.H., Margulies D.S., Mayberg H.S., McMahon K., Monk C.S., Mostofsky S.H., Nagel B.J., Pekar J.J., Peltier S.J., Petersen S.E., Riedl V., Rombouts S.A., Rypma B., Schlaggar B.L., Schmidt S., Seidler R.D., Siegle G.J., Sorg C., Teng G.J., Veijola J., Villringer A., Walter M., Wang L., Weng X.C., Whitfield-Gabrieli S., Williamson P., Windischberger C., Zang Y.F., Zhang H.Y., Castellanos F.X., Milham M.P. Toward discovery science of human brain function. Proc. Natl. Acad. Sci. U. S. A. 2010, 107:4734-4739.
10. Buckner R.L., Sepulcre J., Talukdar T., Krienen F.M., Liu H., Hedden T., Andrews-Hanna J.R., Sperling R.A., Johnson K.A. Cortical hubs revealed by intrinsic functional connectivity: mapping, assessment of stability, and relation to Alzheimer's disease. J. Neurosci. 2009, 29:1860-1873.
11. Calhoun V.D., Maciejewski P.K., Pearlson G.D., Kiehl K.A. Temporal lobe and "default" hemodynamic brain modes discriminate between schizophrenia and bipolar disorder. Hum. Brain Mapp. 2008, 29:1265-1275.
12. Cavanna A.E., Trimble M.R. The precuneus: a review of its functional anatomy and behavioural correlates. Brain 2006, 129:564-583.
13. Cohen A.L., Fair D.A., Dosenbach N.U., Miezin F.M., Dierker D., Van Essen D.C., Schlaggar B.L., Petersen S.E. Defining functional areas in individual human brains using resting functional connectivity MRI. Neuroimage 2008, 41:45-57.
14. Cole M.W., Pathak S., Schneider W. Identifying the brain's most globally connected regions. Neuroimage 2009, 49:3132-3148.
15. Cordes D., Haughton V.M., Arfanakis K., Carew J.D., Turski P.A., Moritz C.H., Quigley M.A., Meyerand M.E. Frequencies contributing to functional connectivity in the cerebral cortex in "resting-state" data. AJNR Am. J. Neuroradiol. 2001, 22:1326-1333.
16. Cordes D., Haughton V.M., Arfanakis K., Wendt G.J., Turski P.A., Moritz C.H., Quigley M.A., Meyerand M.E. Mapping functionally related regions of brain with functional connectivity MR imaging. AJNR Am. J. Neuroradiol. 2000, 21:1636-1644.
17. Damoiseaux J.S., Rombouts S.A., Barkhof F., Scheltens P., Stam C.J., Smith S.M., Beckmann C.F. Consistent resting-state networks across healthy subjects. Proc. Natl. Acad. Sci. U. S. A. 2006, 103:13848-13853.
18. Deco G., Jirsa V., McIntosh A.R., Sporns O., Kotter R. Key role of coupling, delay, and noise in resting brain fluctuations. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:10302-10307.
19. Deco G., Jirsa V.K., McIntosh A.R. Emerging concepts for the dynamical organization of resting-state activity in the brain. Nat. Rev. Neurosci. 2010, 12:43-56.
20. Dosenbach N.U., Nardos B., Cohen A.L., Fair D.A., Power J.D., Church J.A., Nelson S.M., Wig G.S., Vogel A.C., Lessov-Schlaggar C.N., Barnes K.A., Dubis J.W., Feczko E., Coalson R.S., Pruett J.R., Barch D.M., Petersen S.E., Schlaggar B.L. Prediction of individual brain maturity using fMRI. Science 2010, 329:1358-1361.
21. Fair D.A., Cohen A.L., Dosenbach N.U., Church J.A., Miezin F.M., Barch D.M., Raichle M.E., Petersen S.E., Schlaggar B.L. The maturing architecture of the brain's default network. Proc. Natl. Acad. Sci. U. S. A. 2008, 105:4028-4032.
22. Fox M.D., Raichle M.E. Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat. Rev. Neurosci. 2007, 8:700-711.
23. Fox M.D., Snyder A.Z., Vincent J.L., Corbetta M., Van Essen D.C., Raichle M.E. The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc. Natl. Acad. Sci. U. S. A. 2005, 102:9673-9678.
24. Fox M.D., Zhang D., Snyder A.Z., Raichle M.E. The global signal and observed anticorrelated resting state brain networks. J. Neurophysiol. 2009, 101:3270-3283.
25. Fransson P. Spontaneous low-frequency BOLD signal fluctuations: an fMRI investigation of the resting-state default mode of brain function hypothesis. Hum. Brain Mapp. 2005, 26:15-29.
26. Fransson P. How default is the default mode of brain function? Further evidence from intrinsic BOLD signal fluctuations. Neuropsychologia 2006, 44:2836-2845.
27. Ghosh A., Rho Y., McIntosh A.R., Kotter R., Jirsa V.K. Noise during rest enables the exploration of the brain's dynamic repertoire. PLoS Comput. Biol. 2008, 4:e1000196.
28. Greicius M.D., Krasnow B., Reiss A.L., Menon V. Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc. Natl. Acad. Sci. U. S. A. 2003, 100:253-258.
29. Greicius M.D., Srivastava G., Reiss A.L., 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, 101:4637-4642.
30. Gusnard D.A., Akbudak E., Shulman G.L., Raichle M.E. Medial prefrontal cortex and self-referential mental activity: relation to a default mode of brain function. Proc. Natl. Acad. Sci. U. S. A. 2001, 98:4259-4264.
31. Gusnard D.A., Raichle M.E. Searching for a baseline: functional imaging and the resting human brain. Nat. Rev. Neurosci. 2001, 2:685-694.
32. Hagmann P., Cammoun L., Gigandet X., Meuli R., Honey C.J., Wedeen V.J., Sporns O. Mapping the structural core of human cerebral cortex. PLoS Biol. 2008, 6:e159.
33. He Y., Wang J., Wang L., Chen Z.J., Yan C., Yang H., Tang H., Zhu C., Gong Q., Zang Y., Evans A.C. Uncovering intrinsic modular organization of spontaneous brain activity in humans. PLoS One 2009, 4:e5226.
34. Honey C.J., Kotter R., Breakspear M., Sporns O. Network structure of cerebral cortex shapes functional connectivity on multiple time scales. Proc. Natl. Acad. Sci. U. S. A. 2007, 104:10240-10245.
35. Honey C.J., Sporns O., Cammoun L., Gigandet X., Thiran J.P., Meuli R., Hagmann P. Predicting human resting-state functional connectivity from structural connectivity. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:2035-2040.
36. Just M.A., Cherkassky V.L., Keller T.A., Minshew N.J. Cortical activation and synchronization during sentence comprehension in high-functioning autism: evidence of underconnectivity. Brain 2004, 127:1811-1821.
37. Kiviniemi V., Starck T., Remes J., Long X., Nikkinen J., Haapea M., Veijola J., Moilanen I., Isohanni M., Zang Y.F., Tervonen O. Functional segmentation of the brain cortex using high model order group PICA. Hum. Brain Mapp. 2009, 30:3865-3886.
38. Little M.A., McSharry P.E., Roberts S.J., Costello D.A., Moroz I.M. Exploiting nonlinear recurrence and fractal scaling properties for voice disorder detection. Biomed. Eng. Online 2007, 6:23.
39. Liu Y.Y., Slotine J.J., Barabasi A.L. Controllability of complex networks. Nature 2011, 473:167-173.
40. Lowe M.J., Mock B.J., Sorenson J.A. Functional connectivity in single and multislice echoplanar imaging using resting-state fluctuations. Neuroimage 1998, 7:119-132.
41. Marrelec G., Krainik A., Duffau H., Pelegrini-Issac M., Lehericy S., Doyon J., Benali H. Partial correlation for functional brain interactivity investigation in functional MRI. Neuroimage 2006, 32:228-237.
42. Murphy K., Birn R.M., Handwerker D.A., Jones T.B., Bandettini P.A. The impact of global signal regression on resting state correlations: are anti-correlated networks introduced?. Neuroimage 2009, 44:893-905.
43. Northoff G., Heinzel A., de Greck M., Bermpohl F., Dobrowolny H., Panksepp J. Self-referential processing in our brain-a meta-analysis of imaging studies on the self. Neuroimage 2006, 31:440-457.
44. Raichle M.E., MacLeod A.M., Snyder A.Z., Powers W.J., Gusnard D.A., Shulman G.L. A default mode of brain function. Proc. Natl. Acad. Sci. U. S. A. 2001, 98:676-682.
45. Raichle M.E., Snyder A.Z. A default mode of brain function: a brief history of an evolving idea. Neuroimage 2007, 37:1083-1090. discussion 1097-1089.
46. Reynolds J.H., Heeger D.J. The normalization model of attention. Neuron 2009, 61:168-185.
47. Rombouts S.A., Damoiseaux J.S., Goekoop R., Barkhof F., Scheltens P., Smith S.M., Beckmann C.F. Model-free group analysis shows altered BOLD FMRI networks in dementia. Hum. Brain Mapp. 2009, 30:256-266.
48. Salvador R., Martinez A., Pomarol-Clotet E., Sarro S., Suckling J., Bullmore E. Frequency based mutual information measures between clusters of brain regions in functional magnetic resonance imaging. Neuroimage 2007, 35:83-88.
49. Smith S.M., Miller K.L., Salimi-Khorshidi G., Webster M., Beckmann C.F., Nichols T.E., Ramsey J.D., Woolrich M.W. Network modelling methods for FMRI. Neuroimage 2011, 54:875-891.
50. Sporns O., Chialvo D.R., Kaiser M., Hilgetag C.C. Organization, development and function of complex brain networks. Trends Cogn. Sci. 2004, 8:418-425.
51. Sun F.T., Miller L.M., D'Esposito M. Measuring interregional functional connectivity using coherence and partial coherence analyses of fMRI data. Neuroimage 2004, 21:647-658.
52. Tomasi D., Volkow N.D. Association between Functional Connectivity Hubs and Brain Networks. Cereb. Cortex 2011.
53. Trefethen L.N., Bau D. Numerical Linear Algebra. SIAM: Society for Industrial and Applied Mathematics, Philadelphia 1997.
54. Zhang D., Raichle M.E. Disease and the brain's dark energy. Nat. Rev. Neurol. 2010, 6:15-28.