Changes in the brain intrinsic organization in both on-task state and post-task resting state

NeuroImage

Volumn 62, Issue 1, 2012, Pages 394-407

  Wang, Zhijiang ^a,b   Liu, Jiming ^a,b,c   Zhong, Ning ^a,b,d   Qin, Yulin ^a,b,e   Zhou, Haiyan ^a,b   Li, Kuncheng ^b,f  

^a BEIJING UNIVERSITY OF TECHNOLOGY   (China)

^b Beijing Key Laboratory of MRI and Brain Informatics   (China)

^c HONG KONG BAPTIST UNIVERSITY   (Hong Kong)

^d MAEBASHI INSTITUTE OF TECHNOLOGY   (Japan)

^e CARNEGIE MELLON UNIVERSITY   (United States)

^f CAPITAL MEDICAL UNIVERSITY   (China)

Author keywords

Default mode network; Modulation; Small world; Task driven states; Topology

Indexed keywords

ADAPTATION; ADULT; ARTICLE; BEHAVIOR; BRAIN FUNCTION; DEFAULT MODE NETWORK; DYNAMICS; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; LEARNING; MALE; MEMORY; MONTE CARLO METHOD; NERVE CELL NETWORK; NERVE CELL PLASTICITY; NERVOUS SYSTEM PARAMETERS; NORMAL HUMAN; NUCLEAR MAGNETIC RESONANCE SCANNER; PRIORITY JOURNAL; REST; SEMANTICS; TASK PERFORMANCE;

ADAPTATION, PHYSIOLOGICAL; BRAIN; FEMALE; HUMANS; MALE; NEURONAL PLASTICITY; PATTERN RECOGNITION, VISUAL; REST; SEMANTICS; TASK PERFORMANCE AND ANALYSIS; YOUNG ADULT;

EID: 84861601492     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2012.04.051     Document Type: Article

References (80)

1. Achard S., Bullmore E.D. Efficiency and cost of economical brain functional networks. PLoS Comput. Biol. 2007, 3:e17.
2. Achard S., Salvador R., Whitcher B., Suckling J., Bullmore E.D. A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs. J. Neurosci. 2006, 26:63-72.
3. Albert N.B., Robertson E.M., Miall R.C. The resting human brain and motor learning. Curr. Biol. 2009, 19:1023-1027.
4. Axmacher N., Schmitz D.P., Weinreich I., Elger C.E., Fell J. Interaction of working memory and long-term memory in the medial temporal lobe. Cereb. Cortex 2008, 18:2868-2878.
5. Bassett D.S., Bullmore E.D. Small-world brain networks. Neuroscientist 2006, 12:512-523.
6. Bassett D.S., Meyer-Lindenberg A., Achard S., Duke T., Bullmore E.D. Adaptive reconfiguration of fractal small-world human brain functional networks. Proc. Natl. Acad. Sci. U. S. A. 2006, 103:19518-19523.
7. Bassett D.S., Wymbs N.F., Porter M.A., Mucha P.J., Carlson J.M., Grafton S.T. Dynamic reconfiguration of human brain networks during learning. Proc. Natl. Acad. Sci. U. S. A. 2011, 108:7641-7646.
8. Bianciardi M., Fukunaga M., van Gelderen P., Horovitz S.G., de Zwart J.A., Duyn J.H. Modulation of spontaneous fMRI activity in human visual cortex by behavioural state. Neuroimage 2009, 45:160-168.
9. 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.
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, 6:1860-1873.
11. Bullmore E.D., Sporns O. Complex brain networks: graph theoretical analysis of structural and functional systems. Nat. Rev. Neurosci. 2009, 10:186-198.
12. Calhoun V.D., Kiehl K.A., Pearlson G.D. Modulation of temporally coherent brain networks estimated using ICA at rest and during cognitive tasks. Hum. Brain Mapp. 2008, 29:828-838.
13. 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 2001, 22:1326-1333.
14. Damoiseaux J.S., Beckmann C.F., Sanz Arigita E.J., Barkhof F., Scheltens Ph., Stam C.J., Smith S.M., Rombouts S.A.R.B. Reduced resting-state brain activity in the "default network" in normal aging. Cereb. Cortex 2008, 18:1856-1864.
15. Eguíluz V.M., Chialvo D.R., Cecchi G.A., Baliki M., Apkarian A.V. Scale-free brain functional networks. Phys. Rev. Lett. 2005, 94:018102.
16. Fair D.A., Cohen A.L., Dosenbach N.U.F., Church J.A., Miezin F.M., Barch D.M., Raichle M.E., Petersen S.E., Schlaggar B.L. The maturing architecutre of the brain's default network. Proc. Natl. Acad. Sci. U. S. A. 2008, 105:4028-4032.
17. Fair D.A., Cohen A.L., Power J.D., Dosenbach N.U.F., Church J.A., Miezin F.M., Schlaggar B.L., Petersen S.E. Functional brain networks develop from a "local to distributed" organization. PLoS Comput. Biol. 2009, 5:e1000381.
18. Forman S.D., Cohen J.D., Fitzgerald M., Eddy W.F., Mintun M.A., Noll D.C. Improved assessment of significant activation in functional magnetic resonance imaging (fRMI): use of a cluster-size threshold. Magn. Reson. Med. 1995, 33:636-647.
19. Fox M.D., Raichle M.E. Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat. Rev. Neurosci. 2007, 8:700-711.
20. 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.
21. Fox M.D., Corbetta M., Synder A.Z., Vincent J.L., Raichle M.E. Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems. Proc. Natl. Acad. Sci. U. S. A. 2006, 103:10046-10051.
22. Fransson P. How default is the default mode of brain function? Further evidence from intrinsic BOLD signal fluctuations. Neuropsychologia 2006, 44:2836-3845.
23. Friston K.J. Beyond phrenology: what can neuroimaging tell us about distributed circuitry?. Annu. Rev. Neurosci. 2002, 25:221-250.
24. Friston K.J., Büchel C. Attentional modulation of effective connectivity from V2 to V5/MT in humans. Proc. Natl. Acad. Sci. U. S. A. 2000, 97:7591-7596.
25. Friston K.J., Frith C.D., Liddle P.F., Frackowiak R.S. Functional connectivity: the principal component analysis of large (PET) data sets. J. Cereb. Blood Flow Metab. 1993, 13:5-14.
26. Ginestet C.E., Simmons A. Statistical parametric network analysis of functional connectivity dynamics during a working memory task. Neuroimage 2011, 55:688-704.
27. Ginestet C.E., Nichols T.E., Bullmore E.T., Simmons A. Brain network analysis: separating cost from topology using cost-integration. PLoS One 2011, 6:e21570.
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. Hagmann P., Kurant M., Gigandet X., Thiran P., Wedeen V.J., Meuli R., Thiran J.P. Mapping the structural core of human cerebral cortex. PLoS One 2007, 2:e597.
30. Hagmann P., Cammoun L., Gigandet X., Meuli R., Honey C.J., Wedeen V.J. Mapping the structural core of human cerebral cortex. PLoS Biol. 2008, 6:e159.
31. Hampson M., Peterson B.S., Skudlarski P., Gatenby J.C., Gore J.C. Detection of functional connectivity using temporal correlations in MR images. Hum. Brain Mapp. 2002, 15:247-262.
32. Hampson M., Driesen N.R., Skudlarski P., Gore J.C., Constable R.T. Brain connectivity related to working memory performance. J. Neurosci. 2006, 26:13338-13343.
33. Hasson U., Nusbaum H.C., Small S.L. Task-dependent organization of brain regions active during rest. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:10841-10846.
34. He Y., Chen Z.J., Evans A.C. Small-world anatomical networks in the human brain revealed by cortical thickness from MRI. Cereb. Cortex 2007, 17:2407-2419.
35. Ioannides A.A. Dynamic functional connectivity. Curr. Opin. Neurobiol. 2007, 17:161-170.
36. Iturria-Medina Y., Sotero R.C., Canales-Rodriguez E.J., Aleman-Gomez Y., Melie-Garcia L. Studying the human brain ananatomical network via diffusion-weighted MRI and graph theory. Neuroimage 2008, 40:1064-1076.
37. Jenkins G.M., Watts D.G. Spectral Analysis and Its Applications 1968, Holden-Day, San Francisco.
38. Jiang T., He Y., Zang Y., Weng X. Modulation of functional connectivity during the resting state and the motor task. Hum. Brain Mapp. 2004, 22:63-71.
39. Latora V., Marchiori M. Efficient behaviour of small-world networks. Phys. Rev. Lett. 2001, 87:198701.
40. Latora V., Marchiori M. Economic small-world behaviour in weighted networks. Eur. Phys. J. B 2003, 32:249-263.
41. Ledberg A., Akerman S., Poland P.F. Estimation of the probabilities of 3D clusters in functional brain images. Neuroimage 1998, 8:113-128.
42. Lewis G.M., Baldassarre A., Committeri G., Romania G.L., Corbetta M. Learning sculpts the spontaneous activity of the resting human brain. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:17558-17563.
43. Liu Y.J., Gao J.H., Liotti M., Pu Y., Fox P.T. Temporal dissociation of parallel processing in the human subcortical outputs. Nature 1999, 400:364-367.
44. 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.
45. Lowe M.J., Dzemidzic M., Lurito J.T., Mathews V.P., Phillips M.D. Correlations in low-frequency BOLD fluctuations reflect cortico-cortical connections. Neuroimage 2000, 12:582-587.
46. Luck D., Danion J.M., Marrer C., Pham B.T., Gounot D., Foucher J. The right parahippocampal gyrus contributes to the formation and maintenance of bound information in working memory. Brain Cogn. 2010, 72:255-263.
47. Maslov S., Sneppen K. Specificity and stability in topology of protein networks. Science 2002, 296:910-913.
48. Masson M.F., Norton M.I., Van Horn J.D., Wegner D.M., Grafton S.T., Macrae C.N. Wandering minds: the default network and stimulus-independent thought. Science 2007, 315:393-395.
49. McKiernan K.A., D'Angelo B.R., Kaufman J.N., Binder J. Interrupting the "stream of consciousness": an fMRI investigation. Neuroimage 2006, 29:1185-1191.
50. Meunier D., Achard S., Morcom A., Bullmore E.D. Age-related changes in modular organization of human brain functional networks. Neuroimage 2009, 44:715-723.
51. Miall R.C., Robertson E.M. Functional imaging: is the resting brain resting?. Curr. Biol. 2006, 16:998-1000.
52. Micheloyannis S., Pachou E., Stam C.J., Vourkas M., Erimaki S., Tsirka V. Using graph theoretical analysis of multi channel EEG to evaluate the neural efficiency hypothesis. Neurosci. Lett. 2006, 402:273-277.
53. Milo R., Shen-Orr S., Itzkovitz S., Kashtan N., Chklovskii D., Alon U. Network motifs: simple building blocks of complex networks. Science 2002, 298:824-827.
54. Peltier S.J., LaConte S.M., Niyazov D.M., Liu J.Z., Sahgal V., Yue G.H., Hu X.P. Brain research-reductions in interhemispheric motor cortex functional connectivity after muscle fatigue. Brain Res. 2005, 1057:10-16.
55. Price D.J., Kennedy H., Dehay C., Zhou L., Mercier M., Jossin Y., Goffinet A.M., Tissir F., Blakey D., Molnár Z. The development of cortical connections. Eur. J. Neurosci. 2006, 23:910-920.
56. Raichle M.E., Mintun M.A. Brain work and brain imaging. Annu. Rev. Neurosci. 2006, 29:449-476.
57. Raichle M.E., Snyder A.Z. A default mode of brain function: a brief history of an evolving idea. Neuroimage 2007, 37:1083-1090.
58. 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.
59. Rubinov M., Sporns O. Complex network measures of brain connectivity: uses and interpretations. Neuroimage 2010, 52:1059-1069.
60. Salvador R., Suckling J., Coleman M.R., Pickard J.D., Menon D., Bullmore E.D. Neurophysiological architecture of functional magnetic resonance images of human brain. Cereb. Cortex 2005, 15:1332-1342.
61. Salvador R., Suckling J., Schwarzbauser C., Bullmore E.D. Undirected graphs of frequency-dependent functional connectivity in whole brain networks. Philos. Trans. R. Soc. Lond. B Biol. Sci. 2005, 360:937-946.
62. Schon K., Hasselmo M.E., Lopresti M.L., Tricarico M.D., Stern C.E. Persistence of parahippocampal regresentation in the absence of stimulus input enhances long-term encoding: a functional magnetic resonance imaging study of subsequent memory after a delayed match-to-sample task. J. Neurosci. 2004, 24:11088-11097.
63. Sporns O., Zwi J.D. The small world of the cerebral cortex. Neuroinformatics 2004, 2:145-162.
64. 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.
65. Sporns O., Honey C.J., Kötter R. Identification and classification of hubs in brain networks. PLoS One 2007, 2:e1049.
66. Sur M., Leamey C.A. Development and plasticity of cortical areas and networks. Nat. Rev. Neurosci. 2001, 2:251-262.
67. Tambini A., Ketz N., Davachi L. Enhanced brain correlations during rest are related to memory for recent experiences. Neuron 2010, 65:280-290.
68. Tononi G., Edelman G.M., Sporns O. Complexity and coherency: integrating information in the brain. Trends Cogn. Sci. 1998, 2:474-484.
69. Tzourio-Mazoyer N., Landeau B., Papathanassiou D., Crivello F., Etard O., Delcroix N., Mazoyer B., Joliot M. Automated anatomical labelling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage 2002, 15:273-289.
70. Van den Heuvel M.P., Stam C.J., Boersma M., Hulshoff Pol H.E. Small-world and scale-free organization of voxel-based resting-state functional connectivity in the human brain. Neuroimage 2008, 43:528-539.
71. Vincent J.L., Patel G.H., Fox M.D., Snyder A.Z., Baker J.T., Van Essen D.C., Zempel J.M., Snyder L.H., Corbetta M., Raichle M.E. Intrinsic functional architecture in the anaesthetized monkey brain. Nature 2007, 447:83-86.
72. Wagner A.D., Schacter D.L., Rotte M., Koutstaal W., Maril A., Dale A.M., Rosen B.R., Buckner R.L. Building memories: remembering and forgetting of verbal experiences as predicted by brain activity. Science 1998, 281:1188-1191.
73. Waites A.B., Stanislavsky A., Abbott D.F., Jackson G.D. Effect of prior cognitive state on resting state networks measured with functional connectivity. Hum. Brain Mapp. 2005, 24:59-68.
74. Wang J., Wang L., Zang Y., Yang H., Tang H., Gong Q., Chen Z., Zhu C., He Y. Parcellation-dependent small-world brain functional networks: a resting-state fMRI study. Hum. Brain Mapp. 2009, 30:1511-1523.
75. Wang L., Li Y., Metzak P., He Y., Woodward T.S. Age-related changes in topological patterns of large-scale brain functional networks during memeory encoding and recognition. Neuroimage 2010, 50:862-872.
76. Watts D.J., Strogatz S.H. Collective dynamics of "small-world" networks. Nature 1998, 393:440-442.
77. Whitfield-Gabrieli S., et al. 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. 2009, 106:1279-1284.
78. Xiong J., Gao J.H., Lancaster J.L., Fox P.T. Clustered pixels analysis for functional MRI activation studies of the human brain. Hum. Brain Mapp. 1995, 3:287-301.
79. Zeki S., Shipp S. The functional logic of cortical connections. Nature 1988, 335:311-317.
80. Zhou H.Y., Liu J.Y., Jing W., Qin Y.L., Lu S.F., Yao Y.Y., Zhong N. Basic level advantage and its switching during information retrieval: an fMRI study. Proc. The 2010 international conference on brain informatics (BI 2010) 2010, 6334:427-436. Springer LNAI.