Statistical methods of estimation and inference for functional MR image analysis

Magnetic Resonance in Medicine

Volumn 35, Issue 2, 1996, Pages 261-277

  Bullmore, Edward ^a,b   Brammer, Michael ^a   Williams, Steve C R ^a   Rabe Hesketh, Sophia ^a   Janot, Nicolas ^a   David, Anthony ^a   Mellers, John ^a   Howard, Robert ^a   Sham, Pak ^a  

^a SOUTH LONDON AND MAUDSLEY NHS FOUNDATION TRUST   (United Kingdom)

^b KING'S COLLEGE LONDON   (United Kingdom)

Author keywords

functional MRI; regression; statistical mapping; time series

Indexed keywords

AUDIO ACOUSTICS; MAGNETIC RESONANCE IMAGING; PIXELS; REGRESSION ANALYSIS; SENSORY ANALYSIS; TIME SERIES;

AUDITORY STIMULATION; FUNCTIONAL MAGNETIC RESONANCE IMAGING; FUNCTIONAL MRI; FUNDAMENTAL FREQUENCIES; REGRESSION; SENSORY STIMULATION; TIME-SERIES REGRESSION; UNBIASED ESTIMATES;

TIME SERIES ANALYSIS;

ARTICLE; BRAIN; HUMAN; HUMAN EXPERIMENT; MODEL; NUCLEAR MAGNETIC RESONANCE IMAGING; RANDOMIZATION; REGRESSION ANALYSIS; STATISTICAL ANALYSIS;

EID: 0030063642     PISSN: 07403194     EISSN: None     Source Type: Journal    
DOI: 10.1002/mrm.1910350219     Document Type: Article

References (30)

1. S. M. Rao, P. A. Bandettini, E. C. Wong, N. Z. Yetkin, T. A. Hammeke, W. M. Mueller, R. S. Goldman, G. L. Morris, P. G. Antuono, L. D. Estowski, V. M. Haughton, J. S. Hyde, in "Proc., SMRM, 11th Annual Meeting, 1992," p. 1827.
2. A. M. Blamire, S. Ogawa, K. Ugurbil, D. Rothman, G. McCarthy, J. M. Ellerman, F. Hyder, Z. Rattner, R. S. Shulman, Dynamic mapping of the human visual cortex by high speed magnetic resonance imaging. Proc. Natl. Acad. Sci. (USA) 89, 11069-11073 (1992).
3. P. A. Bandettini, A. Jesmanowicz, E. C. Wong, J. S. Hyde, Processing strategies for time-course data sets in functional MRI of the brain. Magn. Reson. Med. 30, 161-173 (1993).
4. K. J. Friston, P. Jezzard, R. Turner, The analysis of functional MRI time series. Human Brain Mapping 1, 153-171 (1994).
5. J. R. Baker, R. M. Weisskoff, C. E. Stern, D. N. Kennedy, A. Jiang, K. K. Kwong, L. B. Kolodny, T. L. Davis, J. L. Boxerman, B. R. Buchbinder, V. J. Wedeen, J. W. Belliveau, B. R. Rosen, Statistical assessment of functional MRI signal change, in "Proc., SMR, 2nd Annual Meeting, 1994," p. 626.
6. J. Poline, B. M. Mazoyer, Analysis of individual positron emission tomography activation maps by detection of high signal-to-noise pixel clusters. J. Cereb. Blood Flow Metab. 13, 425-437 (1993).
7. A. P. Holmes, R. C. Blair, J. D. G. Watson, I. Ford, Nonparametric analysis of statistic images from functional mapping experiments. J. Cereb. Blood Flow Metab., in press.
8. E. S. Edgington, "Randomisation Tests," Marcel Dekker, New York, 1980.
9. P. J. Good, "Permutation Tests," Springer Verlag, New York, 1994.
10. S. Ogawa, T. M. Lee, A. R. Kay, D. W. Tank, Brain magnetic resonance imaging with contrast dependent on blood oxygenation. Proc. Natl. Acad. Sci. (USA) 87, 9868-9872 (1990).
11. A. S. David, T. Matharu, R. Rosselson, J. Cutting, Soft contact lenses with partial occlusion for prolonged lateralisation of visual input. Neuropsychologia 29, 263-268 (1991).
12. N. Lange, Some computational and statistical tools for paired comparisons of digital images. Stat. Meth. Med. Res. 3, 23-41 (1994).
13. W. H. Press, S. A. Teukolsky, W. T. Vetterling, B. P. Flannery, "Numerical Recipes in C. The Art of Scientific Computing," Cambridge University Press, Cambridge, 1992.
14. K. J. Friston, S. Williams, R. Howard, R. S. J. Frackowiak, R. Turner, Movement-related effects in fMRI time series. Human Brain Mapping, in press.
15. R. Turner, P. Jezzard, H. Wen, K. K. Kwong, D. Le Bihan, T. Zeffiro, R. S. Balaban, Functional mapping of the human visual cortex at 4 and 1.5 Tesla using deoxygenation contrast EPI. Magn. Reson. Med. 26, 277 (1993).
16. C. W. Ostrum, "Time Series Analysis: Regression Techniques," Sage Publications, Beverly Hills, 1978.
17. S. D. Silvey, "Statistical Inference," Chapman and Hall, London, 1975.
18. W. N. Venables, B. D. Ripley, "Modern Applied Statistics with S-Plus," Springer Verlag, New York, 1994.
19. G. E. P. Box, D. A. Pierce, Distribution of residual autocorrelations in autoregressive integrated moving average time series models. J. Am. Stat. Assoc. 65, 1509-1526 (1970).
20. D. A. Hibbs, in "Sociological Methodology (1973-1974)" (H. L. Costner, Ed.), p. 252, Josey-Bass, San Francisco, 1974.
21. D. Cochrane, G. H. Orcutt, Application of least squares regression to relationships containing autocorrelated error terms. J. Am. Stat. Assoc. 44, 32 (1949).
22. P. Bloomfield, in "Statistical Theory and Modelling. In honour of Sir David Cox, FRS" (D. V. Hinkley, N. Reid, E. J. Snell, Eds.), p. 152, Chapman and Hall, London, 1991.
23. G. E. P. Box, G. M. Jenkins, "Time Series Analysis: Forecasting and Control," Holden-Day, San Francisco, 1976.
24. J. M. Chambers, T. J. Hastie, "Statistical Models in S," Wadsworth & Brooks/Cole, Pacific Grove, California, 1992.
25. B. S. Everitt, "A Handbook of Statistical Analyses Using S-Plus," Chapman and Hall, London, 1994.
26. G. Anderson, P. Anderson, "The UNIX C Shell Field Guide," Prentice-Hall, Englewood Cliff, NJ, 1986.
27. B. F. J. Manly, "Randomisation and Monte Carlo Methods in Biology," Chapman and Hall, London, 1991.
28. K. J. Friston, Functional and effective connectivity in neuroimaging: a synthesis. Human Brain Mapping 2, 56-78 (1994).
29. N. Lange, Improved estimates of local fMRI signal magnitude, delay and dispersion for generic visual stimulation. Human Brain Mapping S1, 150 (1995).
30. J. B. Poline, B. M. Mazoyer, Analysis of individual brain activation maps using hierarchical description and multiscale detection. IEEE Trans. Med. Imaging 13, 702-710 (1994).