False positive control of activated voxels in single fMRI analysis using bootstrap resampling in comparison to spatial smoothing

Magnetic Resonance Imaging

Volumn 31, Issue 8, 2013, Pages 1331-1337

  Darki, Fahimeh ^a   Oghabian, Mohammad Ali ^a  

^a TEHRAN UNIVERSITY OF MEDICAL SCIENCES   (Iran)

Author keywords

Anatomical accuracy; Bootstrap resampling; FMRI preprocessing; GLM analysis; Spatial smoothing

Indexed keywords

ACCURACY; ARTICLE; BOOTSTRAPPING; BOOTSTRAPPING RESAMPLING; BRAIN MAPPING; BRAIN REGION; CONTROLLED STUDY; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; INTERMETHOD COMPARISON; NEUROIMAGING; NORMAL HUMAN; PRIORITY JOURNAL; SAMPLING; SPATIAL SMOOTHING; STATISTICAL ANALYSIS;

ANATOMICAL ACCURACY; BOOTSTRAP RESAMPLING; FMRI PREPROCESSING; GLM ANALYSIS; SPATIAL SMOOTHING;

ALGORITHMS; BRAIN MAPPING; EVOKED POTENTIALS, MOTOR; FALSE POSITIVE REACTIONS; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; IMAGING, THREE-DIMENSIONAL; MAGNETIC RESONANCE IMAGING; MOTOR CORTEX; MOVEMENT; NERVE NET; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SPATIO-TEMPORAL ANALYSIS;

EID: 84883743469     PISSN: 0730725X     EISSN: 18735894     Source Type: Journal    
DOI: 10.1016/j.mri.2013.03.009     Document Type: Article

References (28)

1. Ardekani B.A., Kanno I. Statistical methods for detecting activated regions in functional MRI of the brain. Magn Reson Imaging 1998, 16(10):1217-1225.
2. Marchini J.L., Ripley B.D. A new statistical approach to detecting significant activation in functional MRI. Neuroimage 2000, 12(4):366-380.
3. Fransson P., Merboldt K.D., Petersson K.M., Ingvar M., Frahm J. On the effects of spatial filtering-a comparative fMRI study of episodic memory encoding at high and low resolution. Neuroimage 2002, 16(4):977-984.
4. Geissler A., Lanzenberger R., Barth M., Tahamtan A.R., Milakara D., Gartus A., et al. Influence of fMRI smoothing procedures on replicability of fine scale motor localization. Neuroimage 2005, 24(2):323-331.
5. White T., O'Leary D., Magnotta V., Arndt S., Flaum M., Andreasen N.C. Anatomic and functional variability: the effects of filter size in group fMRI data analysis. Neuroimage 2001, 13(4):577-588.
6. Mikl M., Mareček R., Hluštík P., Pavlicová M., Drastich A., Chlebus P., et al. Effects of spatial smoothing on fMRI group inferences. Magn Reson Imaging 2008, 26(4):490-503.
7. Genovese C.R., Noll D.C., Eddy W.F. Estimating test-retest reliability in functional MR imaging I: statistical methodology. Magn Reson Med 1997, 38(3):497-507.
8. Noll D.C., Genovese C.R., Nystrom L.E., Vazquez A.L., Forman S.D., Eddy W.F., et al. Estimating test-retest reliability in functional MR imaging II: application to motor and cognitive activation studies. Magn Reson Med 1997, 38(3):508-517.
9. Rombouts S., Barkhof F., Hoogenraad F., Sprenger M., Valk J., Scheltens P. Test-retest analysis with functional MR of the activated area in the human visual cortex. American journal of neuroradiology 1997, 18(7):1317-1322.
10. Yetkin F.Z., McAuliffe T.L., Cox R., Haughton V.M. Test-retest precision of functional MR in sensory and motor task activation. American journal of neuroradiology 1996, 17(1):95-98.
11. Bappal A., Biswal B.B. Modified bootstrap resampling technique considering temporal correlation in fMRI. Proc Intl Soc Mag Reson Med 2004, 11:2532.
12. Biswal B.B., Taylor P.A., Ulmer J.L. Use of jackknife resampling techniques to estimate the confidence intervals of fMRI parameters. J Comput Assist Tomogr 2001, 25(1):113.
13. Efron B., Tibshirani R.J. An Introduction to the Bootstrap 1994, Chapman & Hall/CRC monographs on statistics & applied probability.
14. Auffermann W.F., Ngan S.C., Hu X. Cluster significance testing using the bootstrap. Neuroimage 2002, 17(2):583-591.
15. Bellec P., Rosa-Neto P., Lyttelton O.C., Benali H., Evans A.C. Multi-level bootstrap analysis of stable clusters in resting-state fMRI. Neuroimage 2010, 51(3):1126-1139.
16. Ylipaavalniemi J., Vigário R. Analyzing consistency of independent components: an fMRI illustration. Neuroimage 2008, 39(1):169-180.
17. Bellec P., Perlbarg V., Evans A.C. Bootstrap generation and evaluation of an fMRI simulation database. Magn Reson Imaging 2009, 27(10):1382-1396.
18. Darki F., Oghabian M. Accurate activation map detection using bootstrap resampling of single fMRI data. Engineering in Medicine and Biology Society 2009.
19. Loubinoux I., Carel C., Alary F., Boulanouar K., Viallard G., Manelfe C., et al. Within-session and between-session reproducibility of cerebral sensorimotor activation: a test-retest effect evidenced with functional magnetic resonance imaging. J Cereb Blood Flow Metab 2001, 21(5):592-607.
20. Moser E., Teichtmeister C., Diemling M. Reproducibility and postprocessing of gradient-echo functional MRI to improve localization of brain activity in the human visual cortex. Magn Reson Imaging 1996, 14(6):567-579.
21. Specht K., Willmes K., Shah N.J., Jäncke L. Assessment of reliability in functional imaging studies. J Magn Reson Imaging 2003, 17(4):463-471.
22. Rutten G., Ramsey N., Van Rijen P., Van Veelen C. Reproducibility of fMRI-determined language lateralization in individual subjects. Brain Lang 2002, 80(3):421-437.
23. Veltman D., Friston K., Sanders G., Price C. Regionally specific sensitivity differences in fMRI and PET: where do they come from?. Neuroimage 2000, 11(6):575-588.
24. Kiehl K.A., Liddle P.F. Reproducibility of the hemodynamic response to auditory oddball stimuli: a six-week test-retest study. Hum Brain Mapp 2003, 18(1):42-52.
25. Machielsen W., Rombouts S.A.R.B., Barkhof F., Scheltens P., Witter M.P. FMRI of visual encoding: reproducibility of activation. Hum Brain Mapp 2000, 9(3):156-164.
26. Havel P., Braun B., Rau S., Tonn J.C., Fesl G., Brückmann H., et al. Reproducibility of activation in four motor paradigms. J Neurol 2006, 253(4):471-476.
27. Ramsey N.F., Tallent K., van Gelderen P., Frank J.A., Moonen C.T.W., Weinberger D.R. Reproducibility of human 3D fMRI brain maps acquired during a motor task. Hum Brain Mapp 1996, 4(2):113-121.
28. Mattay V.S., Frank J.A., Santha A., Pekar J.J., Duyn J.H., McLaughlin A.C., et al. Whole-brain functional mapping with isotropic MR imaging. Radiology 1996, 201(2):399-404.