Methods to estimate functional and effective brain connectivity from MEG data robust to artifacts of volume conduction

Magnetoencephalography: From Signals to Dynamic Cortical Networks

Volumn 9783642330452, Issue , 2014, Pages 477-501

  Nolte, Guido ^a   Marzetti, Laura ^b  

^a UNIVERSITY MEDICAL CENTER HAMBURG EPPENDORF   (Germany)

^b UNIVERSITY OF CHIETI   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

MIXING; MULTIPLE SIGNAL CLASSIFICATION; SPECTROSCOPY;

BRAIN DYNAMICS; CONFOUNDER; CROSS SPECTRUM; EFFECTIVE BRAIN CONNECTIVITIES; FUNCTIONAL RELATIONSHIP; HIGH TEMPORAL RESOLUTION; IMAGINARY PARTS; SPATIAL RESOLUTION; VOLUME CONDUCTION;

REVIEWS;

EID: 84949177248     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1007/978-3-642-33045-2_21     Document Type: Chapter

References (46)

1. Brookes MJ, Hale JR, Zumer JM, Stevenson CM, Francis ST, Barnes GR, Owen JP, Morris PG, Nagarajan SS. (2011a). Measuring functional connectivity using MEG: methodology and comparison with fcMRI. NeuroImage 56:1082-1104
2. Brookes MJ, Woolrich M, Luckhoo H, Price D, Hale JR, Stephenson MC, Barnes GR, Smith SM, Morris PG. (2011b). Investigating the electrophysiological basis of resting state networks using MEG. Proc Natl Acad Sci USA 108:16783-16788
3. Brookes MJ, Woolrich M, Barnes GR. (2012). Measuring functional connectivity in MEG: a multivariate approach insensitive to linear source leakage. NeuroImage 63:910-920
4. Buckner RL, Vincent JL. (2007). Unrest at rest: default activity and spontaneous network correlations. NeuroImage 37:1091-1096
5. Cole DM, Smith SM, Beckmann CF. (2010). Advances and pitfalls in the analysis and interpretation of resting-state FMRI data. Front Syst Neurosci 4:8
6. Daglish M, Lingford-Hughes A, Nutt D. (2005). Human functional neuroimaging connectivity research in dependence. Rev Neurosci 16(2):151-157
7. Damoiseaux JS, Greicius MD. (2009). Greater than the sum of its parts: a review of studies combining structural connectivity and resting-state functional connectivity. Brain Struct Funct 213(6):525-533
8. Deco G, Corbetta M. (2010). The dynamical balance of the brain at rest. Neuroscientist 17:107-123
9. De Pasquale F, Della Penna S, Snyder AZ, Marzetti L, Pizzella V, Romani GL, Corbetta M. (2012). A cortical core for dynamic integration of functional networks in the resting human brain. Neuron 74:753-764
10. Ewald A, Marzetti L, Zappasodi F, Meinecke FC, Nolte G. (2012). Estimating true brain connectivity from EEG/MEG data invariant to linear and static transformations in sensor space. NeuroImage 60(1):476-488
11. Fox MD, Raichle ME. (2007). Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat Rev Neurosci 8:700-711
12. Fries P. (2009). Neuronal gamma-band synchronization as a fundamental process in cortical computation. Annu Rev Neurosci 32:209-224
13. Gow DW, Segawa JA, Ahlfors SP, Lin FH. (2008). Lexical influences on speech perception: a Granger causality analysis of MEG and EEG source estimates. NeuroImage 43:614-623
14. Gross J, Timmermann L, Kujala J, Dirks M, Schmitz F, Salmelin R, Schnitzler A. (2002). The neural basis of intermittent motor control in humans. Proc Natl Acad Sci USA 99:2299-2302
15. Gross J, Schmitz F, Schnitzler I, Kessler K, Shapiro K, Schnitzler A. (2006). Anticipatory control of long range phase synchronization. Europ J Neurosci 24:2057-2060
16. Hari R, Salmelin R. (2012). Magnetoencephalography: from SQUIDs to neuroscience. NeuroImage 61:386-396
17. Hipp JF, Hawellek DJ, Corbetta M, Siegel M, Engel AK. (2012). Large-scale cortical correlation structure of spontaneous oscillatory activity. Nat Neurosci 15:884-890
18. Ioannides AA, Liu LC, Kwapien J, Drozdz S, Streit M. (2000). Coupling of regional activations in a human brain during an object and face affect recognition task. Hum Brain Mapp 11:77-92
19. Jerbi K, Lachaux JP, N'Diaye K, Pantazis D, Leahy RM, Garnero L, Baillet S. (2007). Coherent neural representation of hand speed in humans revealed by MEG imaging. Proc Natl Acad Sci USA 104:7676-7681
20. Liu Z, Fukunaga M, De Zwart JA, Duyn JH. (2010). Large-scale spontaneous fluctuations and correlations in brain electrical activity observed with magnetoencephalography. NeuroImage 51:102-111
21. Marzetti L, Del Gratta C, Nolte G. (2008). Understanding brain connectivity from EEG data by identifying systems composed of interacting sources. NeuroImage 42:87-98
22. Marzetti L, Della Penna S, Snyder AZ, Pizzella V, Nolte G, De Pasquale F, Romani GL, Corbetta M. (2013). Frequency specific interactions of MEG resting state activity within and across brain networks as revealed by the multivariate interaction measure. NeuroImage 79:172-183
23. Matsuda Y, Yamaguchi K. (2004). Semi-invariant function of Jacobi algorithm in independent component analysis. In: Proceedings of the International Joint Conference on Neural Networks
24. McKeown MJ, Sejnowski TJ. (1998). Independent component analysis of fMRI data: examining the assumptions. Hum Brain Mapp 6:368-372
25. Meinecke F, Ziehe A, Kurths J, Müller KR. (2005). Measuring phase synchronization of superimposed signals. Phys Rev Lett 94:084102
26. Miller KJ, Weaver KE, Ojemann JG. (2009). Direct electrophysiological measurement of human default network areas. Proc Natl Acad Sci USA 106:12174-12177
27. Mosher JC, Baillet S, Leahy RM. (1999). EEG source localization and imaging using multiple signal classification approaches. J Clin Neurophysiol 16(3):225-238
28. Nolte G. (2003). The magnetic lead field theorem in the quasi-static approximation and its use for magnetoencephalography forward calculation in realistic volume conductors. Phys Med Biol 21;48(22):3637-3652
29. Nolte G, Bai U, Weathon L, Mari Z, Vorbach S, Hallet M. (2004). Identifying true brain interaction from EEG data using the imaginary part of coherency. Clin Neurophysiol 115:2294-2307
30. Nolte G, Meinecke FC, Ziehe A, Müller KR. (2006). Identifying interactions in mixed and noisy complex systems. Phys Rev E 73:051913
31. Nolte G, Ziehe A, Nikulin VV, Schlögl A, Krämer N, Brismar T, Müller KR. (2008). Robustly estimating the flow direction of information in complex physical systems. Phys Rev Lett 100:234101
32. Nolte G, Marzetti L, Valdes Sosa P. (2009). Minimum overlap component analysis (MOCA) of EEG/MEG data for more than two sources. J Neurosci Methods 183:72-76
33. Oostenveld R, Fries P, Maris E, Schoffelen JM. (2011). FieldTrip: open source software for advanced analysis of MEG, EEG, and invasive electrophysiological data. Computat Intell Neurosci 2011, Article ID 156869
34. Pascual-Marqui RD, Lehmann D, Koukkou M, Kochi K, Anderer P, Saletu B, Tanaka H, Hirata K, John ER, Prichep L, Biscay-Lirio R, Kinoshita T. (2011). Assessing interactions in the brain with exact low-resolution electromagnetic tomography. Philos Trans A Math Phys Eng Sci 13; 369(1952):3768-3784
35. Pereda E, Quiroga RQ, Bhattacharya J. (2005). Nonlinear multivariate analysis of neurophysiological signals. Prog Neurobiol 77(1-2):1-37
36. Schnitzler A, Gross J. (2005). Normal and pathological oscillatory communication in the brain. Nat Rev Neurosci 6(4):285-296
37. Schoffelen JM, Gross J. (2009). Source connectivity analysis with MEG and EEG. Hum Brain Mapp 30:1857-1865
38. Sekihara K, Owen JP, Trisno S, Nagarajan SS. (2011). Removal of spurious coherence in MEG source-space coherence analysis. IEEE Trans Biomed Eng 58:3121-3129
39. Shahbazi Avarvand F, Ewald A, Nolte G. (2012). Localizing true brain interactions from EEG and MEG data with subspace methods and modified beamformers. Comput Math Methods Med 2012:402341
40. Siegel M, Donner TH, Oostenveld R, Fries P, Engel AK. (2008). Neuronal synchronization along the dorsal visual pathway reflects the focus of spatial attention. Neuron 60(4):709-719
41. Singer W. (1999). Neuronal synchrony: a versatile code for the definition of relations?. Neuron 24:49-65
42. Stam CJ, Nolte G, Daffertshofer A. (2007). Phase lag index: assessment of functional connectivity from multi channel EEG and MEG with diminished bias from common sources. Hum Brain Mapp 28:1178-1193
43. Stinstra JG, Peters MJ. (1998). The volume conductor may act as a temporal filter on the ECG and EEG. Med Biol Eng Comput 36:711-716
44. Varela F, Lachaux J, Rodriguez E, Martinerie J. (2001). The brain web: phase synchronization and large-scale integration. Nat Rev Neurosci 2:229-239
45. Vinck M, Oostenveld R, van Wingerden M, Battaglia F, Pennartz CM. (2011). An improved index of phase-synchronization for electrophysiological data in the presence of volume-conduction, noise and sample-size bias. NeuroImage 55:1548-1565
46. Womelsdorf T, Fries P. (2006). Neuronal coherence during selective attentional processing and sensory-motor integration. J Physiol Paris 100:182-193