Dynamic causal modeling of evoked responses in EEG and MEG

NeuroImage

Volumn 30, Issue 4, 2006, Pages 1255-1272

  David, Olivier ^a   Kiebel, Stefan J ^a   Harrison, Lee M ^a   Mattout, Jérémie ^a   Kilner, James M ^a   Friston, Karl J ^a  

^a UNIVERSITY COLLEGE LONDON   (United Kingdom)

Author keywords

Bayesian inference; Causal modeling; Electroencephalography; Magnetoencephalography; Neural networks; Nonlinear dynamics

Indexed keywords

ARTICLE; ARTIFICIAL NEURAL NETWORK; AUDITORY STIMULATION; BAYES THEOREM; BRAIN CORTEX; BRAIN REGION; CELL SUBPOPULATION; CONCEPTUAL FRAMEWORK; CYTOARCHITECTURE; DEPTH PERCEPTION; ELECTROENCEPHALOGRAPHY; ELECTROMAGNETIC FIELD; EMPIRICISM; EVENT RELATED POTENTIAL; FACE; IMAGE RECONSTRUCTION; LEARNING; MAGNETOENCEPHALOGRAPHY; MEDICAL INFORMATION; MISMATCH NEGATIVITY; MOLECULAR DYNAMICS; MOLECULAR MECHANICS; MOTIVATION; NEUROBIOLOGY; PREDICTION; PRIORITY JOURNAL; QUANTITATIVE ANALYSIS; RECORDING; SIMULATION; SPATIAL ORIENTATION; VISUAL SYSTEM;

AUDITORY PATHWAYS; BAYES THEOREM; BRAIN MAPPING; CEREBRAL CORTEX; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; HUMANS; MAGNETOENCEPHALOGRAPHY; NERVE NET; NEURAL NETWORKS (COMPUTER); NEURONS; NONLINEAR DYNAMICS; PATTERN RECOGNITION, VISUAL; PITCH PERCEPTION; SYNAPTIC TRANSMISSION; VISUAL PATHWAYS;

EID: 33646145937     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2005.10.045     Document Type: Article

References (50)

1. Aguirre G.K., Zarahn E., and D'Esposito M. An area within human ventral cortex sensitive to "building" stimuli: evidence and implications. Neuron 21 (1998) 373-383
2. Allison T., Puce A., Spencer D.D., and McCarthy G. Electrophysiological studies of human face perception: I. Potentials generated in occipitotemporal cortex by face and non-face stimuli. Cereb. Cortex 9 (1999) 415-430
3. Brovelli A., Ding M., Ledberg A., Chen Y., Nakamura R., and Bressler S.L. Beta oscillations in a large-scale sensorimotor cortical network: directional influences revealed by Granger causality. Proc. Natl. Acad. Sci. U. S. A. 101 (2004) 9849-9854
4. Buchel C., and Friston K.J. Modulation of connectivity in visual pathways by attention: cortical interactions evaluated with structural equation modelling and fMRI. Cereb. Cortex 7 (1997) 768-778
5. Crick F., and Koch C. Constraints on cortical and thalamic projections: the no-strong-loops hypothesis. Nature 391 (1998) 245-250
6. Dau T. The importance of cochlear processing for the formation of auditory brainstem and frequency following responses. J. Acoust. Soc. Am. 113 (2003) 936-950
7. David O., and Friston K.J. A neural mass model for MEG/EEG: coupling and neuronal dynamics. NeuroImage 20 (2003) 1743-1755
8. David O., Garnero L., Cosmelli D., and Varela F.J. Estimation of neural dynamics from MEG/EEG cortical current density maps: application to the reconstruction of large-scale cortical synchrony. IEEE Trans. Biomed. Eng. 49 (2002) 975-987
9. David O., Harrison L., and Friston K.J. Modelling event-related responses in the brain. NeuroImage 25 (2005) 756-770
10. Debener S., Kranczioch C., Herrmann C.S., and Engel A.K. Auditory novelty oddball allows reliable distinction of top-down and bottom-up processes of attention. Int. J. Psychophysiol. 46 (2002) 77-84
11. Engel A.K., Fries P., and Singer W. Dynamic predictions: oscillations and synchrony in top-down processing. Nat. Rev., Neurosci. 2 (2001) 704-716
12. Epstein R., and Kanwisher N. A cortical representation of the local visual environment. Nature 392 (1998) 598-601
13. Felleman D.J., and Van Essen D.C. Distributed hierarchical processing in the primate cerebral cortex. Cereb. Cortex 1 (1991) 1-47
14. Friston K.J. Bayesian estimation of dynamical systems: an application to fMRI. NeuroImage 16 (2002) 513-530
15. Friston K. Learning and inference in the brain. Neural Netw. 16 (2003) 1325-1352
16. Friston K.J., Harrison L., and Penny W. Dynamic causal modelling. NeuroImage 19 (2003) 1273-1302
17. Garrido, M.I., Kilner, J.M., Kiebel, S.J., David, O., Stephan, K.E., Friston, K.J., in preparation. Dynamic Causal Modelling of the Mismatch Negativity.
18. Grave d.-M., and Gonzalez-Andino S.L. A critical analysis of linear inverse solutions to the neuroelectromagnetic inverse problem. IEEE Trans. Biomed. Eng. 45 (1998) 440-448
19. Harrison L., Penny W.D., and Friston K. Multivariate autoregressive modeling of fMRI time series. NeuroImage 19 (2003) 1477-1491
20. Haxby J.V., Gobbini M.I., Furey M.L., Ishai A., Schouten J.L., and Pietrini P. Distributed and overlapping representations of faces and objects in ventral temporal cortex. Science 293 (2001) 2425-2430
21. Haxby J.V., Hoffman E.A., and Gobbini M.I. Human neural systems for face recognition and social communication. Biol. Psychiatry 51 (2002) 59-67
22. Ishai A., Ungerleider L.G., Martin A., Schouten J.L., and Haxby J.V. Distributed representation of objects in the human ventral visual pathway. Proc. Natl. Acad. Sci. U. S. A. 96 (1999) 9379-9384
23. Jansen B.H., and Rit V.G. Electroencephalogram and visual evoked potential generation in a mathematical model of coupled cortical columns. Biol. Cybern. 73 (1995) 357-366
24. Jirsa V. Information processing in brain and behavior displayed in large-scale scalp topographies such as EEG and MEG. Int. J. Bifurc. Chaos 14 (2004) 679-692
25. Kaas J.H., and Hackett T.A. Subdivisions of auditory cortex and processing streams in primates. Proc. Natl. Acad. Sci. U. S. A. 97 (2000) 11793-11799
26. Kiebel, S. J., David, O., Friston, K.J., submitted for publication. Dynamic causal modeling of evoked responses in EEG/MEG with lead-field parameterization. NeuroImage.
27. Kloeden P.E., and Platen E. Numerical Solution of Stochastic Differential Equations (1999), Springer-Verlag, Berlin
28. Liley D.T., Cadusch P.J., and Dafilis M.P. A spatially continuous mean field theory of electrocortical activity. Network 13 (2002) 67-113
29. Linden D.E., Prvulovic D., Formisano E., Vollinger M., Zanella F.E., Goebel R., and Dierks T. The functional neuroanatomy of target detection: an fMRI study of visual and auditory oddball tasks. Cereb. Cortex 9 (1999) 815-823
30. Lopes da Silva F.H., Hoeks A., Smits H., and Zetterberg L.H. Model of brain rhythmic activity. The alpha-rhythm of the thalamus. Kybernetik 15 (1974) 27-37
31. Mangin J.-F., Frouin V., Bloch I., Regis J., and Lopez-Krahe J. From 3 D magnetic resonance images to structural representations of the cortex topography using topology preserving deformations. J. Math. Imaging Vis. (2005) 297-318
32. Mcintosh A.R., and Gonzalez-Lima F. Network interactions among limbic cortices, basal forebrain, and cerebellum differentiate a tone conditioned as a Pavlovian excitor or inhibitor: fluorodeoxyglucose mapping and covariance structural modeling. J. Neurophysiol. 72 (1994) 1717-1733
33. Melcher J.R., and Kiang N.Y. Generators of the brainstem auditory evoked potential in cat: III. Identified cell populations. Hear. Res. 93 (1996) 52-71
34. Mosher J.C., Leahy R.M., and Lewis P.S. EEG and MEG: forward solutions for inverse methods. IEEE Trans. Biomed. Eng. 46 (1999) 245-259
35. Penny W.D., Stephan K.E., Mechelli A., and Friston K.J. Comparing dynamic causal models. NeuroImage 22 (2004) 1157-1172
36. Press W.H., Teukolsky S.A., Vetterling W.T., and Flannery B.P. Numerical Recipes in C (1992), Cambridge Univ. Press, Cambridge MA, USA
37. Rennie C.J., Robinson P.A., and Wright J.J. Unified neurophysical model of EEG spectra and evoked potentials. Biol. Cybern. 86 (2002) 457-471
38. Riera J.J., Watanabe J., Kazuki I., Naoki M., Aubert E., Ozaki T., and Kawashima R. A state-space model of the hemodynamic approach: nonlinear filtering of BOLD signals. NeuroImage 21 (2004) 547-567
39. Robinson P.A., Rennie C.J., Wright J.J., Bahramali H., Gordon E., and Rowe D.L. Prediction of electroencephalographic spectra from neurophysiology. Phys. Rev., E Stat. Nonlinear Soft Matter Phys. 63 (2001) 021903
40. Robinson P.A., Rennie C.J., Rowe D.L., and O'Connor S.C. Estimation of multiscale neurophysiologic parameters by electroencephalographic means. Hum. Brain Mapp. 23 (2004) 53-72
41. Roebroeck A., Formisano E., and Goebel R. Mapping directed influence over the brain using Granger causality and fMRI. NeuroImage 25 (2005) 230-242
42. Romanski L.M., Tian B., Fritz J., Mishkin M., Goldman-Rakic P.S., and Rauschecker J.P. Dual streams of auditory afferents target multiple domains in the primate prefrontal cortex. Nat. Neurosci. 2 (1999) 1131-1136
43. Rosenblum M.G., Pikovsky A.S., Kurths J., Osipov G.V., Kiss I.Z., and Hudson J.L. Locking-based frequency measurement and synchronization of chaotic oscillators with complex dynamics. Phys. Rev. Lett. 89 (2002) 264102
44. Schnitzler A., and Gross J. Normal and pathological oscillatory communication in the brain. Nat. Rev., Neurosci. 6 (2005) 285-296
45. Smith P.H., and Populin L.C. Fundamental differences between the thalamocortical recipient layers of the cat auditory and visual cortices. J. Comp. Neurol. 436 (2001) 508-519
46. Stam C.J., Pijn J.P., Suffczynski P., and Lopes da Silva F.H. Dynamics of the human alpha rhythm: evidence for non-linearity?. Clin. Neurophysiol. 110 (1999) 1801-1813
47. Tass P.A. Transmission of stimulus-locked responses in two oscillators with bistable coupling. Biol. Cybern. 91 (2004) 203-211
48. Ulanovsky N., Las L., and Nelken I. Processing of low-probability sounds by cortical neurons. Nat. Neurosci. 6 (2003) 391-398
49. Vuilleumier P., Armony J.L., Driver J., and Dolan R.J. Effects of attention and emotion on face processing in the human brain: an event-related fMRI study. Neuron 30 (2001) 829-841
50. Wendling F., Bartolomei F., Bellanger J.J., and Chauvel P. Epileptic fast activity can be explained by a model of impaired GABAergic dendritic inhibition. Eur. J. Neurosci. 15 (2002) 1499-1508