Parcellation-dependent small-world brain functional networks: A resting-state fmri study

Human Brain Mapping

Volumn 30, Issue 5, 2009, Pages 1511-1523

  Wang, Jinhui ^a   Wang, Liang ^a,b   Zang, Yufeng ^a   Yang, Hong ^c   Tang, Hehan ^c   Gong, Qiyong ^c   Chen, Zhang ^d   Zhu, Chaozhe ^a   He, Yong ^a  

^a BEIJING NORMAL UNIVERSITY   (China)

^b BEIJING INSTITUTE OF TECHNOLOGY   (China)

^c SICHUAN UNIVERSITY   (China)

^d MCGILL UNIVERSITY   (Canada)

Author keywords

Atlas; Brain networks; Efficiency; FMRI; Parcellation; Resting state; Small world

Indexed keywords

ADULT; ARTICLE; BRAIN FUNCTION; BRAIN REGION; CORRELATION ANALYSIS; FEMALE; FUNCTIONAL ANATOMY; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; MALE; MATHEMATICAL ANALYSIS; MEASUREMENT; NEUROANATOMY; NORMAL HUMAN; PRIORITY JOURNAL; QUANTITATIVE ANALYSIS;

ADULT; ALGORITHMS; BRAIN; BRAIN MAPPING; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; NERVE NET; NEURAL NETWORKS (COMPUTER); NEURAL PATHWAYS; OXYGEN; REST; YOUNG ADULT;

EID: 66149131099     PISSN: 10659471     EISSN: None     Source Type: Journal    
DOI: 10.1002/hbm.20623     Document Type: Article

References (52)

1. Achard S, Bullmore E (2007): Efficiency and cost of economical brain functional networks. PLoS Comput Biol 3:e17.
2. Achard S, Salvador R, Whitcher B, Suckling J, Bullmore E (2006): A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs. J Neurosci 26:63-72.
3. Albert R, Barabasi A-L (2002): Statistical mechanics of complex networks. Rev Mod Phys 74:47.
4. Albert R, Jeong H, Barabasi A-L (2000): Error and attack tolerance of complex networks. Nature 406:378-382.
5. Amaral LA, Scala A, Barthelemy M, Stanley HE (2000): Classes of small-world networks. Proc Natl Acad Sci USA 97:11149-11152.
6. Ashburner J, Friston KJ (1999): Nonlinear spatial normalization using basis functions. Hum Brain Mapp 7:254-266.
7. Bartolomei F, Bosma I, Klein M, Baayen JC, Reijneveld JC, Postma TJ, Heimans JJ, van Dijk BW, de Munck JC, de Jongh A, Cover KS, Stam CJ (2006): Disturbed functional connectivity in brain tumour patients: evaluation by graph analysis of synchronization matrices. Clin Neurophysiol 117:2039-2049.
8. Bassett DS, Bullmore E (2006): Small-world brain networks. Neuroscientist 12:512-523.
9. Bassett DS, Meyer-Lindenberg A, Achard S, Duke T, Bullmore E (2006): Adaptive reconfiguration of fractal small-world human brain functional networks. Proc Natl Acad Sci USA 103:19518-19523.
10. Biswal B, 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.
11. Boccaletti S, Latora V, Moreno Y, Chavez M, Hwang DU (2006): Complex networks: Structure and dynamics. Phys Rep 424:175-308.
12. Chen ZJ, He Y, Rosa-Neto P, Germann J, Evans AC: Revealing modular architecture of human brain structural networks by using cortical thickness from MRI. Cereb Cortex (in press).
13. Collins DL, Holmes CJ, Peters TM, Evans AC (1995): Automatic 3-D model-based neuroanatomical segmentation. Hum Brain Mapp 3:190-208.
14. De Vico Fallani F, Astolfi L, Cincotti F, Mattia D, Marciani MG, Salinari S, Kurths J, Gao S, Cichocki A, Colosimo A, Babiloni F (2007): Cortical functional connectivity networks in normal and spinal cord injured patients: Evaluation by graph analysis. Hum Brain Mapp 28:1334-1346.
15. Eguiluz VM, Chialvo DR, Cecchi GA, Baliki M, Apkarian AV (2005): Scale-free brain functional networks. Phys Rev Lett 94:018102.
16. Ferri R, Rundo F, Bruni O, Terzano MG, Stam CJ (2007): Smallworld network organization of functional connectivity of EEG slow-wave activity during sleep. Clin Neurophysiol 118:449-456.
17. Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, Raichle ME (2005): The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci USA 102:9673-9678.
18. Fox MD, Snyder AZ, Vincent JL, Raichle ME (2007): Intrinsic fluctuations within cortical systems account for intertrial variability in human behavior. Neuron 56:171-184.
19. Friston KJ, Frith CD, Liddle PF, Frackowiak RS (1993): Functional connectivity: The principal-component analysis of large (PET) data sets. J Cereb Blood Flow Metab 13:5-14.
20. Friston KJ, Frith CD, Frackowiak RS, Turner R (1995): Characterizing dynamic brain responses with fMRI: A multivariate approach. Neuroimage 2:166-172.
21. Hagmann P, Kurant M, Gigandet X, Thiran P, Wedeen VJ, Meuli R, Thiran JP (2007): Mapping human whole-brain structural networks with diffusion MRI. PLoS ONE 2:e597.
22. He Y, Chen ZJ, Evans AC (2007): Small-world anatomical networks in the human brain revealed by cortical thickness from MRI. Cereb Cortex 17:2407-2419.
23. He Y, Chen ZJ, Evans AC (2008): Structural insights into aberrant topological patterns of large-scale cortical networks in Alzheimer's disease. J Neurosci 28:4756-4766.
24. Iturria-Medina Y, Sotero RC, Canales-Rodriguez EJ, Aleman-Gomez Y, Melie-Garcia L (2008): Studying the human brain anatomical network via diffusion-weighted MRI and graph theory. NeuroImage 40:1064-1076.
25. Jiang T, He Y, Zang Y, Weng X (2004): Modulation of functional connectivity during the resting state and the motor task. Hum Brain Mapp 22:63-71.
26. Kabani NJ, Collins DL, Evans AC (1998): A 3d neuroanatomical atlas. Presented at the 4th International Conference on Functional Mapping of the Human Brain, Montreal, Quebec, Canada, 7-12 June 1998.
27. Kiviniemi V, Jauhiainen J, Tervonen O, Paakko E, Oikarinen J, Vainionpaa V, Rantala H, Biswal B (2000): Slow vasomotor fluctuation in fMRI of anesthetized child brain. Magn Reson Med 44:373-378.
28. Latora V, Marchiori M (2001): Efficient behavior of small-world networks. Phys Rev Lett 87:198701.
29. Latora V, Marchiori M (2003): Economic small-world behavior in weighted networks. Eur Phys J B 32:249-263.
30. Liu Y, Liang M, Zhou Y, He Y, Yu CS, Song M, Liu HH, Liu ZN, Jiang TZ (2008): Disrupted small-world networks in schizophrenia. Brain 131:945-961.
31. Lowe MJ, Mock BJ, Sorenson JA (1998): Functional connectivity in single and multislice echoplanar imaging using resting-state fluctuations. Neuroimage 7:119-132.
32. Maslov S, Sneppen K (2002): Specificity and stability in topology of protein networks. Science 296:910-913.
33. Micheloyannis S, Pachou E, Stam CJ, Vourkas M, Erimaki S, Tsirka V (2006a): Using graph theoretical analysis of multi channel EEG to evaluate the neural efficiency hypothesis. Neurosci Lett 402:273-277.
34. Micheloyannis S, Pachou E, Stam CJ, Breakspear M, Bitsios P, Vourkas M, Erimaki S, Zervakis M (2006b): Small-world networks and disturbed functional connectivity in schizophrenia. Schizophr Res 87:60-66.
35. Micheloyannis S, Vourkas M, Tsirka V, Karakonstantaki E, Kanatsouli K, Stam CJ: The influence of ageing on complex brain networks: A graph theoretical analysis. Hum Brain Mapp (in press).
36. Newman MEJ (2003): The structure and function of complex networks. SIAM Rev 45:167-256.
37. Ono M, Kubik S, Abernathey CD (1990): Atlas of the Cerebral Sulci. New York: Thieme.
38. Ponten SC, Bartolomei F, Stam CJ (2007): Small-world networks and epilepsy: Graph theoretical analysis of intracerebrally recorded mesial temporal lobe seizures. Clin Neurophysiol 118:918-927.
39. Rubinov M, Knock SA, Stam CJ, Micheloyannis S, Harris AW, Williams LM, Breakspear M: Small-world properties of nonlinear brain activity in schizophrenia. Hum Brain Mapp (in press).
40. Salvador R, Suckling J, Coleman MR, Pickard JD, Menon D, Bullmore E (2005): Neurophysiological architecture of functional magnetic resonance images of human brain. Cereb Cortex 15:1332-1342.
41. Salvador R, Martinez A, Pomarol-Clotet E, Gomar J, Vila F, Sarro S, Capdevila A, Bullmore E (2008): A simple view of the brain through a frequency-specific functional connectivity measure. Neuroimage 39:279-289.
42. Sporns O, Zwi JD (2004): The small world of the cerebral cortex. Neuroinformatics 2:145-162.
43. Sporns O, Tononi G, Edelman GM (2000): Theoretical neuroanatomy: relating anatomical and functional connectivity in graphs and cortical connection matrices. Cereb Cortex 10:127-141.
44. Sporns O, Tononi G, Kotter R (2005): The human connectome: A structural description of the human brain. PLoS Comput Biol 1:e42.
45. Stam CJ (2004): Functional connectivity patterns of human magnetoencephalographic recordings: A 'small-world' network? Neurosci Lett 355:25-28.
46. Stam CJ, Reijneveld JC (2007): Graph theoretical analysis of complex networks in the brain. Nonlinear Biomed Phys 1:3.
47. Stam CJ, Jones BF, Nolte G, Breakspear M, Scheltens P (2007): Small-world networks and functional connectivity in Alzheimer's disease. Cereb Cortex 17:92-99.
48. Talairach J, Tournoux P (1988): Co-Planar Stereotaxic Atlas of the Human Brain. New York: Thieme.
49. Thompson PM, Schwartz C, Lin RT, Khan AA, Toga AW (1996): Three-dimensional statistical analysis of sulcal variability in the human brain. J Neurosci 16:4261-4274.
50. Tzourio-Mazoyer N, Landeau B, Papathanassiou D, Crivello F, Etard O, Delcroix N, Mazoyer B, Joliot M (2002): Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage 15:273-289.
51. Wang L, Zhu CZ, He Y, Zang YF, Cao QJ, Zhang H, Zhong QH, Wang YF: Altered small-world brain functional networks in children with attention-deficit/hyperactivity disorder. Hum Brain Mapp (in press).
52. Watts DJ, Strogatz SH (1998): Collective dynamics of 'small-world' networks. Nature 393:440-442