Spatiotemporal analysis of event-related fMRI data using partial least squares

NeuroImage

Volumn 23, Issue 2, 2004, Pages 764-775

  McIntosh, A R ^a   Chau, W K ^a   Protzner, A B ^a  

^a UNIVERSITY OF TORONTO   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; ANALYTIC METHOD; ARTICLE; AUDITORY MEMORY; BEHAVIOR; BRAIN FUNCTION; CONTROLLED STUDY; EVENT RELATED POTENTIAL; FEMALE; HEMODYNAMICS; HUMAN; HUMAN EXPERIMENT; INTERMETHOD COMPARISON; MALE; MULTIVARIATE ANALYSIS; NEUROIMAGING; NORMAL HUMAN; NUCLEAR MAGNETIC RESONANCE IMAGING; PERCEPTION; PRIORITY JOURNAL; REGRESSION ANALYSIS; STATISTICS; TASK PERFORMANCE; VISUAL MEMORY;

ACOUSTIC STIMULATION; ADULT; ALGORITHMS; AUDITORY PERCEPTION; CEREBROVASCULAR CIRCULATION; EVOKED POTENTIALS; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; LEAST-SQUARES ANALYSIS; MAGNETIC RESONANCE IMAGING; MALE; MEMORY; PHOTIC STIMULATION; PSYCHOMOTOR PERFORMANCE; REACTION TIME; REPRODUCIBILITY OF RESULTS;

EID: 5644273771     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2004.05.018     Document Type: Article

References (33)

1. Buchel C., Friston K. Modulation of connectivity in visual pathways by attention: cortical interactions evaluated with structural equation modeling and fMRI. Cereb. Cortex. 7:1997;768-778
2. Cabeza R., Grady C.L., Nyberg L., McIntosh A.R., Tulving E., Kapur S., Jennings J.M., Houle S., Craik F.I. Age-related differences in neural activity during memory encoding and retrieval: a positron emission tomography study. J. Neurosci. 17:1997;391-400
3. Cox R.W. AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput. Biomed. Res. 29:1996;162-173
4. Della-Maggiore V., Sekuler A.B., Grady C.L., Bennett P.J., Sekuler R., McIntosh A.R. Corticolimbic interactions associated with performance on a short-term memory task are modified by age. J. Neurosci. 20:2000;8410-8416
5. Edgington E.S. Randomization Tests. 1980;Marcel Dekker, New York
6. Efron B., Tibshirani R. Bootstrap methods for standard errors, confidence intervals and other measures of statistical accuracy. Stat. Sci. 1:1986;54-77
7. Friston K. Functional and effective connectivity: a synthesis. Hum. Brain Mapp. 2:1994;56-78
8. Friston K.J., Ashburner J., Frith C.D., Pline J.-B., Heather J.D., Frackowiak R.S.J. Spatial registration and normalization of images. Hum. Brain Mapp. 2:1995;165-189
9. Friston K.J., Holmes A.P., Price C.J., Buchel C., Worsley K.J. Multisubject fMRI studies and conjunction analyses. NeuroImage. 10:1999;385-396
10. Friston K.J., Harrison L., Penny W. Dynamic causal modelling. NeuroImage. 19:2003;1273-1302
11. Good P. Permutation Tests: A Practical Guide to Resampling Methods for Testing Hypotheses. 2000;Springer, New York
12. Grady C.L., McIntosh A.R., Beig S., Craik F.I. An examination of the effects of stimulus type, encoding task, and functional connectivity on the role of right prefrontal cortex in recognition memory. NeuroImage. 14:2001;556-571
13. Harris R.J. A Primer of Multivariate Statistics. 1975;Academic Press, New York, NY
14. Harrison L., Penny W.D., Friston K. Multivariate autoregressive modeling of fMRI time series. NeuroImage. 19:2003;1477-1491
15. Harshman R.A., Lundy M.E. PARAFAC - Parallel factor analysis. Comput. Stat. Data Anal. 18:1994;39-72
16. Henson R.N., Price C.J., Rugg M.D., Turner R., Friston K.J. Detecting latency differences in event-related BOLD responses: application to words versus nonwords and initial versus repeated face presentations. NeuroImage. 15:2002;83-97
17. Lobaugh N.J., West R., McIntosh A.R. Spatiotemporal analysis of experimental differences in event-related potential data with partial least squares. Psychophysiology. 38:2001;517-530
18. Mardia K., Kent J., Bibby J. Multivariate Analysis. 1979;Academic Press, New York
19. Marrelec G., Benali H., Ciuciu P., Pelegrini-Issac M., Poline J.B. Robust Bayesian estimation of the hemodynamic response function in event-related BOLD fMRI using basic physiological information. Hum. Brain Mapp. 19:2003;1-17
20. McIntosh A.R. Mapping cognition to the brain through neural interactions. Memory. 7:1999;523-548
21. McIntosh A.R., Gonzalez-Lima F. Structural equation modeling and its application to network analysis in functional brain imaging. Hum. Brain Mapp. 2:1994;2-22
22. McIntosh A.R., Bookstein F.L., Haxby J.V., Grady C.L. Spatial pattern analysis of functional brain images using Partial Least Squares. NeuroImage. 3:1996;143-157
23. McIntosh A.R., Lobaugh N.J., Cabeza R., Bookstein F.L., Houle S. Convergence of neural systems processing stimulus associations and coordinating motor responses. Cereb. Cortex. 8:1998;648-659
24. McKeown M.J., Makeig S., Brown G.G., Jung T.P., Kindermann S.S., Bell A.J., Sejnowski T.J. Analysis of fMRI data by blind separation into independent spatial components. Hum. Brain Mapp. 6:1998;160-188
25. Milan L., Whittaker J. Application of the parametric bootstrap to models that incorporation a singular value decomposition. J. R. Stat. Soc., C. 44:1995;31-49
26. Nichols T., Hayasaka S. Controlling the familywise error rate in functional neuroimaging: a comparative review. Stat. Methods Med. Res. 12:2003;419-446
27. Nichols T.E., Holmes A.P. Nonparametric permutation tests for functional neuroimaging: a primer with examples. Hum. Brain Mapp. 15:2002;1-25
28. Raz J., Zheng H., Ombao H., Turetsky B. Statistical tests for fMRI based on experimental randomization. NeuroImage. 19:2003;226-232
29. Sampson P.D., Streissguth A.P., Barr H.M., Bookstein F.L. Neurobehavioral effects of prenatal alcohol: Part II. Partial least squares analysis. Neurotoxicol. Teratol. 11:1989;477-491
30. Strother S.C., Kanno I., Rottenberg D.A. Principal components analysis, variance partitioning, and "functional connectivity" J. Cereb. Blood Flow Metab. 15:1995;353-360
31. Strother S.C., Anderson J., Hansen L.K., Kjems U., Kustra R., Sidtis J., Frutiger S., Muley S., LaConte S., Rottenberg D. The quantitative evaluation of functional neuroimaging experiments: the NPAIRS data analysis framework. NeuroImage. 15:2002;747-771
32. Wold H. Soft modeling: the basic design and some extensions. Wold K.G.Ja.H. Systems Under Indirect Observation: Causality-Structure-Prediction: Part II. 1982;1-54 North-Holland Publishing Company, Amsterdam
33. Worsley K.J., Poline J.B., Friston K.J., Evans A.C. Characterizing the response of PET and fMRI data using multivariate linear models. NeuroImage. 6:1997;305-319