Functional connectivity of distant cortical regions: Role of remote synchronization and symmetry in interactions

NeuroImage

Volumn 97, Issue , 2014, Pages 1-8

  Vuksanović, Vesna ^a,b   Hövel, Philipp ^a,b  

^a TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

^b HUMBOLDT UNIVERSITY   (Germany)

Author keywords

Computational model; Functional connectivity; Remote synchronization; Resting state networks

Indexed keywords

ARTICLE; BOLD SIGNAL; BRAIN CORTEX; BRAIN FUNCTION; COMPUTER SIMULATION; CONNECTOME; CORTICAL SYNCHRONIZATION; DIFFUSION TENSOR IMAGING; HUMAN; MATHEMATICAL ANALYSIS; NERVE CONDUCTION; NONBIOLOGICAL MODEL; OSCILLATION; PRIORITY JOURNAL; RESTING STATE NETWORK; ALGORITHM; ANATOMY AND HISTOLOGY; BLOOD; DIFFUSION WEIGHTED IMAGING; HEMISPHERIC DOMINANCE; IMAGE PROCESSING; NERVE TRACT; NUCLEAR MAGNETIC RESONANCE IMAGING; PHYSIOLOGY; PROCEDURES;

OXYGEN;

ALGORITHMS; CEREBRAL CORTEX; DIFFUSION MAGNETIC RESONANCE IMAGING; FUNCTIONAL LATERALITY; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; NEURAL PATHWAYS; OXYGEN;

EID: 84901357034     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2014.04.039     Document Type: Article

References (49)

1. Arenas A., Díaz-Guilera A., Pérez-Vicente C.J. Synchronization reveals topological scales in complex networks. Phys. Rev. Lett. 2006, 96:114102.
2. Arenas A., Díaz-Guilera A., Kurths J., Moreno Y., Zhou C. Synchronization in complex networks. Phys. Rep. 2008, 469(3):93-153.
3. Bergner A., Frasca M., Sciuto G., Buscarino A., Ngamga E.J., Fortuna L., Kurths J. Remote synchronization in star networks. Phys. Rev. E. 2012, 85:026208.
4. 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(4):537-541.
5. Bogacki P., Shampine L.F. A 3(2) pair of Runge-Kutta formulas. Appl. Math. Lett. 1989, 2(4):321-325.
6. Breakspear M., Heitmann S., Daffertshofer A. Generative models of cortical oscillations: neurobiological implications of the Kuramoto model. Front. Hum. Neurosci. 2010, 4.
7. Bullmore E.T., Bassett D.S. Brain graphs: graphical models of the human brain connectome. Annu. Rev. Clin. Psychol. 2011, 7:113-140.
8. Bullmore E., Sporns O. Complex brain networks: graph theoretical analysis of structural and functional systems. Nat. Rev. Neurosci. 2009, 10(3):186-198.
9. Buzsáki G., Draguhn A. Neuronal oscillations in cortical networks. Science 2004, 304(5679):1926-1929.
10. Cabral J., Hugues E., Sporns O., Deco G. Role of local network oscillations in resting-state functional connectivity. NeuroImage 2011, 57(1):130-139.
11. Cabral J., Kringelbach M., Deco G. Functional graph alterations in schizophrenia: a result from a global anatomic decoupling?. Pharmacopsychiatry 2012, 45(1):S57.
12. Cabral J., Luckhoo H., Woolrich M.W., Joensson M., Mohseni H., Baker A., Kringelbach M.L., Deco G. Exploring mechanisms of spontaneous functional connectivity in MEG: how delayed network interactions lead to structured amplitude envelopes of band-pass filtered oscillations. NeuroImage 2014, 90:423-435.
13. Damoiseaux J.S., Rombouts S.A.R.B., 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(37):13848-13853.
14. Deco G., Jirsa V.K. Ongoing cortical activity at rest: criticality, multistability, and ghost attractors. J. Neurosci. 2012, 32(10):3366-3375.
15. Deco G., Jirsa V.K., McIntosh A.R., Sporns O., Kötter R. Key role of coupling, delay, and noise in resting brain fluctuations. Proc. Natl. Acad. Sci. U. S. A. 2009, 106(25):10302-10307.
16. Deco G., Jirsa V.K., McIntosh A.R. Emerging concepts for the dynamical organization of resting-state activity in the brain. Nat. Rev. Neurosci. 2011, 12(1):43-56.
17. Friston K., Holmes A.P., Worsley K.J., Poline J.-P., Frith C.D., Frackowiak R. Statistical parametric maps in functional imaging: a general linear approach. Hum. Brain Mapp. 1994, 2(4):189-210.
18. Friston K., Mechelli A., Turner R., Price C.J. Nonlinear responses in fMRI: the balloon model, Volterra kernels, and other hemodynamics. NeuroImage 2000, 12(4):466-477.
19. Ghosh A., Rho Y., McIntosh A.R., Kötter R., Jirsa V.K. Cortical network dynamics with time delays reveals functional connectivity in the resting brain. Cogn. Neurodyn. 2008, 2(2):115-120.
20. Ghosh A., Rho Y., McIntosh A.R., Kötter R., Jirsa V.K. Noise during rest enables the exploration of the brain's dynamic repertoire. PLoS Comput. Biol. 2008, 4(10):e1000196.
21. 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(7):15.
22. Hellyer P.J., Shanahan M., Scott G., Wise R.J.S., Sharp D.J., Leech R. The control of global brain dynamics: opposing actions of frontoparietal control and default mode networks on attention. J. Neurosci. 2014, 34(2):451-461.
23. Iturria-Medina Y., Sotero R.C., Canales-Rodríguez E.J., Alemán-Gómez Y., Melie-García L. Studying the human brain anatomical network via diffusion-weighted MRI and graph theory. Neuroimage 2008, 40(3):1064-1076.
24. Izhikevich E.M. Which model to use for cortical spiking neurons?. IEEE Trans. Neural Netw. 2004, 15(5):1063-1070.
25. Izhikevich E.M., Kuramoto Y. Weakly coupled oscillators. Encycl. Math. Phys. 2006, 5:448.
26. Jensen O., Kaiser J., Lachaux J.P. Human gamma-frequency oscillations associated with attention and memory. Trends Neurosci. 2007, 30(7):317-324.
27. Jirsa V.K., Haken H. Field theory of electromagnetic brain activity. Phys. Rev. Lett. 1996, 77(5):960-963.
28. Kuramoto Y. Chemical Oscillations, Waves and Turbulence 1984, Springer-Verlag, Berlin.
29. Nicosia V., Valencia M., Chavez M., Díaz-Guilera A., Latora V. Remote synchronization reveals network symmetries and functional modules. Phys. Rev. Lett. 2013, 110:174102.
30. Prignano L., Díaz-Guilera A. Extracting topological features from dynamical measures in networks of Kuramoto oscillators. Phys. Rev. E. 2012, 85:036112.
31. Rodriguez E., George N., Lachaux J.P., Martinerie J., Renault B., Varela F.J. Perception's shadow: long-distance synchronization of human brain activity. Nature 1999, 397(6718):430-433.
32. Rogers L.J., Andrew R. Comparative Vertebrate Lateralization 2002, Cambridge University Press.
33. Rubinov M., Sporns O. Complex network measures of brain connectivity: uses and interpretations. NeuroImage 2010, 52(3):1059-1069.
34. Seth A.K., Chorley P., Barnett L.C. Granger causality analysis of fMRI bold signals is invariant to hemodynamic convolution but not downsampling. Neuroimage 2013, 65:540-555.
35. Shampine L.F., Reichelt M.W. The Matlab ODE suite. SIAM J. Sci. Comput. 1997, 18(1):1-22.
36. Shanahan M. Metastable chimera states in community-structured oscillator networks. Chaos 2010, 20(1):013108.
37. Stam C.J., de Bruin E.A. Scale-free dynamics of global functional connectivity in the human brain. Hum. Brain Mapp. 2004, 22(2):97-109.
38. Strogatz S.H. From Kuramoto to Crawford: exploring the onset of synchronization in populations of coupled oscillators. Physica D 2000, 143:1-20.
39. Tuckwell H.C. Stochastic processes in the neurosciences 1989, vol. 56. Society for Industrial and Applied Mathematics (SIAM), Philadelphia.
40. Tzourio-Mazoyer N., Landeau B., Papathanassiou D., Crivello F., Etard O., Delcroix N., Mazoyer B., Joliot M. Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage 2002, 15(1):273-289.
41. Uhlhaas P.J., Singer W. Neural synchrony in brain disorders: relevance for cognitive dysfunctions and pathophysiology. Neuron 2006, 52(1):155-168.
42. van den Heuvel M.P., Sporns O. Rich-club organization of the human connectome. J. Neurosci. 2011, 31(44):15775-15786.
43. van Wijk B.C., Stam C.J., Daffertshofer A. Comparing brain networks of different size and connectivity density using graph theory. PLoS One 2010, 5(10):e13701.
44. Varela F.J., Lachaux J.-P., Rodriguez E., Martinerie J. The brainweb: phase synchronization and large-scale integration. Nat. Rev. Neurosci. 2001, 2(4):229-239.
45. 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(7140):83-86.
46. Vuksanović V., Hövel P. Large-scale neural network model for functional networks of the human cortex. Proc. of the International Symposium, Hanse Institute of Advanced Studies Delmenhorst 2014, Springer, Berlin. A. Pelster, G. Wunner (Eds.).
47. Watts D.J., Strogatz S.H. Collective dynamics of 'small-world' networks. Nature 1998, 393:440-442.
48. Yeung M.K.S., Strogatz S.H. Time delay in the Kuramoto model of coupled oscillators. Phys. Rev. Lett. 1999, 82(3):648-651.
49. Zhou C., Zemanova L., Zamora G., Hilgetag C.C., Kurths J. Hierarchical organization unveiled by functional connectivity in complex brain networks. Phys. Rev. Lett. 2006, 97(23):238103.