WLPVG approach to the analysis of EEG-based functional brain network under manual acupuncture

Cognitive Neurodynamics

Volumn 8, Issue 5, 2014, Pages 417-428

  Pei, Xin ^a   Wang, Jiang ^a   Deng, Bin ^a   Wei, Xile ^a   Yu, Haitao ^a  

^a TIANJIN UNIVERSITY   (China)

Author keywords

Functional brain network; Manual acupuncture; Small world property; Visibility graph

Indexed keywords

EID: 84939871345     PISSN: 18714080     EISSN: 18714099     Source Type: Journal    
DOI: 10.1007/s11571-014-9297-x     Document Type: Article

References (54)

1. 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
2. Adeli H, Ghosh-Dastidar S, Dadmehr N (2007) A wavelet-chaos methodology for analysis of EEGs and EEG subbands to detect seizure and epilepsy. IEEE Trans Biomed Eng 54(2):205–211
3. Ahmadlou M, Adeli H (2011) Visibility graph similarity: a new measure of generalized synchronization in coupled dynamic systems. Phys D 241:326–332. doi:10.1016/j.physd.2011.09.008
4. Ahmadlou M, Adeli H, Adeli A (2010) New diagnostic EEG markers of the Alzheimer’s disease using visibility graph. J Neural Transm 117(9):1099–1109. doi:10.1007/s00702-010-0450-3
5. Albert R, Barabasi AL (2002) Statistical mechanics of complex networks. Rev Mod Phys 74:47–97. doi:10.1103/RevModPhys.74.47
6. Chen AC, Liu FJ, Wang L, Arendt-Nielsen L (2006) Mode and site of acupuncture modulation in the human brain: 3D (124-ch) EEG power spectrum mapping and source imaging. Neuroimage 29:1080–1091
7. Delorme A, Makeig S (2004) EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics. J Neurosci Methods 134:9–21
8. Dijkstra EW (1959) A note on two problems in connexion with graphs. Numer Math 1:269–271
9. Ernst M, Lee MHM (1986) Sympathetic effects of manual and electrical acupuncture of the Tsusanli knee point: comparison with the Hoku hand point sympathetic effects. Exp Neurol 94:1–10
10. Feng Y, Bai L, Ren Y, Wang H, Liu Z, Zhang W, Tian J (2011) Investigation of the large-scale functional brain networks modulated by acupuncture. Magn Reson Imaging 29:958–965
11. Friston KJ (1994) Functional and effective connectivity in neuroimaging: a synthesis. Hum Brain Mapp 2:56–78
12. Gevins A (1998) The future of electroencephalography in assessing neurocognitive functioning. Electroencephalogr Clin Neurophysiol 106(2):165–172
13. Guo-Sheng Yi, Jiang Wang, Bin Deng et al (2013a) Modulation of electroencephalograph activities by manual acupuncture stimulation in healthy subjects: an autoregressive spectral analysis. Chin Phys B 22(2):028703
14. Guo-Sheng Yi, Jiang Wang, Chun-Xiao Han et al (2013b) Modulation of brain functional connectivity with manual acupuncture in healthy subjects: an electroencephalograph case studying. Chin Phys B 22(2):028702
15. Han JS, Wu LZ, Cui CL (1994) Heroin addicts treated with transcutaneous electrical nerve stimulation of identified frequencies. Regul Pept 54:115–116
16. Hong-Rui Bian, Jiang Wang, Chun-Xiao Han et al (2011) Features extraction from EEG signals induced by acupuncture based on the complexity analysis. Acta Phys Sin 60(11):118701
17. Hui KK, Liu J, Makris N, Gollub RL, Chen AJ, Moore CI, Kennedy DN, Rosen BR, Kwong KK (2000) Acupuncture modulates the limbic system and subcortical gray structures of the human brain: evidence from fMRI studies in normal subjects. Hum Brain Mapp 9:13–25. doi:10.1002/(SICI)1097-0193
18. Humphries MD, Gurney K, Prescott TJ (2006) The brainstem reticular formation is a small-world, not scale-free, network. Proc Biol Sci 273:503–511
19. Kim J, Wilhelm T (2008) What is a complex graph? Phys A: Stat Mech Appl 387:2637–2652
20. Lacasa L, Luque B, Ballesteros F, Luque J, Nuno JC (2008) From time series to complex networks: the visibility graph. Proc Natl Acad Sci USA 105(13):4972–4975
21. Lacasa L, Luque B, Luque J, Nuno JC (2009) The visibility graph: a new method for estimating the Hurst exponent of fractional Brownian motion. Europhys Lett 86(3):30001–30004
22. Li L, Jin ZL, Li B (2011) Analysis of a phase synchronized functional network based on the rhythm of brain activities. Chin Phys B 20(3):038701. doi:10.1088/1674-1056/20/3/038701
23. Litscher G, Cho ZH (2000) Computer-controlled acupuncture. Pabst Science Publishers, Lengerich
24. Luce RD, Perry AD (1949) A method of matrix analysis of group structure. Psychometrika 14(1):95–116. doi:10.1007/BF02289146
25. Micheloyannis S, Pachou E, Stam CJ, Breakspear M, Bitsios P, Vourkas M, Erimaki S, Zervakis M (2006) Small-world networks and disturbed functional connectivity in schizophrenia. Schizophr Res 87:60–66. doi:10.1016/j.schres.2006.06.028
26. Pereda E, Quiroga RQ, Bhattacharya J (2005) Nonlinear multivariate analysis of neurophysiological signals. Prog Neurobiol 77:1–37
27. 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
28. Qing-Fang Meng, Wei-Dong Zhou, Yue-Hui Chen et al (2010) The feature extraction of epileptic EEG signals based on nonlinear prediction. Acta Phys Sin 59(1):123–130
29. Quiroga RQ, Kraskov A, Kreuz T, Grassberger P (2002) Performance of different synchronization measures in real data: a case study on electroencephalographic signals. Phys Rev E 65:041903. doi:10.1103/PhysRevE.65.041903
30. Rapp PE (1993) Chaos in the neurosciences: cautionary tales from the frontier. Biologist 40:89–94
31. Rapp PE, Albano AM, Schmah TI, Farwell LA (1993) Filtered noise can mimic low dimensional chaotic attractors. Phys Rev E 47(4):2289–2297
32. Sakai S, Hori E, Umeno K, Kitabayashi N, Ono T, Nishijo H (2007) Specific acupuncture sensation correlates with EEGs and autonomic changes in human subjects. Auton Neurosci 133(2):158–169
33. Smit DJA, Stam CJ, Posthuma D, Boomsma DI, de Geus EJC (2008) Heritability of small-world networks in the brain: a graph theoretical analysis of resting-state EEG functional connectivity. Hum Brain Mapp 29:1368–1378. doi:10.1002/hbm.20468
34. Sporns O, Zwi JD (2004) The small world of the cerebral cortex. Neuroinformatics 2:145–162
35. Stam CJ (2005) Nonlinear dynamical analysis of EEG and MEG: review of an emerging field. Clin Neurophysiol 116(10):2266–2301
36. 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
37. Stam CJ, de Haan W, Daffertshofer A, Jones BF, Manshanden I, van Cappellen van Walsum AM, Montez T, Verbunt JPA, de Munck JC, van Dijk BW, Berendse HW, Scheltens P (2009) Graph theoretical analysis of magnetoencephalographic functional connectivity in Alzheimer’s disease. Brain 32(1):213–224
38. Strogatz SH (2001) Exploring complex networks. Nature 410:268–276. doi:10.1038/35065725
39. Tanaka Y, Koyama Y, Jodo E, Kyama Y, Kawauchi A, Ukimura O, Miki T (2002) Effects of acupuncture to the sacral segment on the bladder activity and electroencephalogram. Psychiatry Clin Neurosci 56:249–250. doi:10.1046/j.1440-1819.2002.00976.x
40. Terry JR, Anderson C, Horne JA (2004) Nonlinear analysis of EEG during NREM sleep reveals changes in functional connectivity due to natural aging. Hum Brain Mapp 23:73–84. doi:10.1002/hbm.20052
41. Ting-Ting Zhou, Ning-De Jin, Zhong-Ke Gao et al (2012) Limited penetrable visibility graph for establishing complex network from time series. Acta Phys Sin 61(3):030506
42. Watts DJ, Strogatz SH (1998) Collective dynamics of ‘small-world’ networks. Nature 393:440–442. doi:10.1038/30918
43. Wu LZ, Cui CL, Tian JB, Ji D, Han JS (1999) Suppression of morphine withdrawal by electroacupuncture in rats: dynorphin and kappaopioid receptor implicated. Brain Res 851:290–296
44. Xiao-Ling Fang, Zong-Lai Jiang (2007) Analysis of functional brain network based on electroencephalogram. Acta Phys Sin 56(12):7330–7338
45. Xi-Liu Luo, Jiang Wang, Chun-Xiao Han et al (2012) Characteristics analysis of acupuncture electroencephalograph based on mutual information Lempel–Ziv complexity. Chin Phys B 21(2):028701
46. Xu X, Zhang J, Small M (2008) Superfamily phenomena and motifs of networks induced from time series. Proc Natl Acad Sci USA 105:19601. doi:10.1073/pnas.0806082105
47. Yang J, Liu WY, Song CY (1989) Effect of acupuncture of zusanli (St.36) on the content of beta-endorphin of the gastrointestinal tract in rats. Zhong Xi Yi Jie He Za Zhi 9(677–678):646
48. Yoshimoto K, Kato B, Sakai K, Shibata M, Yano T, Yasuhara M (2001) Electroacupuncture stimulation suppresses the increase in alcoholdrinking behavior in restricted rats. Alcohol Clin Exp Res 25:63–68
49. Yu Y, Kasahara T, Sato T, Asano K, Yu G, Fang J, Guo S, Sahara M, Hisamitsu T (1998) Role of endogenous interferon-gamma on the enhancement of splenic NK cell activity by electroacupuncture stimulation in mice. J Neuroimmunol 90:176–186
50. Zhang J, Small M (2006) Complex network from pseudoperiodic time series: topology versus dynamics. Phys Rev Lett 96:238701. doi:10.1103/PhysRevLett.96.238701
51. Zhang XH, Yang KN, Li XM, Ma WB (1989) The effects of moxibustion at zusanli point on serum endocrine hormones of rats. Chen Tzu Yen Chiu 14:442–445
52. Zhang J, Luo X, Nakamura T, Sun J, Small M (2007) Detecting temporal and spatial correlations in pseudoperiodic time series. Phys Rev E 75:016218
53. Zhang J, Sun J, Luo X, Zhang K, Nakamura T, Small M (2008) Characterizing topology of pseudoperiodic time series via complex network approach. Phys D 237:2856–2865
54. Zhang Y, Li KS, Ren Y, Cui FY, Xie ZJ, Shin JY, Tan ZJ, Tang LX, Bai LJ, Zou YH (2014) Acupuncture modulates the functional connectivity of the default mode network in stroke patients. Evid Based Complement Alternat Med. 11, Article ID: 765413, 7 p