Incorporating fMRI functional networks in EEG source imaging: A bayesian model comparison approach

Brain Topography

Volumn 25, Issue 1, 2012, Pages 27-38

  Lei, Xu ^a   Hu, Jiehui ^a   Yao, Dezhong ^a  

^a UNIVERSITY OF ELECTRONIC SCIENCE AND TECHNOLOGY OF CHINA   (China)

Author keywords

EEG; EEG source imaging; FMRI; Parametric Empirical Bayesian

Indexed keywords

ACCURACY; ARTICLE; BAYES THEOREM; CONTROLLED STUDY; DATA SYNTHESIS; ELECTROENCEPHALOGRAM; FUNCTIONAL MAGNETIC RESONANCE IMAGING; IMAGE RECONSTRUCTION; MAGNITUDE ESTIMATION METHOD; NERVE CELL NETWORK; NEUROIMAGING; PRIORITY JOURNAL; TOPOGRAPHY;

BAYES THEOREM; BRAIN; BRAIN MAPPING; COMPUTER SIMULATION; ELECTROENCEPHALOGRAPHY; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MODELS, NEUROLOGICAL; OXYGEN;

EID: 84862763725     PISSN: 08960267     EISSN: 15736792     Source Type: Journal    
DOI: 10.1007/s10548-011-0187-9     Document Type: Article

References (41)

1. Ahlfors SP, Simpson GV, Dale AM et al (1999) Spatiotemporal activity of a cortical network for processing visual motion revealed by MEG and fMRI. J Neurophysiol 82 (5):2545-2555
2. Aubert A, Costalat R (2002) A model of the coupling between brain electrical activity, metabolism, and hemodynamics: application to the interpretation of functional neuroimaging. Neuroimage 17 (3):1162-1181 (Pubitemid 35333838)
3. Britz J, Van De Ville D, Michel CM (2010) BOLD correlates of EEG topography reveal rapid resting-state network dynamics. Neuroimage 52 (4):1162-1170
4. Calhoun VD, Adali T, McGinty VB, Pekar JJ, Watson TD, Pearlson GD (2001a) fMRI activation in a visual-perception task: network of areas detected using the general linear model and independent components analysis. Neuroimage 14 (5):1080-1088 (Pubitemid 33049849)
5. Calhoun VD, Adali T, Pearlson GD, Pekar JJ (2001b) A method for making group inferences from functional MRI data using independent component analysis. Hum Brain Mapp 14 (3): 140-151 (Pubitemid 33032347)
6. Calhoun VD, Liu J, Adali T (2009) A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data. Neuroimage 45 (1 Suppl):S163-S172
7. Chen H, Yao D, Zhuo Y, Chen L (2003) Analysis of fMRI data by blind separation of data in a tiny spatial domain into independent temporal component. Brain Topogr 15 (4):223-232 (Pubitemid 36807728)
8. D'Argembeau A, Collette F, Van der Linden M, Laureys S, Del Fiore G, Degueldre C, Luxen A, Salmon E (2005) Self-referential reflective activity and its relationship with rest: a PET study. Neuroimage 25 (2):616-624 (Pubitemid 40387344)
9. Daunizeau J, Grova C, Marrelec G, Mattout J, Jbabdi S, Pelegrini- Issac M, Lina JM, Benali H (2007) Symmetrical event-related EEG/fMRI information fusion in a variational Bayesian framework. Neuroimage 36 (1):69-87 (Pubitemid 46629141)
10. Debener S, Ullsperger M, Siegel M, Engel AK (2006) Single-trial EEG-fMRI reveals the dynamics of cognitive function. Trends Cogn Sci 10 (12):558-563 (Pubitemid 44820973)
11. Friston K, Mattout J, Trujillo-Barreto N, Ashburner J, Penny w (2007) Variational free energy and the Laplace approximation. Neuroimage 34 (1):220-234 (Pubitemid 44765243)
12. Friston K, Harrison L, Daunizeau J, Kiebel S, Phillips C, Trujillo- Barreto N, Henson R, Flandin G, Mattout J (2008) Multiple sparse priors for the M/EEG inverse problem. Neuroimage 39 (3):1104-1120
13. Grova C, Makni S, Flandin G, Ciuciu P, Gotman J, Poline JB (2006) Anatomically informed interpolation of fMRI data on the cortical surface. Neuroimage 31 (4):1475-1486 (Pubitemid 43949233)
14. Hampson M, Olson IR, Leung HC, Skudlarski P, Gore JC (2004) Changes in functional connectivity of human MT/V5 with visual motion input. Neuroreport 15 (8):1315-1319 (Pubitemid 38757272)
15. Haralick R, Shapiro L (1992) Computer and robot vision, vol I. Addison-Wesley Longman Publishing Co., Boston, pp 28-48
16. Harrison LM, Penny W, Ashburner J, Trujillo-Barreto N, Friston KJ (2007) Diffusion-based spatial priors for imaging. Neuroimage38 (4):677-695 (Pubitemid 47633980)
17. Heeger DJ, Huk AC, Geisler WS, Albrecht DG (2000) Spikes versus BOLD: what does neuroimaging tell us about neuronal activity? Nat Neurosci 3 (7):631-633 (Pubitemid 30437190)
18. Helmholtz H (1853) Ueber einige Gesetze der Vertheilung elektrischer Ströme in körperlichen Leitern mit Anwendung auf die thierischelektrischen Versuche. Ann Phys Chem 165 (6):211-233
19. Henson RN, Goshen-Gottstein Y, Ganel T, Otten LJ, Quayle A, Rugg MD (2003) Electrophysiological and haemodynamic correlates of face perception, recognition and priming. Cereb Cortex 13 (7):793-805 (Pubitemid 36758966)
20. Henson RN, Flandin G, Friston KJ, Mattout J (2010) A parametric empirical bayesian framework for fMRI-constrained MEG/EEG source reconstruction. Hum Brain Mapp 31 (10):1512-1531
21. Hu D, Yan L, Liu Y, Zhou Z, Friston KJ, Tan C, Wu D (2005) Unified SPM-ICA for fMRI analysis. Neuroimage 25 (3):746-755 (Pubitemid 40461714)
22. Jacobs J, Hawco C, Kobayashi E, Boor R, LeVan P, Stephani U, Siniatchkin M, Gotman J (2008) Variability of the hemodynamic response as a function of age and frequency of epileptic discharge in children with epilepsy. Neuroimage 40 (2):601-614
23. Lei X, Xu P, Chen A, Yao D (2009) Gaussian source model based iterative algorithm for EEG source imaging. Comput Biol Med 39 (11):978-988
24. Lei X, Qiu C, Xu P, Yao D (2010) A parallel framework for simultaneous EEG/fMRI analysis: Methodology and simulation. Neuroimage 52 (3):1123-1134
25. Lei X, Xu P, Luo C, Zhao J, Zhou D, Yao D (2011) fMRI functional networks for EEG source imaging. Hum Brain Mapp. doi: 10.1002/hbm.21098
26. Li YO, Adali T, Calhoun VD (2007) Estimating the number of independent components for functional magnetic resonance imaging data. Hum Brain Mapp 28 (11):1251-1266 (Pubitemid 350077488)
27. Liu AK, Belliveau JW, Dale AM (1998) Spatiotemporal imaging of human brain activity using functional MRI constrained agnetoencephalography data: Monte Carlo simulations. Proc Natl Acad Sci USA 95 (15):8945-8950 (Pubitemid 28350594)
28. Logothetis NK (2008) What we can do and what we cannot do with fMRI. Nature 453 (7197):869-878 (Pubitemid 351832564)
29. Mattout J, Phillips C, Penny WD, Rugg MD, Friston KJ (2006) MEG source localization under multiple constraints: an extended Bayesian framework. Neuroimage 30 (3):753-767
30. Mattout J, Henson RN, Friston KJ (2007) Canonical source reconstruction for MEG. Comput Intell Neurosci:Article 67613
31. McKeown MJ, Makeig S, Brown GG, Jung TP, Kindermann SS, Bell AJ, Sejnowski TJ (1998) Analysis of fMRI data by blind separation into independent spatial components. Hum Brain Mapp 6 (3):160-188 (Pubitemid 28247339)
32. Michel CM, Murray MM, Lantz G, Gonzalez S, Spinelli L, Grave de Peralta R (2004) EEG source imaging. Clin Neurophysiol 115 (10):2195-2222 (Pubitemid 39200787)
33. Nunez PL, Silberstein RB (2000) On the relationship of synaptic activity to macroscopic measurements: does co-registration of EEG with fMRI make sense? Brain Topogr 13 (2):79-96 (Pubitemid 32046366)
34. Operto G, Bulot R, Anton JL, Coulon O (2008) Projection of fMRI data onto the cortical surface using anatomically-informed convolution kernels. Neuroimage 39 (1):127-135 (Pubitemid 350102216)
35. Phillips C, Rugg MD, Fristont KJ (2002) Systematic regularization of linear inverse solutions of the EEG source localization problem. Neuroimage 17 (1):287-301
36. Phillips C, Mattout J, Rugg MD, Maquet P, Friston KJ (2005) An empirical Bayesian solution to the source reconstruction problem in EEG. Neuroimage 24 (4):997-1011 (Pubitemid 40164502)
37. Raichle ME, MacLeod AM, Snyder AZ, Powers WJ, Gusnard DA, Shulman GL (2001) A default mode of brain function. Proc Natl Acad Sci USA 98 (2):676-682 (Pubitemid 32105102)
38. Shmuel A, Augath M, Oeltermann A, Logothetis NK (2006) Negative functional MRI response correlates with decreases in neuronal activity in monkey visual area V1. Nat Neurosci 9 (4):569-577
39. Trujillo-Barreto N, Martinez-Montes E, Melie-Garcia L, Valdes-Sosa P (2001) A symmetrical Bayesian model for fMRI and EEG/ MEG neuroimage fusion. Int J Bioelectromagn 3 (1):1
40. Wipf D, Nagarajan S (2009) A unified Bayesian framework for MEG/ EEG source imaging. Neuroimage 44 (3):947-966
41. Yao D (2001) A method to standardize a reference of scalp EEG recordings to a point at infinity. Physiol Meas 22 (4):693-711 (Pubitemid 33104656)