EEG-based functional networks in schizophrenia

Computers in Biology and Medicine

Volumn 41, Issue 12, 2011, Pages 1178-1186

  Jalili, Mahdi ^a   Knyazeva, Maria G ^b  

^a SHARIF UNIVERSITY OF TECHNOLOGY   (Iran)

^b LAUSANNE UNIVERSITY HOSPITAL   (Switzerland)

Author keywords

EEG; Functional connectivity; Graph theory; Partial cross correlation; Schizophrenia; Unpartial cross correlation

Indexed keywords

BRAIN NETWORKS; CONTROL SUBJECT; CROSS CORRELATION METHODS; CROSS CORRELATIONS; FUNCTIONAL CONNECTIVITY; FUNCTIONAL NETWORK; GRAPH-THEORETIC; NETWORK PROPERTIES; NORMAL CONTROLS; PARTIAL CORRELATION; SCHIZOPHRENIA; SCHIZOPHRENIA PATIENTS; SCHIZOPHRENIC PATIENTS; SYNCHRONIZABILITY;

DISEASES; ELECTROENCEPHALOGRAPHY; GRAPH THEORY; NETWORK SECURITY;

CORRELATION METHODS;

ADULT; ARTICLE; CLINICAL ARTICLE; CONTROLLED STUDY; CORRELATION ANALYSIS; ELECTROENCEPHALOGRAPHY; ELECTROENCEPHALOGRAPHY PHASE SYNCHRONIZATION; HUMAN; NERVE CELL NETWORK; PRIORITY JOURNAL; SCHIZOPHRENIA; TIME SERIES ANALYSIS;

ADULT; BRAIN MAPPING; CASE-CONTROL STUDIES; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; MALE; MODELS, NEUROLOGICAL; NEURAL PATHWAYS; SCHIZOPHRENIA; SIGNAL PROCESSING, COMPUTER-ASSISTED; STATISTICS, NONPARAMETRIC;

EID: 82955237436     PISSN: 00104825     EISSN: 18790534     Source Type: Journal    
DOI: 10.1016/j.compbiomed.2011.05.004     Document Type: Article

References (61)

1. Bullmore E., Sporns O. Complex brain networks: graph theoretical analysis of structural and functional systems. Nature Reviews Neuroscience 2009, 10:186-198.
2. Rubinov M., Sporns O. Complex network measures of brain connectivity: uses and interpretations. NeuroImage 2010, 52(3):1059-1069.
3. Stam C.J., et al. Graph theoretical analysis of magnetoencephalographic functional connectivity in Alzheimer's disease. Brain. 132 2009, 213-224.
4. Micheloyannis S., et al. Small-world networks and disturbed functional connectivity in schizophrenia. Schizophrenia Research 2006, 87(1-3):60-66.
5. Deuker L., et al. Reproducibility of graph metrics of human brain functional networks. NeuroImage 2009, 47:1460-1468.
6. Eguiluz V.M., et al. Scale-free brain functional networks. Physical Review Letters 2005, 94:018102.
7. Boccaletti S., et al. Complex networks: structure and dynamics. Physics Reports 2006, 424:175-308.
8. Costa L.d.F., et al. Characterization of complex Networks: a survey of measurements. Advances in Physics 2007, 56(1):167-242.
9. Sporns O., Tononi G., Kotter R. The human connectome: a structural description of the human brain. PLoS Computational Biology 2005, 1(4):245-251.
10. Zhou C., et al. Hierarchical organization unveiled by functional connectivity in complex brain networks. Physical Review Letters 2006, 97:238103.
11. Achard S., et al. A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs. Journal of Neuroscience 2006, 26(1):63-72.
12. Achard S., Bullmore E. Efficiency and cost of economical brain functional networks. PLoS Computational Biology 2007, 3(2):174-183.
13. Kandel E.R. Disorders of thought and volition: schizophrenia. Principles of neuroscience 2000, 1188-1208. McGraw-Hill Companies. E.R. Kandel, J.H. Schwartz, T.M. Jessell (Eds.).
14. Bassett D.S., et al. Hierarchical organization of human cortical networks in health and schizophrenia. Journal of Neuroscience 2008, 28(7):9239-9248.
15. Liu Y., et al. Disrupted small-world networks in schizophrenia. Brain. 131 2008, 945-961.
16. Lynall M.-E., et al. Functional connectivity and brain networks in schizophrenia. Journal of Neuroscience 2010, 30(28):9477-9487.
17. Rubinov M., et al. Small-world properties of nonlinear brain activity in schizophrenia. Human Brain Mapping. 30 2009, 403-416.
18. De Vico Fallani F., et al. Cortical network analysis in patients affected by schizophrenia. Brain Topography 2010, 23:214-220.
19. Jalili M., Knyazeva M.G. Constructing brain functional networks from EEG: partial vs. unpartial correlations. Journal of Integrative Neuroscience 2011, 10(2).
20. Nurnberger J.J., et al. Diagnostic interview for genetic studies. Rationale, unique features, and training. NIMH genetics initiative. Archives of General Psychiatry 1994, 51:849-859.
21. Derogatis L., Lipman R., Covi L. SCL-90: an outpatient psychiatric rating scale-preliminary report. Psychopharmacology Bulletin 1973, 9(1):13-28.
22. Jalili M., et al. Dysconnection topography in schizophrenia with state-space analysis of EEG. PLoS ONE 2007, 2(10):e1059.
23. Knyazeva M.G., et al. Alpha rhythm and hypofrontality in schizophrenia. Acta Psychiatrica Scandinavica 2008, 118(3):188-199.
24. Jalili M., et al. Attenuated asymmetry of functional connectivity in schizophrenia: a high-resolution EEG study. Psychophysiology 2010, 74(4):706-716.
25. Watts D.J., Strogatz S.H. Collective dynamics of 'small-world' networks. Nature 1998, 393:440-442.
26. Buzsaki G. Rhythms of the Brain 2006, Oxford University Press, New York. First ed.
27. Humphries M.D., Gurney K. Network 'small-world-ness': a quantitative method for determining canonical network equivalence. PLoS ONE 2008, 3:e0002051.
28. Erdos P., Rényi A. On the evolution of random graphs. Publication of the Mathematical Institute of the Hungarian Academy of Sciences 1960, 5:17-61.
29. Newman M.E.J., Modularity and community structure in networks. Proceedings of the National Academy of Science of USA 2006, 103:8577-8582.
30. Freeman L.C. Set of measures of centrality based on betweenness. Siociometry 1977, 40(1):35-41.
31. Maslov S., Sneppen K. Specificity and stability in topology of protein networks. Science 2002, 296(5569):910-913.
32. Newman M.E.J. Assortative mixing in networks. Physical Review Letters 2002, 89(20):208701.
33. Uhlhaas P.J., Singer W. Neural synchrony in brain disorders: relevance for cognitive dysfunctions and pathophysiology. Neuron 2006, 52(1):155-168.
34. Pecora L.M., Carroll T.L. Master stability functions for synchronized coupled systems. Physical Review Letters 1998, 80(10):2109-2112.
35. http://www.stanford.edu/~dgleich/programs/matlab_bgl/.
36. http://sites.google.com/a/brain-connectivity-toolbox.net/bct/Home.
37. Anderson J., et al. An MRI study of temporal lobe abnormalities and negative symptoms in chronic schizophrenia. Schizophrenia Research 2002, 58(2-3):123-134.
38. Barta P., et al. Auditory hallucinations and smaller superior temporal gyral volume in schizophrenia. American Journal of Psychiatry 1990, 147(11):1457-1462.
39. Uranova N., et al. The role of oligodendrocyte pathology in schizophrenia. International Journal of Neuropsychopharmacology 2007, 21:1-9.
40. Beasley C.L., et al. Evidence for altered neuronal organisation within the planum temporale in major psychiatric disorders. Schizophrenia Research 2005, 73(1):69-78.
41. Skudlarski P., et al. Brain connectivity is not only lower but different in schizophrenia: a combined anatomical and functional approach. Biological Psychiatry 2010, 68:61-69.
42. Uhlhaas P.J., Singer W. Abnormal neural oscillations and synchrony in schizophrenia. Nature Reviews Neuroscience 2010, 11:100-113.
43. Woods B.T. Is schizophrenia a progressive neurodevelopmental disorder? Toward a unitary pathogenetic mechanism. American Journal of Psychiatry 1998, 155(12):1661-1670.
44. Cotter D., et al. Reduced neuronal size and glia cell density in area 9 of the dorsolateral prefrontal cortex in subjects with major depressive disorder. Cerebral Cortex. 12 2002, 386-394.
45. Pakkenberg B. Post-mortem study of chronic schizophrenic brains. British Journal of Psychiatry 1987, 151:744-752.
46. Selemon L.D., Rajkowska G., Goldman-Rakic P.S. Abnormally high neuronal density in the schizophrenia cortex-a morphometric analysis of prefrontal area-9 and occipital area-17. Archives of General Psychiatry 1995, 52(10):805-818.
47. Friston K. The disconnection hypothesis. Schizophrenia Research 1998, 30(2):115-125.
48. G. Tononi, O. Sporns, G.M. Edelman, A measure for brain complexity: relating functional segregation and integration in the nervous system, in: Proceedings of the National Academy of Science of USA, 1994, vol. 91, pp. 5033-5037.
49. Chavez M., et al. Functional modularity of background activities in normal and epileptic brain networks. Physical Review Letters 2010, 104:118701.
50. Meunier D., et al. Age-related changes in modular organization of human brain functional networks. NeuroImage 2009, 44:715-723.
51. Sporns O. Small-world connectivity, motif composition, and complexity of fractal neuronal connections. BioSystems 2006, 85:55-64.
52. O. Sporns, C.J. Honey, Small worlds inside big brains, in: Proceedings of the National Academy of Science of USA, 2006, vol. 103(51), pp. 19219-19220.
53. Sporns O., Zwi J.D. The small world of the cerebral cortex. Neuroinformatics 2004, 2(2):145-162.
54. Fries P. Neuronal gamma-band synchronization as a fundamental process in cortical computation. Annual Review of Neuroscience 2009, 32:209-224.
55. Uhlhaas P.J., et al. Dysfunctional long-range coordination of neural activity during Gestalt perception in schizophrenia. Journal of Neuroscience 2006, 26(31):8168-8175.
56. Mann K., et al. Intra- and interhemispheric electroencephalogram coherence in siblings discordant for schizophrenia and healthy volunteers. Biological Psychiatry 1997, 42(8):655-663.
57. Merrin E., Floyd T., Fein G. EEG coherence in unmedicated schizophrenic patients. Biological Psychiatry 1989, 25(1):60-66.
58. Wada Y., et al. Interhemispheric EEG coherence in never-medicated patients with paranoid schizophrenia: analysis at rest and during photic stimulation. Clinical Electroencephalography 1998, 29:170-176.
59. Tauscher J., et al. Low frontal electroencephalographic coherence in neuroleptic-free schizophrenic patients. Biological Psychiatry 1998, 44(6):438-447.
60. Alexander-Bloch A.F., et al. Disrupted modularity and local connectivity of brain functional networks in childhood-onset schizophrenia. Frontiers in Systems Neuroscience 2010, 4:a147.
61. Wen Q., Chklovskii D.B. Segregation of the brain into gray and white matter: a design minimizing conduction delays. PLOS Computational Biology 2005, 1:e78.