A novel ANCOVA design for analysis of MEG data with application to a visual attention study

NeuroImage

Volumn 44, Issue 1, 2009, Pages 164-174

  Pantazis, Dimitrios ^a   Simpson, Gregory V ^b   Weber, Darren L ^b,c   Dale, Corby L ^b   Nichols, Thomas E ^d   Leahy, Richard M ^a  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

^b UNIVERSITY OF CALIFORNIA   (United States)

^c SMITH KETTLEWELL EYE RESEARCH INSTITUTE   (United States)

^d IMPERIAL COLLEGE LONDON   (United Kingdom)

Author keywords

ANCOVA; False discovery rate; MEG; Visual attention

Indexed keywords

ADULT; ALPHA RHYTHM; ARTICLE; ATTENTION; BRAIN FUNCTION; BRAIN REGION; CONTROLLED STUDY; FEMALE; HUMAN; IMAGE ANALYSIS; MALE; MATHEMATICAL MODEL; NEUROIMAGING; OCCIPITAL CORTEX; OSCILLATION; OUTCOME ASSESSMENT; PRIORITY JOURNAL;

ADULT; ATTENTION; BRAIN; BRAIN MAPPING; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETOENCEPHALOGRAPHY; MALE; PHOTIC STIMULATION;

EID: 55149108092     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2008.07.012     Document Type: Article

References (43)

1. Baillet S., Mosher J.C., and Leahy R.M. Electromagnetic brain mapping. IEEE Signal Processins Magazine 18 (2001) 14-30
2. Benjamini Y., and Hochberg Y. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J. R. Stat. Soc. 57 (1995) 289-300
3. Benjamini Y., and Yekutieli D. The control of the false discovery rate in multiple testing under dependency. Ann. Stat. 29 4 (2001) 1165-1188
4. Corbetta M., and Shulman G.L. Control of goal-directed and stimulus driven attention in the brain. Nat. Rev. Neurosci, 3 (2002) 201-215
5. Darvas F., Pantazis D., Yildirim E., and Leahy R. Mapping human brain function with MEG and EEG: methods and validation. NeuroImage 23 Supplement 1 (2004) S289-S299
6. David O., Kilner J.M., and Friston K.J. Mechanisms of evoked and induced responses in MEG/EEG. NeuroImage 31 4 (2006) 150-158
7. de Peralta-Menendez R., Hauk O., Gonzalez-Andino S., Vogt H., and Michel C. Linear inverse solutions with optimal resolution kernels applied to electromagnetic tomography. Hum. Brain Mapp. 5 (1997) 454-467
8. Fries P., Reynolds J.H., Rorie A.E., and Desimone R. Modulation of oscillatory neuronal synchronization by selective visual attention. Science 291 (2001) 1560-1563
9. Friston K. Statistical parametric mapping and other analysis of functional imaging data. In Brain Mapping: the Methods Academic, New York (1996), Academic Press 363-385
10. Friston K.J., Holmes A.P., Worsley K.J., Poline J.B., Frith C., and Frackowiak R.S.J. Statistical parametric maps in functional imaging: a general linear approach. Hum. Brain Mapp. 2 (1995) 189-210
11. Genovese C., Lazar N., and Nichols T. Thresholding of statistical maps in functional neuroimaging using the false discovery rate. NeuroImage 15 (2002) 870-878
12. Giesbrecht B., Woldorff M., Song A., and Mangun G. Neural mechanisms of top-down control during spatial and feature attention. NeuroImage 19 (2003) 496-512
13. Gitelman D., Nobre A., Parrish T., LaBar K., Kim Y., Meyer J., and Mesulam M. A large-scale distributed network for covert spatial attention. Brain 122 (1999) 1093-1106
14. Hämäläinen M., Hari R., Ilmoniemi R., Knuutila J., and Lounasmaa O. Magnetoencephalography. theory, instrumentation and applications to the noninvasive study of human brain function. Rev. Mod. Phys. 65 (1993) 413-448
15. Hopfinger J.B., Buonocore M.H., and Mangun G.R. The neural mechanisms of top-down attentional control. Nat. Neurosci. 3 3 (2000) 284-291
16. Huang M., Mosher J., and Leahy R. A sensor-weighted overlapping-sphere head model and exhaustive head model comparison for MEG. Phys. Med. Biol. 44 2 (1999) 423-440
17. In: Hyvarinen A., Karhunen J., and Oja E. (Eds). Independent Component Analysis (2001), Wiley-Interscience, Malden, MA
18. K-Yildirim E., Pantazis D., and Leahy R. Task-based comparison of inverse methods in magnetoencephalography. IEEE Trans. Biomed. Eng. 53 9 (2006) 1783-1793
19. Kastner S., Pinsk M.A., Weerd P.D., Desimone R., and Ungerleider L.G. Increased activity in human visual cortex during directed attention in the absence of visual stimulation. Neuron 22 (1999) 751-761
20. Kelly S.P., Lalor E.C., Reilly R.B., and Foxe J.J. Increases in alpha oscillatory power reflect an active retinotopic mechanism for distracter suppression during sustained visuospatial attention. J. Neurophysiol. 95 (2006) 3844-3851
21. Kiebel S. The general linear model. In: Frackowiak R., Friston K., Frith C., Dolan R., Friston K., Price C., Zeki S., Ashburner J., and Penny W. (Eds). Human Brain Function. 2nd Edition (2003), Academic Press, New York
22. Kiebel S., Baudry C.T., and Friston K. Parametric analysis of oscillatory activity as measured with EEG/MEG. Hum. Brain Mapp. 26 3 (2005) 170-177
23. Liu A., Dale A., and Belliveau J. Monte carlo simulation studies of EEG and MEG localization accuracy. Hum. Brain Mapp. 16 (2002) 47-62
24. Marrufo M.V., Vaquero E., Cardoso M.J., and Gomez C.M. Temporal evolution of alpha and beta bands during visual spatial attention. Cogn. Brain Res. 12 (2001) 315-320
25. Mosher J., Baillet S., Darvas F., Pantazis D., Yildirim E., and Leahy R. Brainstorm electromagnetic imaging software. Int. J. Bioelectromagn. 7 2 (2005) 189-190
26. Nichols T.E., and Holmes A.P. Nonparametric permutation tests for functional neuroimaging: A primer with examples. Hum. Brain Mapp. 15 (2001) 1-25
27. Palva S., and Palva J. New vistas for a-frequency band oscillations. Trends Neurosci. 30 4 (2007) 1580-1591
28. Pantazis D., Nichols T.E., Baillet S., and Leahy R.M. Spatiotemporal localization of significant activation in MEG using permutation tests. In: Taylor C., and Noble J.A. (Eds). Proc. 18th Conf. Information Processing in Medical Imaging (July 2003) 512-523
29. Pantazis D., Nichols T.E., Baillet S., and Leahy R.M. A comparison of random field theory and permutation methods for the statistical analysis of MEG data. Neuroimage 25 2 (2005) 383-394
30. Pantazis D., Weber D., Dale C., Nichols T., Simpson G.V., and Leahy R. Imaging of oscillatory behavior in event-related MEG studies. In: Bouman C., and Miller E. (Eds). Proceedings of SPIE, Computational Imaging III Vol. 5674 (2005) 55-63
31. Pantazis, D., Simpson, G., Weber, D., Dale, C., Nichols, T., Leahy, R., April 12-15 2007. Exploring human visual attention in an MEG study of a spatial cueing paradigm using a novel ANCOVA design. In: 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.
32. Posner M.I., and Petersen S.E. The attention system of the human brain. Ann. Rev. Neurosci. 13 (1990) 25-42
33. Rihs T., Michel C., and Thut G. Mechanisms of selective inhibition in visual spatial attention are indexed by a-band EEG synchronization. Eur. J. Neurosci. 25 2 (2007) 603-610
34. Sauseng P., Klimesch W., Stadler W., Schabus M., Doppelmayr M., Hanslmayr S., Gruber W.R., and Birbaumer N. A shift of visual spatial attention is selectively associated with human EEG alpha activity. J. Neurosci. 22 (2005) 2917-2926
35. Tallon-Baudry C., and Bertrand O. Oscillatory gamma activity in humans and its role in object representation. Trends Cogn. Sci. 3 4 (April 1999) 151-162
36. Tallon-Baudry C., Bertrand O., Delpuech C., and Permier J. Stimulus specificity of phase-locked and non-phase-locked 40 Hz visual responses in human. Neuroscience 16 16 (1996) 4240-4249
37. In: Teolis A. (Ed). Computational Signal Processing With Wavelets (Applied and Numerical Harmonic Analysis) (March 1998), Birkhäuser Publishing, Basel
38. Thut G., Nietzel A., Brandt S.A., and Pascual-Leone A. a-band electroencephalographic activity over occipital cortex indexes visuospatial attention bias and predicts visual target detection. J. Neurosci. 26 37 (2006) 9494-9502
39. Tikhonov A., and Arsenin V. Solutions of Ill-Posed Problems (1977), Winston and Sons
40. Verbeke G., and Molenberghs G. Linear Mixed Models for Longitudinal Data (2000), Springer-Verlag Inc., New York
41. In: Vetterli M., and Kovacevic J. (Eds). Wavelets and Subband Coding. 1st edition (April 1995), Prentice Hall PTR, New Jersey
42. Worden M.S., Foxe J.J., Wang N., and Simpson G.V. Anticipatory biasing of visuospatial attention indexed by retinotopically specific alpha-band electroencephalography increases over occipital cortex. J. Neurosci. 20 RC63 (2000) 1-6
43. Worsley K.J., Evans A.C., Marrett S., and Neelin P. A three-dimensional statistical analysis for CBF activation studies in human brain. J. Cereb. Blood Flow Metab. 12 (1992) 900-918