WSPM: Wavelet-based statistical parametric mapping

NeuroImage

Volumn 37, Issue 4, 2007, Pages 1205-1217

  Van De Ville, Dimitri ^a   Seghier, Mohamed L ^b   Lazeyras, François ^c   Blu, Thierry ^a   Unser, Michael ^a  

^a EPFL   (Switzerland)

^b UNIVERSITY COLLEGE LONDON   (United Kingdom)

^c GENEVA UNIVERSITY HOSPITALS   (Switzerland)

Author keywords

Bias reduction; Reproducibility study; Shift invariant transform; Statistical testing; Wavelet thresholding; Wavelets

Indexed keywords

ARTICLE; BRAIN MAPPING; COMPUTER PROGRAM; FUNCTIONAL MAGNETIC RESONANCE IMAGING; LINEAR SYSTEM; PRIORITY JOURNAL; REPRODUCIBILITY; SIMULATION; SPATIAL DISCRIMINATION; STATISTICAL PARAMETERS;

ACOUSTIC STIMULATION; ALGORITHMS; BRAIN MAPPING; COMPUTER SIMULATION; DATA INTERPRETATION, STATISTICAL; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; LINEAR MODELS; MAGNETIC RESONANCE IMAGING; NONLINEAR DYNAMICS; REPRODUCIBILITY OF RESULTS; ROC CURVE;

EID: 34548546672     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2007.06.011     Document Type: Article

References (51)

1. Aston J., Gunn R.N., Hinz R., and Turkheimer F. Wavelet variance components in image space for spatio-temporal neuroimaging data. NeuroImage 25 1 (2005) 159-168
2. Bathellier B., Van De Ville D., Blu T., Unser M., and Carleton A. Wavelet-based multi-resolution statistics for optical imaging signals: application to automated detection of odour activated glomeruli in the mouse olfactory bulb. NeuroImage 34 (2007) 1020-1035
3. Battle G. A block spin construction of ondelettes: Part I. Lemarié functions. Communications in Mathematical Physics 110 (1987) 601-615
4. Beauchamp M.S., Argall B., Bodurka J., Duyn J., and Martin A. Unraveling multisensory integration: patchy organization within human STS multisensory cortex. Nature Neuroscience 7 (2004) 1190-1192
5. Bilecen D., Scheffler K., Schmid N., Tschopp K., and Seelig J. Tonotopic organization of the human auditory cortex as detected by BOLD-fMRI. Hearing Research 126 (1998) 19-27
6. Bilecen D., S., E., Scheffler K., Henning J., and Schulte A.C. Amplitopicity of the human auditory cortex: an fMRI study. NeuroImage 17 (2002) 710-718
7. Breier J.I., Castillo E.M., Boake C., Billingsley R., Maher L., Francisco G., and Papanicolaou A.C. Spatiotemporal patterns of language-specific brain activity in patients with chronic aphasia after stroke using magnetoencephalography. NeuroImage 23 (2004) 1308-1316
8. Bullmore E., Long C., Suckling J., Fadili J., Calvert G., Zelaya F., Carpenter T., and Brammer M. Colored noise and computational inference in neurophysiological time series analysis: resampling methods in time and wavelet domains. Human Brain Mapping 12 (2001) 61-78
9. 2O PET scans. NeuroImage 24 (2005) 763-770
10. Fadili M.J., and Bullmore E. Wavelet-generalised least squares: a new BLU estimator of linear regression models with 1/f errors. NeuroImage 15 (2002) 217-232
11. Fadili M.J., and Bullmore E.T. A comparative evaluation of wavelet-based methods for multiple hypothesis testing of brain activation maps. NeuroImage 23 3 (2004) 1112-1128
12. Flandin G., and Penny W.D. Bayesian fMRI data analysis with sparse spatial basis function priors. NeuroImage 34 (2007) 1108-1125
13. Formisano E., Kim D.S., Di Salle F., van de Moortele P.F., Ugurbil K., and Goebel R. Mirror-symmetric tonotopic maps in human primary auditory cortex. Neuron 40 (2003) 859-869
14. Frackowiak R., Friston K., Frith C., Dolan R., and Mazziotta J. Human Brain Function (1997), Academic Press
15. Friston K.J., Holmes A.P., Worsley K.J., Poline J.P., Frith C.D., and Frackowiak R.S.J. Statistical parametric maps in functional imaging: a general linear approach. Human Brain Mapping 2 (1995) 189-210
16. Friston D.J., Williams S., Howard R., Frackowiak R.S., and Turner R. Movement-related effects in fMRI time-series. Magnetic Resonance in Medicine 35 (1996) 346-355
17. Friston K.J., Holmes A., Poline J.-B., Price C.J., and Frith C. Detecting activations in PET and fMRI: levels of inference and power. NeuroImage 4 (1996) 223-235
18. Friston K.J., Josephs O., Zarahn E., Holmes A.P., and Poline J.-B. To smooth or not to smooth? Bias and efficiency in fMRI time series analysis. NeuroImage 12 (2000) 196-208
19. Friston K.J., Penny W., Phillips C., Kiebel S., Hinton G., and Ashburner J. Classical and Bayesian inference in neuroimaging: theory. NeuroImage 16 (2002) 465-483
20. Genovese C.R., Noll D.C., and Eddy W.F. Estimating test-retest reliability in functional MR imaging I: statistical methodology. Magnetic Resonance in Medicine 38 (1997) 497-507
21. Jezzard P., Matthews P.M., and Smith S.M. Functional MRI an Introduction to Methods (2001), Oxford University Press
22. Johnstone T., Ores Walsh K.S., Greischar L.L., Alexander A.L., Fox A.S., Davidson R.J., and Oakes T.R. Motion correction and the use of motion covariates in multiple-subject fMRI analysis. Human Brain Mapping 27 (2006) 779-788
23. Kim D.S., Duong T.Q., and Kim S.G. High-resolution mapping of isoorientation columns by fMRI. Nature Neuroscience 3 (2000) 164-169
24. Liou M., Su H., Lee J., Cheng P., Huang C., and Tsai C. Bridging functional MR images and scientific inference: reproducibility maps. Journal of Cognitive Neuroscience 15 (2003) 935-945
25. Liou M., Su H.R., Lee J., Aston J., Tsai A., and Cheng P.E. A method for generating reproducible evidence in fMRI studies. NeuroImage 29 (2006) 383-395
26. Maitra R., Roys S.R., and Gullapalli R.P. Test-retest reliability estimation of functional MRI data. Magnetic Resonance in Medicine 48 (2002) 62-70
27. Mallat S. A theory for multiresolution signal decomposition: the wavelet decomposition. IEEE Transactions on Pattern Analysis and Machine Intelligence 11 (1989) 674-693
28. Mallat S. A Wavelet Tour of Signal Processing (1998), Academic Press, San Diego (CA)
29. Menon R.S., Ogawa S., Strupp J.P., and Ugurbil K. Ocular dominance columns in human V1 demonstrated by functional magnetic imaging. Journal of Neurophysiology 77 (1997) 2780-2787
30. Morosan P., Rademacher J., Schleicher A., Amunts K., Schormann T., and Zilles K. Human primary auditory cortex: cytoarchitectonic subdivisions and mapping into a spatial reference system. NeuroImage 13 (2001) 684-701
31. Mueller K., Lohmann G., Zysset S., and von Carmon Y. Wavelet statistics of functional MRI data and the general linear model. Journal of Magnetic Resonance Imaging 17 (2003) 20-30
32. Poline J., Worsley K., Evans A., and Friston K. Combining spatial extent and peak intensity to test for activations in functional imaging. NeuroImage 5 2 (1997) 83-96
33. Rivier F., and Clarke S. Cytochrome oxidase, acetylcholinesterase, and NADPPH-diapphorase staining in human supratemporal and insular cortex: evidence for multiple auditory areas. NeuroImage 6 (1997) 288-304
34. Ruttimann U., Unser M., Rawlings R., Rio D., Ramsey N., Mattay V., Hommer D., Frank J., and Weinberger D. Statistical analysis of functional MRI data in the wavelet domain. IEEE Transactions on Medical Imaging 17 2 (1998) 142-154
35. Schönwiesner M., von Cramon Y.D., and Rübsamen R. Is it tonotopy after all?. NeuroImage 17 (2002) 1144-1161
36. Seghier M.L., Boëx C., Lazeyras F., Sigrist A., and Pelizzone M. FMRI evidence for activation of multiple cortical regions in the primary auditory cortex of deaf subjects users of multichannel cochlear implants. Cerebral Cortex 15 (2005) 40-48
37. Sendur L., Maxim V., Whitcher B., and Bullmore E. Multiple hypothesis and mapping of functional MRI data in orthogonal and complex wavelet domains. IEEE Transactions on Signal Processing 53 9 (Sep. 2005) 3413-3426
38. Skudlarski P., Constable R.T., and Gore J.C. ROC analysis of statistical methods used in functional MRI: individual subjects. NeuroImage 9 (1999) 311-329
39. Srikanth R., Casanova R., Laurienti P.J., Peiffer A.M., and Maldjian J.A. Estimation of false discovery rate for wavelet-denoised statistical parametric maps. NeuroImage 33 (2006) 72-84
40. Talavage T.M., Ledden P.J., Benson R.R., Rosen B.R., and Melcher J.R. Frequency-dependent responses exhibited by multiple regions in human auditory cortex. Hearing Research 15 (2000) 225-244
41. Talavage T.M., Sereno M., Melcher J., Ledden P.J., Rosen B.R., and Dale A.M. Tonotopic organization in human auditory cortex revealed by progressions of frequency sensitivity. Journal of Neurophysiology 91 (2004) 1282-1296
42. Turkheimer F.E., Aston J.A.D., Asselin M.-C., and Hinz R. Multiresolution Bayesian regression in PET dynamic studies using wavelets. NeuroImage 32 (2006) 111-121
43. Turkheimer F.E., Brett M., Aston J.A.D., Leff A.P., Sargent P.A., Wise R.J., Grasby P.M., and Cunningham V.J. Statistical modelling of positron emission tomography images in wavelet space. Journal of Cerebral Blood Flow and Metabolism 20 (2000) 1610-1618
44. Unser M., and Blu T. Fractional splines and wavelets. SIAM Review 42 (2000) 43-67
45. Van De Ville D., Blu T., and Unser M. Wavelets versus resels in the context of fMRI: establishing the link with SPM. SPIE's Symposium on Optical Science and Technology: Wavelets X. Vol. 5207 (2003), SPIE, San Diego CA, USA (Aug.)
46. Van De Ville D., Blu T., and Unser M. Integrated wavelet processing and spatial statistical testing of fMRI data. NeuroImage 23 4 (2004) 1472-1485 (Dec.)
47. Wessinger C.M., VanMeter J., Tian B., Van Lare J., Pekar J., and Rauschecker J.P. Hierarchical organization of the human auditory cortex revealed by functional magnetic resonance imaging. Journal of Cognitive Neuroscience 13 (2001) 1-7
48. Wink A.M., and Roerdink J.B.T.M. Denoising functional MR images: a comparison of wavelet denoising and Gaussian smoothing. IEEE Transactions on Medical Imaging 23 3 (2004) 374-387 (Jun.)
49. Worsley K.J., and Friston K.J. Analysis of fMRI time-series revisited-Again. NeuroImage 2 (1995) 173-181
50. Worsley K., Marrett S., Neelin P., and Evans A. Searching scale space for activation in PET images. Human Brain Mapping 4 1 (1996) 74-90
51. Worsley K., Liao C., Aston J., Petre V., Duncan G., and Evans A. A general statistical analysis for fMRI data. NeuroImage 15 (2002) 1-15