Dynamic Causal Modeling applied to fMRI data shows high reliability

NeuroImage

Volumn 49, Issue 1, 2010, Pages 603-611

  Schuyler, Brianna ^a,b   Ollinger, John M ^a   Oakes, Terrence R ^a,c   Johnstone, Tom ^a,d   Davidson, Richard J ^a,b  

^a UNIVERSITY OF WISCONSIN MADISON   (United States)

^b UNIVERSITY OF WISCONSIN MADISON   (United States)

^c National Capital Consortium   (United States)

^d UNIVERSITY OF READING   (United Kingdom)

Author keywords

Dynamic Causal Modeling; FMRI; Reliability; Reproducibility; Test retest

Indexed keywords

ADULT; ANALYTICAL PARAMETERS; ARTICLE; CAUSAL MODELING; DATA ANALYSIS; DYNAMICS; FEMALE; FUNCTIONAL ASSESSMENT; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; MALE; MENTAL TASK; NORMAL HUMAN; PRIORITY JOURNAL; RELIABILITY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; TASK PERFORMANCE;

ACOUSTIC STIMULATION; ADOLESCENT; ADULT; ALGORITHMS; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; MIDDLE AGED; MODELS, NEUROLOGICAL; MODELS, STATISTICAL; PHOTIC STIMULATION; REPRODUCIBILITY OF RESULTS; YOUNG ADULT;

EID: 70349975996     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2009.07.015     Document Type: Article

References (46)

1. Aguirre G.K., Zarahn E., and D'esposito M. The variability of human, bold hemodynamic responses. Neuroimage 8 4 (November 1998) 360-369
2. Aron A.R., Gluck M.A., and Poldrack R.A. Long-term test-retest reliability of functional MRI in a classification learning task. NeuroImage 29 3 (February 2006) 1000-1006
3. Bitan T., Booth J.R., Choy J., Burman D.D., Gitelman D.R., and Mesulam. Shifts of effective connectivity within a language network during rhyming and spelling. J. Neurosci. 25 22 (June 2005) 5397-5403
4. Booth J.R., Wood L., Lu D., Houk J.C., and Bitan T. The role of the basal ganglia and cerebellum in language processing. Brain Res. 1133 1 (February 2007) 136-144
5. Booth J.R., Mehdiratta N., Burman D.D., and Bitan T. Developmental increases in effective connectivity to brain regions involved in phonological processing during tasks with orthographic demands. Brain Res. 1189 (January 2008) 78-89
6. Caceres A., Hall D.L., Zelaya F.O., Williams S.C., and Mehta M.A. Measuring fMRI reliability with the Intra-Class Correlation Coefficient. NeuroImage 45 3 (April 2009) 758-768
7. Cao F., Bitan T., and Booth J. Effective brain connectivity in children with reading difficulties during phonological processing. Brain Lang. 107 2 (November 2008) 91-101
8. Cicchetti D.V. Methodological commentary the precision of reliability and validity estimates re-visited: distinguishing between clinical and statistical significance of sample size requirements. J. Clin. Exp. Neuropsychol. 23 5 (2001) 695-700
9. Cohen M.S., and Dubois R.M. Stability, repeatability, and the expression of signal magnitude in functional magnetic resonance imaging. J. Magn. Reson. Imaging 10 1 (1999) 33-40
10. Cox R.W. Afni: software for analysis and visualization of functional magnetic resonance neuroimages. Comput. Biomed. Res. 29 3 (June 1996) 162-173
11. David O., Guillemain I., Saillet S., Reyt S., Deransart C., Segebarth C., and Depaulis A. Identifying neural drivers with functional MRI: an electrophysiological validation. PLoS Biol. 6 12 (December 2008) e315+
12. Devlin J.T., and Poldrack R.A. In praise of tedious anatomy. NeuroImage 37 4 (October 2007) 1033-1041
13. Dolan R.J., Morris J.S., and de Gelder B. Crossmodal binding of fear in voice and face. Pro. Natl. Acad. Sci. U. S. A. 98 17 (2001) 10006-10010
14. Ethofer T., Anders S., Erb M., Herbert C., Wiethoff S., Kissler J., Grodd W., and Wildgruber D. Cerebral pathways in processing of affective prosody: a Dynamic Causal Modeling study. Neuroimage 30 2 (April 2006) 580-587
15. Fairhall S.L.L., and Ishai A. Effective connectivity within the distributed cortical network for face perception. Cereb. Cortex. 17 10 (December 2006) 2400-2406
16. Feredoes E., and Postle B.R. Localization of load sensitivity of working memory storage: quantitatively and qualitatively discrepant results yielded by single-subject and group-averaged approaches to fMRI group analysis. NeuroImage 35 2 (April 2007) 881-903
17. Friedman L., Glover G., and Thefbirnconsortiu M. Reducing interscanner variability of activation in a multicenter fMRI study: controlling for signal-to-fluctuation-noise-ratio (SFNR) differences. NeuroImage 33 2 (November 2006) 471-481
18. Friedman L., Stern H., Brown G.G., Mathalon D.H., Turner J., Glover G.H., Gollub R.L., Lauriello J., Lim K.O., Cannon T., Greve D.N., Bockholt H.J., Belger A., Mueller B., Doty M.J., He J., Wells W., Smyth P., Pieper S., Kim S., Kubicki M., Vangel M., and Potkin S.G. Test-retest and between-site reliability in a multicenter fMRI study. Hum. Brain Mapp. 29 (2007) 958-972
19. Friston K.J. Bayesian estimation of dynamical systems: an application to fMRI. Neuroimage 16 2 (June 2002) 513-530
20. Friston K.J., Harrison L., and Penny W. Dynamic causal modelling. NeuroImage 19 4 (August 2003) 1273-1302
21. Goldman-Rakic P. Localization of function all over again. NeuroImage 11 5 (May 2000) 451-457
22. Grefkes C., Eickhoff S.B., Nowak D.A., Dafotakis M., and Fink G.R. Dynamic intra- and interhemispheric interactions during unilateral and bilateral hand movements assessed with fMRI and DCM. NeuroImage 41 4 (July 2008) 1382-1394
23. Grol M.J., Majdandzic J., Stephan K.E., Verhagen L., Dijkerman C.H., Bekkering H., Verstraten F.A., and Toni I. Parieto-frontal connectivity during visually guided grasping. J. Neurosci. 27 44 (October 2007) 11877-11887
24. Handwerker D.A., Ollinger J.M., and D'Esposito M. Variation of bold hemodynamic responses across subjects and brain regions and their effects on statistical analyses. NeuroImage 21 4 (April 2004) 1639-1651
25. Jenkinson M., Bannister P.R., Brady J.M., and Smith S.M. Improved optimisation for the robust and accurate linear registration and motion correction of brain images. NeuroImage 17 2 (2002) 825-841
26. Jezzard P., and Balaban R.S. Correction for geometric distortion. Magn. Reson. Med. 34 1 (1995) 65-73
27. Johnstone T., Somerville L., Alexander A., Oakes T., Davidson R., Kalin N., and Whalen P. Stability of amygdala bold response to fearful faces over multiple scan sessions. NeuroImage 25 4 (May 2005) 1112-1123
28. Johnstone T., van Reekum C.M., Oakes T.R., and Davidson R.J. The voice of emotion: an fMRI study of neural responses to angry and happy vocal expressions. Soc. Cogn. Affect. Neurosci. 1 3 (December 2006) 242-249
29. Le T.H., and Hu X. Methods for assessing accuracy and reliability in functional MRI. NMR in Biomedicine 10 4-5 (1997) 160-164
30. Leontiev O., and Buxton R.B.B. Reproducibility of bold, perfusion, and CMRO(2) measurements with calibrated-bold fMRI. Neuroimage 35 (January 2007) 175-184
31. Logothetis N.K. What we can do and what we cannot do with fMRI. Nature 453 (2008) 869-878
32. Loubinoux I., Carel C., Alary F., Boulanouar K., Viallard G., Manelfe C., Rascol O., Celsis P., and Chollet F. 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. 21 (2001) 592-607
33. Lundqvist D., Flykt A., and Öhman A. The Karolinska Directed Emotional Faces [CD-ROM] (1998), Karolinska Institute, Sweden
34. Mechelli A., Crinion J.T., Long S., Friston K., Lambon Ralph M.A., Patterson K., McClelland J.L., and Price C.J. Dissociating reading processes on the basis of neuronal interactions. J. Cogn. Neurosci. 17 11 (2005) 1753-1765
35. Noppeney U., Josephs O., Hocking J., Price C.J.J., and Friston K.J.J. The effect of prior visual information on recognition of speech and sounds. Cereb. Cortex. 18 3 (July 2007) 598-609
36. Oakes T.R., Johnstone T., Ores Walsh K.S., Greischar L.L., Alexander A.L., Fox A.S., and Davidson R.J. Comparison of fMRI motion correction software tools. NeuroImage 28 (2005) 529-543
37. Raichle M.E., and Mintun M.A. Brain work and brain imaging. Annu. Rev. Neurosci. 29 (2006) 449-476
38. Saxe R., Brett M., and Kanwisher N. Divide and conquer: a defense of functional localizers. Neuroimage 30 4 (May 2006)
39. Siman-Tov T., Mendelsohn A., Schonberg T., Avidan G., Podlipsky I., Pessoa L., Gadoth N., Ungerleider L.G., and Hendler T. Bihemispheric leftward bias in a visuospatial attention-related network. J. Neurosci. 27 42 (October 2007) 11271-11278
40. Shehzad Z., Kelly A.M., Reiss P.T., Gee D.G., Gotimer K., Uddin L.Q., Lee S.H., Margulies D.S., Roy A.K., Biswal B.B., Petkova E., Castellanos F.X., and Milham M.P. The Resting Brain: Unconstrained yet Reliable. Cereb. Cortex. Advance Access 19 10 (February 2009) 2209-2229
41. Shrout P.E., and Fleiss J.L. Intraclass correlations: uses in assessing rater reliability. Psychol. Bull. 86 (1979) 420-428
42. Sonty S.P., Mesulam X., Weintraub S., Johnson N.A., Parrish T.B., and Gitelman D.R. Altered effective connectivity within the language network in primary progressive aphasia. J. Neurosci. 27 6 (February 2007) 1334-1345
43. Stephan K.E., Harrison L.M., Kiebel S.J., David O., Penny W.D., and Friston K.J. Dynamic causal models of neural system dynamics: current state and future extensions. J. Biosci. 32 1 (January 2007) 129-144
44. Stephan K.E., Weiskopf N., Drysdale P.M., Robinson P.A., and Friston K.J. Comparing hemodynamic models with DCM. NeuroImage 38 3 (November 2007) 387-401
45. Waites A., Shaw M., Briellmann R., Labate A., Abbott D., and Jackson G. How reliable are fMRI-EEG studies of epilepsy? A nonparametric approach to analysis validation and optimization. NeuroImage 24 1 (January 2005) 192-199
46. Wei X., Yoo S.S., Dickey C.C., Zou K.H., Guttmann C.R.G., and Panych L.R. Functional MRI of auditory verbal working memory: long-term reproducibility analysis. NeuroImage 21 3 (March 2004) 1000-1008