Phase synchronization analysis of eeg signals: An evaluation based on surrogate tests

IEEE Transactions on Biomedical Engineering

Volumn 59, Issue 8, 2012, Pages 2254-2263

  Sun, Junfeng ^a   Hong, Xiangfei ^a   Tong, Shanbao ^a  

^a SHANGHAI JIAO TONG UNIVERSITY   (China)

Author keywords

Electroencephalography (EEG); entropy; mean phase coherence; phase synchronization (PS); significance test; surrogate

Indexed keywords

EEG SIGNALS; FUNCTIONAL CONNECTIVITY; INSTANTANEOUS FREQUENCY; METHODOLOGICAL PROBLEMS; MULTI-CHANNEL; NEURAL SIGNALS; PHASE COHERENCE; PHASE SPECTRA; PHASE SYNCHRONIZATION; RANK ORDER; SAMPLING RATES; SIGNIFICANCE TEST; SURROGATE; SURROGATE DATA; SURROGATE METHODS; SURROGATE TESTS;

ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; ENTROPY;

SYNCHRONIZATION;

ARTICLE; DATA PROCESSING; ELECTROENCEPHALOGRAM; ELECTROENCEPHALOGRAPHY PHASE SYNCHRONIZATION; ENTROPY; HISTOGRAM; INFORMATION PROCESSING; MATHEMATICAL ANALYSIS; SIGNAL DETECTION;

ELECTROENCEPHALOGRAPHY; ELECTROENCEPHALOGRAPHY PHASE SYNCHRONIZATION; ENTROPY; FEMALE; HUMANS; SIGNAL PROCESSING, COMPUTER-ASSISTED; YOUNG ADULT;

EID: 84864211926     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/TBME.2012.2199490     Document Type: Article

References (55)

1. P. Tass, M. G. Rosenblum, J. Weule, J. Kurths, A. Pikovsky, J. Volkmann, A. Schnitzler, and H.-J. Freund, "Detection of n:m phase locking from noisy data: Application to magnetoencephalography," Phys. Rev. Lett., vol. 81, no. 15, pp. 3291-3294, Oct. 1998. (Pubitemid 128629556)
2. F. Varela, J. P. Lachaux, E. Rodriguez, and J. Martinerie, "The brainweb: Phase synchronization and large-scale integration," Nature Rev. Neurosci., vol. 2, no. 4, pp. 229-239, Apr. 2001. (Pubitemid 33673064)
3. R. T. Canolty, E. Edwards, S. S. Dalal, M. Soltani, S. S. Nagarajan, H. E. Kirsch, M. S. Berger, N. M. Barbaro, and R. T. Knight, "High gamma power is phase-locked to theta oscillations in human neocortex," Science, vol. 313, no. 5793, pp. 1626-1628, Sep. 2006. (Pubitemid 44414034)
4. J. Fell and N. Axmacher, "The role of phase synchronization in memory processes," Nature Rev. Neurosci., vol. 12, no. 2, pp. 105-118, Feb. 2011.
5. B. He, L. Yang, C. Wilke, and H. Yuan, "Electrophysiological imaging of brain activity and connectivity-Challenges and opportunities," IEEE Trans.Biomed.Eng., vol. 58, no. 7, pp. 1918-1931, Jul. 2011.
6. J. M. Hurtado, L. L. Rubchinsky, and K. A. Sigvardt, "Statistical method for detection of phase-locking episodes in neural oscillations," J. Neuro- physiol., vol. 91, pp. 1883-1898, Apr. 2004. (Pubitemid 38339354)
7. M. Ding, S. L. Bressler, W. Yang, and H. Liang, "Short-window spec- tral analysis of cortical event-related potentials by adaptive multivariate autoregressive modeling: Datapreprocessing, model validation, and vari- ability assessment," Biol. Cybern., vol. 83, pp. 35-45, Jul. 2000.
8. L. Astolfi, F. De Vico Fallani, F. Cincotti, D. Mattia, M. Marciani, S. Sali- nari, J. Sweeney, G. Miller, B. He, andF. Babiloni, "Estimation ofeffective and functional cortical connectivity from neuroelectric and hemodynamic recordings," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 17, no. 3, pp. 224-233, Jun. 2009.
9. R. Q. Quiroga, A. Kraskov, T. Kreuz, and P. Grassberger, "Performance of different synchronization measures in real data: A case study on elec- troencephalographic signals," Phys. Rev. E, vol. 65, no. 4, p. 041903, Mar. 2002.
10. T. Kreuz, F. Mormann, R. G. Andrzejak, A. Kraskov, K. Lehnertz, and P. Grassberger, "Measuring synchronization in coupled model systems: A comparison of different approaches," Physica D, vol. 225, no. 1, pp. 29- 42, Jan. 2007. (Pubitemid 44854230)
11. A. Pikovsky, M. Rosenblum, and J. Kurths, Synchronization: A Universal Concept in Nonlinear Sciences. Cambridge, U.K.: Cambridge Univ. Press, 2001.
12. M. G. Rosenblum, A. S. Pikovsky, and J. Kurths, "Phase synchronization of chaotic oscillators," Phys. Rev. Lett., vol. 76, no. 11, pp. 1804-1807, Mar. 1996. (Pubitemid 126638871)
13. D. J. DeShazer, R. Breban, E. Ott, and R. Roy, "Detecting phase syn- chronization in a chaotic laser array," Phys. Rev. Lett., vol. 87, no. 4, 044101, Jul. 2001.
14. A. E. Hramov and A. A. Koronovskii, "An approach to chaotic synchro- nization," Chaos, vol. 14, no. 3, 603, Sep. 2004.
15. J. Sun and M. Small, "Unified framework for detecting phase synchro- nization in coupled time series," Phys. Rev. E, vol. 80, no. 4, 046219, Oct. 2009.
16. D. Hoyer, M. Frasch, M. Eiselt, O. Hoyer, and U. Zwiener, "Validating phase relations between cardiac and breathing cycles during sleep," IEEE Eng. Med. Biol. Mag., vol. 20, no. 2, pp. 101-106, Mar./Apr. 2001.
17. W. Wu, J. Sun, Z. Jin, X. Guo, Y. Qiu, Y. Zhu, and S. Tong, "Impaired neuronal synchrony after focal ischemic stroke in elderly patients," Clin. Neurophysiol., vol. 122, no. 1, pp. 21-26, Jan. 2011.
18. M. Chavez, M. Le Van Quyen, V Navarro, M. Baulac, and J. Martinerie, "Spatio-temporal dynamics prior to neocortical seizures: Amplitude ver- sus phase couplings," IEEE Trans. Biomed. Eng., vol. 50, no. 5, pp. 571- 583, May 2003.
19. Q. Yang, D. Jiang, J. Sun, and S. Tong, "Cortical synchrony change under mental stress due to time pressure," in Proc. 3rdInt. Conf. Biomed. Eng. Informat., Oct. 2010, vol. 5, pp. 2004-2007.
20. E. Gysels and P. Celka, "Phase synchronization for the recognition of mental tasks in a brain-computer interface," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 12, no. 4, pp. 406-415, Dec. 2004. (Pubitemid 39620265)
21. C. Brunner, R. Scherer, B. Graimann, G. Supp, and G. Pfurtscheller, "Online control of a brain-computer interface using phase synchronization," IEEE Trans. Biomed. Eng., vol. 53, no. 12, pp. 2501-2506, Dec. 2006. (Pubitemid 46019537)
22. C. Hammond, H. Bergman, and P. Brown, "Pathological synchronization in parkinson's disease: Networks, models and treatments," Trends Neurosci., vol. 30, no. 7, pp. 357-364, Jul. 2007. (Pubitemid 46994777)
23. C. Park, R. M. Worth, and L. L. Rubchinsky, "Fine temporal structure of beta oscillations synchronization in subthalamic nucleus in parkinson's disease," J. Neurophysiol., vol. 103, no. 5, pp. 2707-2716, May 2010.
24. C. J. Stam, W. de Haan, A. Daffertshofer, B. F. Jones, I. Manshanden, A. M. van Cappellen van Walsum, T. Montez, J. P. A. Verbunt, J. C. de Munck, B. W. van Dijk, H. W. Berendse, and P. Scheltens, "Graph the- oretical analysis of magnetoencephalographic functional connectivity in alzheimer's disease," Brain, vol. 132, no. 1, pp. 213-224, Jan. 2009.
25. S. Schiff, "Dangerous phase," Neuroinformat., vol. 3, pp. 315-317, Dec. 2005. (Pubitemid 41640743)
26. S. Hu, M. Stead, Q. Dai, and G. Worrell, "On the recording reference contribution to EEG correlation, phase synchorony, and coherence," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 40, no. 5, pp. 1294-1304, Oct. 2010.
27. P. L. Nunez, R. Srinivasan, A. F. Westdorp, R. S. Wijesinghe, D. M. Tucker, R. B. Silberstein, and P. J. Cadusch, "EEG coherency: I: Statistics, ref- erence electrode, volume conduction, laplacians, cortical imaging, and interpretation at multiple scales," Electroenceph. Clin. Neurophysiol., vol. 103, no. 5, pp. 499-515, Nov. 1997. (Pubitemid 27505343)
28. M. Winterhalder, B. Schelter, J. Kurths, A. Schulze-Bonhage, and J. Timmer, "Sensitivity and specificity of coherence and phase synchronization analysis," Phys. Lett. A, vol. 356, pp. 26-34, Jul. 2006. (Pubitemid 43913009)
29. L. Xu, Z. Chen, K. Hu, H. E. Stanley, and P. C. Ivanov, "Spurious detection of phase synchronization in coupled nonlinear oscillators," Phys. Rev. E, vol. 73, no. 6, 065201, Jan. 2006.
30. D. J. Watts and S. H. Strogatz, "Collective dynamics of 'small-world' networks," Nature, vol. 393, no. 6684, pp. 440-442, 1998. (Pubitemid 28292183)
31. E. T. Bullmore and D. S. Bassett, "Brain graphs: Graphical models of the human brain connectome," Annu. Rev. Clin. Psycho., vol. 7, pp. 113-140, Apr. 2011.
32. I. S. Nadal, J. M. Buldú, I. Leyva, R. Bajo, J. A. Almendral, and F. del Pozo, "Integration versus segregation in functional brain networks," IEEE Trans. Biomed. Eng., vol. 58, no. 10, pp. 3004-3007, Oct. 2011.
33. M. Palus and D. Hoyer, "Detecting nonlinearity and phase synchronization withsurrogatedata," IEEEEng.Med.Biol.Mag.,vol.17,no.6,pp. 40-45, Nov./Dec 1998. (Pubitemid 28523662)
34. D. Van De Ville, J. Britz, and C. M. Michel, "EEG microstate sequences in healthy humans at rest reveal scale-free dynamics," Proc. Natl. Acad. Sci. USA, vol. 107, no. 42, pp. 18179-18184, Oct. 2010.
35. P. J. Uhlhaas, D. E. J. Linden, W. Singer, C. Haenschel, M. Lindner, K. Maurer, and E. Rodriguez, "Dysfunctional long-range coordination of neural activity during gestalt perception in schizophrenia," J. Neurosci., vol. 26, no. 31, pp. 8168-8175, Aug. 2006. (Pubitemid 44315141)
36. F. Mormanna, K. Lehnertza, P. Davidb, and C. E. Elgera, "Mean phase coherence as a measure for phase synchronization and its application to the EEG of epilepsy patients," Physica D, vol. 144, no. 3/4, pp. 358-369, Oct. 2000.
37. D. Hoyer, O. Hoyer, and U. Zwiener, "A new approach touncover dynamic phase coordination and synchronization," IEEE Trans. Biomed. Eng., vol. 47, no. 1, pp. 68-74, Jan. 2000. (Pubitemid 30044002)
38. M. WackerandH. Witte, "Onthestability ofthen:m phase synchronization index," IEEE Trans. Biomed. Eng., vol. 58, no. 2, pp. 332-338, Feb. 2011.
39. B. Schelter, M. Winterhalder, J. Timmer, and M. Peifer, "Testing forphase synchronization," Phys. Lett. A, vol. 366, nos. 4/5, pp. 382-390, Jul. 2007.
40. S. R. Jammalamadaka and A. SenGupta, Topics in Circular Statistics. Singapore: World Scientific, 2001.
41. M. Palus, "Detecting phase synchronization in noisy systems," Phys. Lett. A, vol. 235, no. 10, pp. 341-351, Nov. 1997. (Pubitemid 127397914)
42. C. Allefeld and J. Kurths, "Testing for phase synchronization," Int. J. Bifurcat. Chaos, vol. 10, no. 2, pp. 405-416, Feb. 2004. (Pubitemid 40242199)
43. T.SchreiberandA. Schmitz, "Surrogatetimeseries," PhysicaD,vol.142, nos. 3/4, pp. 346-382, Aug. 2000.
44. J. Theiler, S.Eubank, A. Longtin, B. Galdrikian, and J. D. Farmer, "Testing for nonlinearity in time series: The method of surrogate data," Physica D, vol. 58, nos. 1-4, pp. 77-94, Sep. 1992.
45. A. Delorme and S. Makeig, "EEGLAB: An open source toolbox for analysis of single-trial EEG dynamics including independent component analysis," J. Neurosci. Methods, vol. 134, no. 1, pp. 9-21, Mar. 2004. (Pubitemid 38224183)
46. J. Sun, X. Hong, and S. Tong, "A comparison of surrogate tests for phase synchronization analysis of neural signals," in Proc. Asia-Pacific Signal Inf. Process. Assoc. Annu. Summit Conf., Oct. 2011, 203.
47. V. M. Eguíluz, D. R. Chialvo, G. A. Cecchi, M. Baliki, and A. V. Apkarian, Scale-free brain functional networks, Phys. Rev. Lett., vol. 94, 018102, Jan. 2005.
48. V. M. Egúluz, D. R. Chialvo, G. A. Cecchi, M. Baliki, and A. V. Apkarian, Scale-free brain functional networks, Phys. Rev. Lett., vol. 94, 018102, Jan. 2005. [48] E. Bullmore and O. Sporns, Complex brain networks: Graph theoretical analysis of structural and functional systems
49. E. Bullmore and O. Sporns, Complex brain networks: graph theoretical analysis of structural and functional systems, Nature Rev. Neurosci., vol. 10,
50. V. M. Egúluz, D. R. Chialvo, G. A. Cecchi, M. Baliki, and A. V. Apkarian, Scale-free brain functional networks, Phys. Rev. Lett., vol. 94, 018102, Jan. 2005.
51. E. Bullmore and O. Sporns, Complex brain networks: graph theoretical analysis of structural and functional systems, Nature Rev. Neurosci., vol. 10, no. 3, pp. 186-198, Mar. 2009.
52. F. De Vico Fallani, L. Astolfi, F. Cincotti, D. Mattia, M. Marciani, A. Tocci, S. Salinari, H. Witte, W. Hesse, S. Gao, A. Colosimo, and F. Babiloni, "Cortical network dynamics during foot movements," Neuroinformat., vol. 6, pp. 23-34, Mar. 2008.
53. D. S. Bassett, E. Bullmore, B. A. Verchinski, V S. Mattay, D. R. Wein- berger, and A. Meyer-Lindenberg, "Hierarchical organization of human cortical networks in health and schizophrenia," J. Neurosci., vol. 28, no. 37, pp. 9239-9248, Sep. 2008.
54. Y. Liu, M. Liang, Y. Zhou, Y. He, Y. Hao, M. Song, C. Yu, H. Liu, Z. Liu, and T. Jiang, "Disrupted small-world networks in schizophrenia," Brain, vol. 131, no. 4, pp. 945-961, Apr. 2008. (Pubitemid 351499423)
55. K. Wu, Y Taki, K. Sato, S. Kinomura, R. Goto, K. Okada, R. Kawashima, Y He, A. C. Evans, and H. Fukuda, "Age-related changes in topological organization of structural brain networks in healthy individuals," Hum. BrainMapping, vol. 33, no. 3, pp. 552-568, Mar. 2012.