Unmixing concurrent EEG-fMRI with parallel independent component analysis

International Journal of Psychophysiology

Volumn 67, Issue 3, 2008, Pages 222-234

  Eichele, Tom ^a   Calhoun, Vince D ^b,c,d   Moosmann, Matthias ^a   Specht, Karsten ^a   Jongsma, Marijtje L A ^e   Quiroga, Rodrigo Quian ^f   Nordby, Helge ^a   Hugdahl, Kenneth ^a,g  

^a UNIVERSITY OF BERGEN   (Norway)

^b MIND RESEARCH NETWORK   (United States)

^c University of New Mexico   (United States)

^d YALE UNIVERSITY SCHOOL OF MEDICINE   (United States)

^e RADBOUD UNIVERSITY NIJMEGEN   (Netherlands)

^f UNIVERSITY OF LEICESTER   (United Kingdom)

^g HAUKELAND UNIVERSITY HOSPITAL   (Norway)

Author keywords

Auditory; Change detection; EEG fMRI; ERP; ICA

Indexed keywords

ADULT; ARTICLE; BRAIN DEPTH STIMULATION; CONTROLLED STUDY; ELECTROENCEPHALOGRAPHY; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HEMODYNAMICS; HUMAN; INDEPENDENT COMPONENT ANALYSIS; MALE; NERVE CELL; NORMAL HUMAN; STIMULUS;

ADULT; ARTIFACTS; BRAIN MAPPING; CEREBRAL CORTEX; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY OF RESULTS; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 39449114503     PISSN: 01678760     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijpsycho.2007.04.010     Document Type: Article

References (70)

1. Baldeweg T. Repetition effects to sounds: evidence for predictive coding in the auditory system. Trends Cogn. Sci. 10 3 (2006) 93-94
2. Baudena P., Halgren E., Heit G., and Clarke J.M. Intracerebral potentials to rare target and distractor auditory and visual stimuli. III. Frontal cortex. Electroencephalogr. Clin. Neurophysiol. 94 4 (1995) 251-264
3. Bell A.J., and Sejnowski T.J. An information-maximization approach to blind separation and blind deconvolution. Neural Comput. 7 6 (1995) 1129-1159
4. Bénar C.G., Schön D., Grimault S., Nazarian B., Burle B., Roth M., Badier J.M., Marquis P., Liegeois-Chauvel C., and Anton J.L. Single-trial analysis of oddball event-related potentials in simultaneous EEG-fMRI. Hum. Brain. Mapp. 28 7 (2007) 602-613
5. Benjamini Y., and Hochberg Y. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J. R. Stat. Soc. Methodol. 57 (1995) 289-300
6. Berns G.S., McClure S.M., Pagnoni G., and Montague P.R. Predictability modulates human brain response to reward. J. Neurosci. 21 8 (2001) 2793-2798
7. Bunzeck N., and Duzel E. Absolute coding of stimulus novelty in the human substantia nigra/VTA. Neuron 51 3 (2006) 369-379
8. Calhoun V., and Adali T. Unmixing fMRI with independent component analysis. IEEE Eng. Med. Biol. Mag. 25 2 (2006) 79-90
9. Calhoun V.D., Adali T., Pearlson G.D., and Pekar J.J. A method for making group inferences from functional MRI data using independent component analysis. Hum. Brain Mapp. 14 3 (2001) 140-151
10. Calhoun V., Adali T., and Liu J. A feature-based approach to combine functional MRI, structural MRI, and EEG brain imaging data. Paper presented at the EMBS, New York, NY (2006)
11. Calhoun V.D., Adali T., Pearlson G.D., and Kiehl K.A. Neuronal chronometry of target detection: fusion of hemodynamic and event-related potential data. NeuroImage 30 2 (2006) 544-553
12. Debener S., Makeig S., Delorme A., and Engel A.K. What is novel in the novelty oddball paradigm? Functional significance of the novelty P3 event-related potential as revealed by independent component analysis. Brain Res. Cogn. Brain Res. 22 3 (2005) 309-321
13. Debener S., Ullsperger M., Siegel M., Fiehler K., von Cramon D.Y., and Engel A.K. Trial-by-trial coupling of concurrent electroencephalogram and functional magnetic resonance imaging identifies the dynamics of performance monitoring. J. Neurosci. 25 50 (2005) 11730-11737
14. Debener S., Ullsperger M., Siegel M., and Engel A.K. Single-trial EEG-fMRI reveals the dynamics of cognitive function. Trends Cogn. Sci. 10 12 (2006) 558-563
15. Debener S., Strobel A., Sorger B., Peters J., Kranczioch C., Engel A.K., and Goebel R. Improved quality of auditory event-related potentials recorded simultaneously with 3-T fMRI: removal of the ballistocardiogram artefact. NeuroImage 34 2 (2007) 587-597
16. Delorme A., and Makeig S. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J. Neurosci. Methods 134 1 (2004) 9-21
17. Eichele T., Specht K., Moosmann M., Jongsma M.L., Quiroga R.Q., Nordby H., and Hugdahl K. Assessing the spatiotemporal evolution of neuronal activation with single-trial event-related potentials and functional MRI. Proc. Natl. Acad. Sci. U. S. A. 102 49 (2005) 17798-17803
18. Esposito F., Scarabino T., Hyvarinen A., Himberg J., Formisano E., Comani S., Tedeschi G., Goebel R., Seifritz E., and Di Salle F. Independent component analysis of fMRI group studies by self-organizing clustering. NeuroImage 25 1 (2005) 193-205
19. Feige B., Scheffler K., Esposito F., Di Salle F., Hennig J., and Seifritz E. Cortical and subcortical correlates of electroencephalographic alpha rhythm modulation. J. Neurophysiol. 93 5 (2005) 2864-2872
20. Fox M.D., Snyder A.Z., Vincent J.L., Corbetta M., Van Essen D.C., and Raichle M.E. The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc. Natl. Acad. Sci. U. S. A. 102 27 (2005) 9673-9678
21. Friedman D., Cycowicz Y.M., and Gaeta H. The novelty P3: an event-related brain potential (ERP) sign of the brain's evaluation of novelty. Neurosci. Biobehav. Rev. 25 4 (2001) 355-373
22. Friston K. Human Brain Function. 2nd ed. (2003), Elsevier
23. Friston K. A theory of cortical responses. Philos. Trans. R. Soc. Lond., B Biol. Sci. 360 1456 (2005) 815-836
24. Friston K.J. Models of brain function in neuroimaging. Annu. Rev. Psychol. 56 (2005) 57-87
25. Friston K.J., Holmes A.P., Poline J.B., Grasby P.J., Williams S.C., Frackowiak R.S., and Turner R. Analysis of fMRI time-series revisited. NeuroImage 2 1 (1995) 45-53
26. Goncalves S.I., de Munck J.C., Pouwels P.J., Schoonhoven R., Kuijer J.P., Maurits N.M., Hoogduin J.M., Van Someren E.J., Heethaar R.M., and Lopes da Silva F.H. Correlating the alpha rhythm to BOLD using simultaneous EEG/fMRI: inter-subject variability. NeuroImage 30 1 (2006) 203-213
27. Haenschel C., Vernon D.J., Dwivedi P., Gruzelier J.H., and Baldeweg T. Event-related brain potential correlates of human auditory sensory memory-trace formation. J. Neurosci. 25 45 (2005) 10494-10501
28. Halgren E., and Marinkovic K. General principles for the physiology of cognition as suggested by intracranial ERPs. In: Ogura C., Koga Y., and Shimokochi M. (Eds). Recent Advances in Event-Related Brain Potential Research (1995), Elsevier, Amsterdam 1072-1084
29. Halgren E., Baudena P., Clarke J.M., Heit G., Liegeois C., Chauvel P., and Musolino A. Intracerebral potentials to rare target and distractor auditory and visual stimuli. I. Superior temporal plane and parietal lobe. Electroencephalogr. Clin. Neurophysiol. 94 3 (1995) 191-220
30. Halgren E., Baudena P., Clarke J.M., Heit G., Marinkovic K., Devaux B., Vignal J.P., and Biraben A. Intracerebral potentials to rare target and distractor auditory and visual stimuli. II. Medial, lateral and posterior temporal lobe. Electroencephalogr. Clin. Neurophysiol. 94 4 (1995) 229-250
31. Hall D.A., Haggard M.P., Akeroyd M.A., Palmer A.R., Summerfield A.Q., Elliott M.R., Gurney E.M., and Bowtell R.W. "Sparse" temporal sampling in auditory fMRI. Hum. Brain Mapp. 7 3 (1999) 213-223
32. Hopfinger J.B., Khoe W., and Song A.W. Combining electrophysiology with structural and functional neuroimaging: ERPs, PET, MRI, and fMRI. In: Handy T.C. (Ed). Event Related Potentials. A Methods Handbook (2005), The MIT Press, Cambridge 345-380
33. Horwitz B., and Poeppel D. How can EEG/MEG and fMRI/PET data be combined?. Hum. Brain Mapp. 17 1 (2002) 1-3
34. Jongsma M.L., Eichele T., Van Rijn C.M., Coenen A.M., Hugdahl K., Nordby H., and Quiroga R.Q. Tracking pattern learning with single-trial event-related potentials. Clin. Neurophysiol. 117 9 (2006) 1957-1973
35. Jung T.P., Makeig S., Humphries C., Lee T.W., McKeown M.J., Iragui V., and Sejnowski T.J. Removing electroencephalographic artifacts by blind source separation. Psychophysiology 37 2 (2000) 163-178
36. Kiebel S.J., and Friston K.J. Statistical parametric mapping for event-related potentials: I. Generic considerations. NeuroImage 22 2 (2004) 492-502
37. Kiehl K.A., Stevens M.C., Laurens K.R., Pearlson G., Calhoun V.D., and Liddle P.F. An adaptive reflexive processing model of neurocognitive function: supporting evidence from a large scale (n = 100) fMRI study of an auditory oddball task. NeuroImage 25 3 (2005) 899-915
38. Lauritzen M., and Gold L. Brain function and neurophysiological correlates of signals used in functional neuroimaging. J. Neurosci. 23 10 (2003) 3972-3980
39. Lee T., Girolami M., and Sejnowski T. Independent component analysis using an extended infomax algorithm for mixed subgaussian and supergaussian sources. Neural Comput. 11 (1999) 417-441
40. Li, Y.O., Adali, T., Calhoun, V.D., in press. Estimating the number of independent components for functional magnetic resonance imaging data. Hum. Brain. Mapp. Feb 1; [Epub ahead of print], doi:10.1002/hbm.20359.
41. Liebenthal E., Ellingson M.L., Spanaki M.V., Prieto T.E., Ropella K.M., and Binder J.R. Simultaneous ERP and fMRI of the auditory cortex in a passive oddball paradigm. NeuroImage 19 (2003) 1395-1404
42. 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 8 (1999) 815-823
43. Logothetis N.K. The underpinnings of the BOLD functional magnetic resonance imaging signal. J. Neurosci. 23 10 (2003) 3963-3971
44. Loveless N. The orienting response and evoked potentials in man. In: Siddle D. (Ed). Orienting and Habituation: Perspectives in Human Research (1983), Wiley, Chichester 71-108
45. Makeig S., Jung T.P., Bell A.J., Ghahremani D., and Sejnowski T.J. Blind separation of auditory event-related brain responses into independent components. Proc. Natl. Acad. Sci. U. S. A. 94 20 (1997) 10979-10984
46. Makeig S., Jung T.-P., and Sejnowski T.J. Having your voxels and timing them too?. In: Sommer F., and Wichert A. (Eds). Exploratory Analysis and Data Modeling in Functional Neuroimaging (2002), The MIT Press, Cambridge
47. Makeig S., Debener S., Onton J., and Delorme A. Mining event-related brain dynamics. Trends Cogn. Sci. 8 5 (2004) 204-210
48. Makeig S., Delorme A., Westerfield M., Jung T.P., Townsend J., Courchesne E., and Sejnowski T.J. Electroencephalographic brain dynamics following manually responded visual targets. PLoS Biol. 2 6 (2004) e176
49. McGee T.J., King C., Tremblay K., Nicol T.G., Cunningham J., and Kraus N. Long-term habituation of the speech-elicited mismatch negativity. Psychophysiology 38 4 (2001) 653-658
50. McKeown M.J., Hansen L.K., and Sejnowski T.J. Independent component analysis of functional MRI: what is signal and what is noise?. Curr. Opin. Neurobiol. 13 5 (2003) 620-629
51. Molholm S., Martinez A., Ritter W., Javitt D.C., and Foxe J.J. The neural circuitry of pre-attentive auditory change-detection: an fMRI study of pitch and duration mismatch negativity generators. Cereb. Cortex 15 5 (2005) 545-551
52. Nunez P.L. Toward a quantitative description of large-scale dynamic neocortical dynamic function and EEG. Behav. Brain Sci. 23 (2000) 371-437
53. Naatanen R. Attention and Brain Function (1992), Lawrence Erlbaum Associates, Hillsdale
54. Naatanen R., and Picton T. The N1 wave of the human electric and magnetic response to sound: a review and an analysis of the component structure. Psychophysiology 24 4 (1987) 375-425
55. Ogawa S., Lee T.M., Kay A.R., and Tank D.W. Brain magnetic resonance imaging with contrast dependent on blood oxygenation. Proc. Natl. Acad. Sci. U. S. A. 87 24 (1990) 9868-9872
56. Onton J., Westerfield M., Townsend J., and Makeig S. Imaging human EEG dynamics using independent component analysis. Neurosci. Biobehav. Rev. 30 6 (2006) 808-822
57. Picton T.W., Alain C., Woods D.L., John M.S., Scherg M., Valdes-Sosa P., Bosch-Bayard J., and Trujillo N.J. Intracerebral sources of human auditory-evoked potentials. Audiol. Neuro-otol. 4 2 (1999) 64-79
58. Picton T.W., Alain C., Otten L., Ritter W., and Achim A. Mismatch negativity: different water in the same river. Audiol. Neuro-otol. 5 3-4 (2000) 111-139
59. Quian Quiroga R., and Garcia H. Single-trial event-related potentials with wavelet denoising. Clin. Neurophysiol. 114 2 (2003) 376-390
60. Rinne T., Degerman A., and Alho K. Superior temporal and inferior frontal cortices are activated by infrequent sound duration decrements: an fMRI study. NeuroImage 26 1 (2005) 66-72
61. Sabri M., Liebenthal E., Waldron E.J., Medler D.A., and Binder J.R. Attentional modulation in the detection of irrelevant deviance: a simultaneous ERP/fMRI study. J. Cogn. Neurosci. 18 5 (2006) 689-700
62. Sambeth A., Maes J.H., Quian Quiroga R., Van Rijn C.M., and Coenen A.M. Enhanced re-habituation of the orienting response of the human event-related potential. Neurosci. Lett. 356 2 (2004) 103-106
63. Schmithorst V.J., and Holland S.K. Comparison of three methods for generating group statistical inferences from independent component analysis of functional magnetic resonance imaging data. J. Magn. Reson. Imaging 19 3 (2004) 365-368
64. Schroger E. On the detection of auditory deviations: a pre-attentive activation model. Psychophysiology 34 3 (1997) 245-257
65. Stone J.V. Independent component analysis: an introduction. Trends Cogn. Sci. 6 2 (2002) 59-64
66. Sussman E., Ritter W., and Vaughan Jr. H.G. Predictability of stimulus deviance and the mismatch negativity. NeuroReport 9 18 (1998) 4167-4170
67. Ulanovsky N., Las L., Farkas D., and Nelken I. Multiple time scales of adaptation in auditory cortex neurons. J. Neurosci. 24 46 (2004) 10440-10453
68. Winkler I., Schroger E., and Cowan N. The role of large-scale memory organization in the mismatch negativity event-related brain potential. J. Cogn. Neurosci. 13 1 (2001) 59-71
69. Woods D.L. The component structure of the N1 wave of the human auditory evoked potential. Electroencephalogr. Clin. Neurophysiol. Suppl 44 (1995) 102-109
70. Woods D.L., and Elmasian R. The habituation of event-related potentials to speech sounds and tones. Electroencephalogr. Clin. Neurophysiol. 65 6 (1986) 447-459