Rich-club organization of the human connectome

Journal of Neuroscience

Volumn 31, Issue 44, 2011, Pages 15775-15786

  van den Heuvel, Martijn P ^a   Sporns, Olaf ^b  

^a UNIVERSITY MEDICAL CENTER UTRECHT   (Netherlands)

^b INDIANA UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; ARTICLE; BRAIN MAPPING; BRAIN REGION; CONTROLLED STUDY; DIFFUSION TENSOR IMAGING; FEMALE; FRONTAL CORTEX; HIPPOCAMPUS; HUMAN; MALE; NEOCORTEX; NORMAL HUMAN; PARIETAL CORTEX; PRECUNEUS; PRIORITY JOURNAL; PUTAMEN; SUBCORTEX; SUPERIOR FRONTAL CORTEX; SUPERIOR PARIETAL CORTEX; THALAMUS;

ADULT; BRAIN; BRAIN MAPPING; DIFFUSION TENSOR IMAGING; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MALE; MODELS, NEUROLOGICAL; NERVE NET; NEURAL PATHWAYS; YOUNG ADULT;

EID: 80155148207     PISSN: 02706474     EISSN: 15292401     Source Type: Journal    
DOI: 10.1523/JNEUROSCI.3539-11.2011     Document Type: Article

References (58)

1. Albert R, Jeong H, Barabasi AL (2000) Error and attack tolerance of complex networks. Nature 406:378-382.
2. Alstott J, Breakspear M, Hagmann P, Cammoun L, Sporns O (2009) Modeling the impact of lesions in the human brain. PLoS Comput Biol 5:e1000408.
3. Andersson JL, Skare S (2002) A model-based method for retrospective correction of geometric distortions in diffusion-weighted EPI. Neuroimage 16:177-199.
4. Andersson J, Skare S, Ashburner J (2003) How to correct susceptibility distortions in spin-echo echo-planar images: application to diffusion tensor imaging. Neuroimage 20:870-888.
5. Barabasi AL, Bonabeau E (2003) Scale-free networks. Sci Am 288:60-69.
6. Bassett DS, Bullmore ET (2009) Human brain networks in health and disease. Curr Opin Neurol 22:340-347.
7. Bassett DS, Bullmore ET, Meyer-Lindenberg A, Apud JA, Weinberger DR, Coppola R (2009) Cognitive fitness of cost-efficient brain functional networks. Proc Natl Acad Sci U S A 106:11747-11752.
8. Bassett DS, Brown JA, Deshpande V, Carlson JM, Grafton ST (2011) Conserved and variable architecture of human white matter connectivity. Neuroimage 54:1262-1279.
9. Beaulieu C (2002) The basis of anisotropic water diffusion in the nervous system-a technical review. NMR Biomed 15:435-455.
10. Beaulieu C, Allen PS (1994) Determinants of anisotropic water diffusion in nerves. Magn Reson Med 31:394-400.
11. Bosboom JL, Stoffers D, Wolters ECh, Stam CJ, Berendse HW (2009) MEG resting state functional connectivity in Parkinson's disease related dementia. J Neural Transm 116:193-202.
12. Bullmore E, Sporns O (2009) Complex brain networks: graph theoretical analysis of structural and functional systems. Nat Rev Neurosci 10:186-198.
13. Callaway DS, Newman ME, Strogatz SH, Watts DJ (2000) Network robustness and fragility: percolation on random graphs. Phys Rev Lett 85:5468-5471.
14. Chang LC, Jones DK, Pierpaoli C (2005) RESTORE: robust estimation of tensors by outlier rejection. Magn Reson Med 53:1088-1095.
15. Chatterjee N, Sinha S (2008) Understanding the mind of a worm: hierarchical network structure underlying nervous system function in C. elegans. Prog Brain Res 168:145-153.
16. Colizza V, Flammini A, Serrano MA, Vespignani A (2006) Detecting richclub ordering in complex networks. Nat Phys 2:110-115.
17. Eguíluz VM, Chialvo DR, Cecchi GA, Baliki M, Apkarian AV (2005) Scalefree brain functional networks. Phys Rev Lett 94:018102.
18. Ewing-Cobbs L, Hasan KM, Prasad MR, Kramer L, Bachevalier J (2006) Corpus callosum diffusion anisotropy correlates with neuropsychological outcomes in twins disconcordant for traumatic brain injury. AJNR Am J Neuroradiol 27:879-881.
19. Fischl B, van der Kouwe A, Destrieux C, Halgren E, Ségonne F, Salat DH, Busa E, Seidman LJ, Goldstein J, Kennedy D, Caviness V, Makris N, Rosen B, Dale AM (2004) Automatically parcellating the human cerebral cortex. Cereb Cortex 14:11-22.
20. Fornito A, Zalesky A, Bullmore ET (2010) Network scaling effects in graph analytic studies of human resting-state FMRI data. Front Syst Neurosci 4:22.
21. Gold BT, Powell DK, Xuan L, Jiang Y, Hardy PA (2007) Speed of lexical decision correlates with diffusion anisotropy in left parietal and frontal white matter: evidence from diffusion tensor imaging. Neuropsychologia 45:2439-2446.
22. Gong G, He Y, Concha L, Lebel C, Gross DW, Evans AC, Beaulieu C (2009) Mapping anatomical connectivity patterns of human cerebral cortex using in vivo diffusion tensor imaging tractography. Cereb Cortex 19:524-536.
23. Greicius MD, Krasnow B, Reiss AL, Menon V (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.
24. 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.
25. Hagmann P, Cammoun L, Gigandet X, Meuli R, Honey CJ, Wedeen VJ, Sporns O (2008) Mapping the structural core of human cerebral cortex. PLoS Biol 6:e159.
26. Honey CJ, Sporns O (2008) Dynamical consequences of lesions in cortical networks. Hum Brain Mapp 29:802-809.
27. Jones DK (2004) The effect of gradient sampling schemes on measures derived from diffusion tensor MRI: a Monte Carlo study. Magn Reson Med 51:807-815.
28. Jones DK, Horsfield MA, Simmons A (1999) Optimal strategies for measuring diffusion in anisotropic systems by magnetic resonance imaging. Magn Reson Med 42:515-525.
29. Kaiser M, Martin R, Andras P, Young MP (2007) Simulation of robustness against lesions of cortical networks. Eur J Neurosci 25:3185-3192.
30. Kubicki M, Park H, Westin CF, Nestor PG, Mulkern RV, Maier SE, Niznikiewicz M, Connor EE, Levitt JJ, Frumin M, Kikinis R, Jolesz FA, McCarley RW, Shenton ME (2005) DTI andMTRabnormalities in schizophrenia: analysis of white matter integrity. Neuroimage 26:1109-1118.
31. Lynall ME, Bassett DS, Kerwin R, McKenna PJ, Kitzbichler M, Muller U, Bullmore E (2010) Functional connectivity and brain networks in schizophrenia. J Neurosci 30:9477-9487.
32. Mason MF, Norton MI, Van Horn JD, Wegner DM, Grafton ST, Macrae CN (2007) Wandering minds: the default network and stimulusindependent thought. Science 315:393-395.
33. McAuley JJ, da Fontoura Costa L, Caetano TS (2007) Rich-club phenomena across complex network hierachies. Appl Phys Lett 91.
34. Mori S, van Zijl PC (2002) Fiber tracking: principles and strategies-a technical review. NMR Biomed 15:468-480.
35. Mori S, Crain BJ, Chacko VP, van Zijl PC (1999) Three-dimensional tracking of axonal projections in the brain by magnetic resonance imaging. Ann Neurol 45:265-269.
36. Newman ME (2006) Modularity and community structure in networks. Proc Natl Acad Sci U S A 103:8577-8582.
37. Opsahl T, Colizza V, Panzarasa P, Ramasco JJ (2008) Prominence and control: the weighted rich-club effect. Phys Rev Lett 101:168702.
38. Raichle ME, Snyder AZ (2007) A default mode of brain function: a brief history of an evolving idea. Neuroimage 37:1083-1090; discussion 1097-1099.
39. Rubinov M, Sporns O (2010) Complex network measures of brain connectivity: uses and interpretations. Neuroimage 52:1059-1069.
40. Sporns O (2011) The human connectome: a complex network. Ann N Y Acad Sci 1224:109-125.
41. Sporns O, Tononi G, Kötter R (2005) The human connectome: a structural description of the human brain. PLoS Comput Biol 1:e42.
42. Sporns O, Honey CJ, Kötter R (2007) Identification and classification of hubs in brain networks. PLoS One 2:e1049.
43. Stam CJ, de Haan W, Daffertshofer A, Jones BF, Manshanden I, van Cappellen van Walsum AM, Montez T, Verbunt JP, de Munck JC, van Dijk BW, Berendse HW, Scheltens P (2009) Graph theoretical analysis of magnetoencephalographic functional connectivity in Alzheimer's disease. Brain 132:213-224.
44. Sun Z, Wang F, Cui L, Breeze J, Du X, Wang X, Cong Z, Zhang H, Li B, Hong N, Zhang D (2003) Abnormal anterior cingulum in patients with schizophrenia: a diffusion tensor imaging study. Neuroreport 14: 1833-1836.
45. van den Heuvel MP, Mandl RC, Luigjes J, Hulshoff Pol HE (2008a) Microstructural organization of the cingulum tract and the level of default mode functional connectivity. J Neurosci 28:10844-10851.
46. van den Heuvel MP, Stam CJ, Boersma M, Hulshoff Pol HE (2008b) Smallworld and scale-free organization of voxel based resting-state functional connectivity in the human brain. Neuroimage 43:528-539.
47. van den Heuvel MP, Stam CJ, Kahn RS, Hulshoff Pol HE (2009a) Efficiency of functional brain networks and intellectual performance. J Neurosci 29:7619-7624.
48. van den Heuvel MP, Mandl RC, Kahn RS, Hulshoff Pol HE (2009b) Functionally linked resting state networks reflect the underlying structural connectivity architecture of the human brain. Hum Brain Mapp 30:3127-3141.
49. van den Heuvel MP, Mandl RC, Stam CJ, Kahn RS, Hulshoff Pol HE (2010) Aberrant frontal and temperal network structure in schizophrenia: a graph theoretical analysis. J Neurosci 30:15915-15926.
50. Verstraete E, van den Heuvel MP, Veldink JH, Blanken N, Mandl RC, Hulshoff Pol HE, van den Berg LH (2010) Motor network degeneration in amyotrophic lateral sclerosis: a structural and functional connectivity study. PLoS One 5:e13664.
51. Wang J, Wang L, Zang Y, Yang H, Tang H, Gong Q, Chen Z, Zhu C, He Y (2009) Parcellation-dependent small-world brain functional networks: a resting-state fMRI study. Hum Brain Mapp 30:1511-1523.
52. Wig GS, Schlaggar BL, Petersen SE (2011) Concepts and principles in the analysis of brain networks. Ann N Y Acad Sci 1224:126-146.
53. Xu XK, Zhang J, Small M (2010) Rich-club connectivity dominates assortativity and transitivity of complex networks. Phys Rev E Stat Nonlin Soft Matter Phys 82:046117.
54. Zalesky A, Fornito A (2009) A DTI-derived measure of cortico-cortical connectivity. IEEE Trans Med Imaging 28:1023-1036.
55. Zalesky A, Fornito A, Harding IH, Cocchi L, Yücel M, Pantelis C, Bullmore ET (2010) Whole-brain anatomical networks: does the choice of nodes matter? Neuroimage 50:970-983.
56. Zalesky A, Fornito A, Seal ML, Cocchi L, Westin CF, Bullmore ET, Egan GF, Pantelis C (2011) Disrupted axonal fiber connectivity in schizophrenia. Biol Psychiatry 69:80-89.
57. Zamora-López G, Zhou C, Kurths J (2009) Graph analysis of cortical networks reveals complex anatomical communication substrate. Chaos 19:015117.
58. Zhou S, Mondragon RJ (2004) The rich-club phenomenon in the internet topology. IEEE Commun Lett 8:180-182.