Linking Brain Connectivity Across Different Time Scales with Electroencephalogram, Functional Magnetic Resonance Imaging, and Diffusion Tensor Imaging

Brain Connectivity

Volumn 2, Issue 1, 2012, Pages 11-20

  Jann, Kay ^a   Federspiel, Andrea ^a   Giezendanner, Stéphanie ^a   Andreotti, Jennifer ^a   Kottlow, Mara ^a   Dierks, Thomas ^a   Koenig, Thomas ^a  

^a UNIVERSITY OF BERN   (Switzerland)

Author keywords

DTI; EEG; fMRI; resting state

Indexed keywords

EID: 85012104623     PISSN: 21580014     EISSN: 21580022     Source Type: Journal    
DOI: 10.1089/brain.2011.0063     Document Type: Article

References (79)

1. Allen P.J., Josephs O, Turner R. 2000. A method for removing imaging artifact from continuous EEG recorded during functional MRI. Neuroimage 12:230-239.
2. Allen P.J., Polizzi G, Krakow K, Fish D.R., Lemieux L. 1998. Identification of EEG events in the MR scanner: the problem of pulse artifact and a method for its subtraction. Neuroimage 8:229-239.
3. Angelakis E, Stathopoulou S, Frymiare J.L., Green D.L., Lubar J.F., Kounios J. 2007. EEG neurofeedback: a brief overview and an example of peak alpha frequency training for cognitive enhancement in the elderly. Clin Neuropsychol 21:110-129.
4. Anokhin A, Vogel F. 1996. EEG alpha rhythm frequency and intelligence in normal adults. Intelligence 23:1-14.
5. Assaf Y, Gohen Y. 2009. Inferring microstructural information of white matter from diffusion MRI. In: Behrens T, Johansen-Berg H (eds.) Diffusion MRI. San Diego, CA: Academic Press. pp. 127-146.
6. Baria A.T., Baliki M.N., Parrish T, Apkarian AV. 2011. Anatomical and functional assemblies of brain BOLD oscillations. J Neurosci 31:7910-7919.
7. Basser P.J., Mattiello J, LeBihan D. 1994. Estimation of the effective self-diffusion tensor from the NMR spin echo. J Magn Reson B 103:247-254.
8. Basser P.J., Pierpaoli C. 1996. Microstructural and physiological features of tissues elucidated by quantitative-diffusion-tensor MRI. J Magn Reson B 111:209-219.
9. Beaulieu C. 2002. The basis of anisotropic water diffusion in the nervous systemâa technical review. NMR Biomed 15:435-455.
10. Beckmann C.F., DeLuca M, Devlin J.T., Smith SM. 2005. Investigations into resting-state connectivity using independent component analysis. Philos Trans R Soc Lond B Biol Sci 360:1001-1013.
11. Begre S, Kleinlogel H, Kiefer C, Strik W, Dierks T, Federspiel A. 2008. White matter anisotropy related to electrophysiology of first episode schizophrenia during NoGo inhibition. Neurobiol Dis 30:270-280.
12. Bennett I.J., Madden D.J., Vaidya C.J., Howard D.V., Howard J.H., Jr. 2010. Age-related differences in multiple measures of white matter integrity: a diffusion tensor imaging study of healthy aging. Hum Brain Mapp 31:378-390.
13. Boutros N.N., Arfken C, Galderisi S, Warrick J, Pratt G, Iacono W. 2008. The status of spectral EEG abnormality as a diagnostic test for schizophrenia. Schizophr Res 99:225-237.
14. Britz J, Van De Ville D, Michel CM. 2010. BOLD correlates of EEG topography reveal rapid resting-state network dynamics. Neuroimage 52:1162-1170.
15. Budde M.D., Kim J.H., Liang H.F., Schmidt R.E., Russell J.H., Cross A.H., Song SK. 2007. Toward accurate diagnosis of white matter pathology using diffusion tensor imaging. Magn Reson Med 57:688-695.
16. Camchong J, Macdonald AW 3rd, Bell C, Mueller B.A., Lim KO. 2011. Altered functional and anatomical connectivity in schizophrenia. Schizophr Bull 37:640-650.
17. Cole D.M., Smith S.M., Beckmann CF. 2010. Advances and pitfalls in the analysis and interpretation of resting-state FMRI data. Front Syst Neurosci 4:8.
18. Damoiseaux J.S., Greicius MD. 2009. Greater than the sum of its parts: a review of studies combining structural connectivity and resting-state functional connectivity. Brain Struct Funct 213:525-533.
19. Damoiseaux J.S., Rombouts S.A., Barkhof F, Scheltens P, Stam C.J., Smith S.M., Beckmann CF. 2006. Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci U S A 103:13848-13853.
20. De Luca M, Beckmann C.F., De Stefano N, Matthews P.M., Smith SM. 2006. fMRI resting state networks define distinct modes of long-distance interactions in the human brain. Neuroimage 29:1359-1367.
21. Deary I.J., Penke L, Johnson W. 2010. The neuroscience of human intelligence differences. Nat Rev Neurosci 11:201-211.
22. Doppelmayr M, Klimesch W, Stadler W, Pollhuber D, Heine C. 2002. EEG alpha power and intelligence. Intelligence 30:289-302.
23. Ellison-Wright I, Bullmore E. 2009. Meta-analysis of diffusion tensor imaging studies in schizophrenia. Schizophr Res 108:3-10.
24. Esposito F, Scarabino T, Hyvarinen A, Himberg J, Formisano E, Comani S, Tedeschi G, Goebel R, Seifritz E, Di Salle F. 2005. Independent component analysis of fMRI group studies by self-organizing clustering. Neuroimage 25:193-205.
25. Federspiel A, Begre S, Kiefer C, Schroth G, Strik W.K., Dierks T. 2006. Alterations of white matter connectivity in first episode schizophrenia. Neurobiol Dis 22:702-709.
26. Forman S.D., Cohen J.D., Fitzgerald M, Eddy W.F., Mintun M.A., Noll DC. 1995. Improved assessment of significant activation in functional magnetic resonance imaging (fMRI): use of a cluster-size threshold. Magn Reson Med 33:636-647.
27. Galderisi S, Mucci A, Volpe U, Boutros N. 2009. Evidence-based medicine and electrophysiology in schizophrenia. Clin EEG Neurosci 40:62-77.
28. Goldman L, Albus JS. 1968. Computation of impulse conduction in myelinated fibers; theoretical basis of the velocity-diameter relation. Biophys J 8:596-607.
29. Greicius M. 2008. Resting-state functional connectivity in neuropsychiatric disorders. Curr Opin Neurol 21:424-430.
30. Hagmann P, Cammoun L, Gigandet X, Gerhard S, Grant P.E., Wedeen V, Meuli R, Thiran J.P., Honey C.J., Sporns O. 2010. MR connectomics: principles and challenges. J Neurosci Methods 194:34-45.
31. Hanslmayr S, Sauseng P, Doppelmayr M, Schabus M, Klimesch W. 2005. Increasing individual upper alpha power by neurofeedback improves cognitive performance in human subjects. Appl Psychophysiol Biofeedback 30:1-10.
32. Harsan L.A., Poulet P, Guignard B, Steibel J, Parizel N, de Sousa P.L., Boehm N, Grucker D, Ghandour MS. 2006. Brain dysmyelination and recovery assessment by noninvasive in vivo diffusion tensor magnetic resonance imaging. J Neurosci Res 83:392-402.
33. Hubl D, Koenig T, Strik W, Federspiel A, Kreis R, Boesch C, Maier S.E., Schroth G, Lovblad K, Dierks T. 2004. Pathways that make voices: white matter changes in auditory hallucinations. Arch Gen Psychiatry 61:658-668.
34. Iturria-Medina Y, Canales-Rodriguez E.J., Melie-Garcia L, Valdes-Hernandez P.A., Martinez-Montes E, Aleman-Gomez Y, Sanchez-Bornot JM. 2007. Characterizing brain anatomical connections using diffusion weighted MRI and graph theory. Neuroimage 36:645-660.
35. Jann K, Dierks T, Boesch C, Kottlow M, Strik W, Koenig T. 2009. BOLD correlates of EEG alpha phase-locking and the fMRI default mode network. Neuroimage 45:903-916.
36. Jann K, Koenig T, Dierks T, Boesch C, Federspiel A. 2010a. Association of individual resting state EEG alpha frequency and cerebral blood flow. Neuroimage 51:365-372.
37. Jann K, Kottlow M, Dierks T, Boesch C, Koenig T. 2010b. Topographic electrophysiological signatures of FMRI Resting State Networks. PLoS One 5:e12945.
38. Kelly A.M., Uddin L.Q., Biswal B.B., Castellanos F.X., Milham MP. 2008. Competition between functional brain networks mediates behavioral variability. Neuroimage 39:527-537.
39. Klimesch W. 1996. Memory processes, brain oscillations and EEG synchronization. Int J Psychophysiol 24:61-100.
40. Klimesch W. 1997. EEG-alpha rhythms and memory processes. Int J Psychophysiol 26:319-340.
41. Klimesch W, Doppelmayr M, Schimke H, Pachinger T. 1996. Alpha frequency, reaction time, and the speed of processing information. J Clin Neurophysiol 13:511-518.
42. Klimesch W, Schimke H, Pfurtscheller G. 1993. Alpha frequency, cognitive load and memory performance. Brain Topogr 5:241-251.
43. Koenig T, Prichep L, Lehmann D, Sosa P.V., Braeker E, Kleinlogel H, Isenhart R, John E.R., 2002. Millisecond by millisecond, year by year: normative EEG microstates and developmental stages. Neuroimage 16:41-48.
44. Konrad A, Vucurevic G, Musso F, Stoeter P, Winterer G. 2009. Correlation of brain white matter diffusion anisotropy and mean diffusivity with reaction time in an oddball task. Neuropsychobiology 60:55-66.
45. Le Bihan D. 1990. Diffusion/perfusion MR imaging of the brain: from structure to function. Radiology 177:328-329.
46. Lehmann D. 1990. Past, present and future of topographic mapping. Brain Topogr 3:191-202.
47. Lehmann D, Strik W.K., Henggeler B, Koenig T, Koukkou M. 1998. Brain electric microstates and momentary conscious mind states as building blocks of spontaneous thinking: I. Visual imagery and abstract thoughts. Int J Psychophysiol 29:1-11.
48. Madden D.J., Bennett I.J., Song AW. 2009. Cerebral white matter integrity and cognitive aging: contributions from diffusion tensor imaging. Neuropsychol Rev 19:415-435.
49. Madden D.J., Whiting W.L., Huettel S.A., White L.E., MacFall J.R., Provenzale JM. 2004. Diffusion tensor imaging of adult age differences in cerebral white matter: relation to response time. Neuroimage 21:1174-1181.
50. Madler B, Drabycz S.A., Kolind S.H., Whittall K.P., MacKay AL. 2008. Is diffusion anisotropy an accurate monitor of myelination? Correlation of multicomponent T2 relaxation and diffusion tensor anisotropy in human brain. Magn Reson Imaging 26:874-888.
51. Moretti D.V., Babiloni C, Binetti G, Cassetta E, Dal Forno G, Ferreric F, Ferri R, Lanuzza B, Miniussi C, Nobili F, Rodriguez G, Salinari S, Rossini PM. 2004. Individual analysis of EEG frequency and band power in mild Alzheimer's disease. Clin Neurophysiol 115:299-308.
52. Moseley M, Bammer R, Illes J. 2002. Diffusion-tensor imaging of cognitive performance. Brain Cogn 50:396-413.
53. Nair G, Tanahashi Y, Low H.P., Billings-Gagliardi S, Schwartz W.J., Duong TQ. 2005. Myelination and long diffusion times alter diffusion-tensor-imaging contrast in myelin-deficient shiverer mice. Neuroimage 28:165-174.
54. Nunez P.L., Reid L, Bickford RG. 1978. The relationship of head size to alpha frequency with implications to a brain wave model. Electroencephalogr Clin Neurophysiol 44:344-352.
55. Patel R.S., Van De Ville D, Bowman FD. 2006. Determining significant connectivity by 4D spatiotemporal wavelet packet resampling of functional neuroimaging data. Neuroimage 31:1142-1155.
56. Richard Clark C, Veltmeyer M.D., Hamilton R.J., Simms E, Paul R, Hermens D, Gordon E. 2004. Spontaneous alpha peak frequency predicts working memory performance across the age span. Int J Psychophysiol 53:1-9.
57. Ritchie JM. 1982. On the relation between fibre diameter and conduction velocity in myelinated nerve fibres. Proc R Soc Lond B Biol Sci 217:29-35.
58. Rushton WA. 1951. A theory of the effects of fibre size in medullated nerve. J Physiol 115:101-122.
59. Sabah NH. 2000. Topics in membrane electrophysiology. Aspects of nerve conduction. IEEE Eng Med Biol Mag 19:111-118.
60. Sasson E, Doniger G.M., Pasternak O, Assaf Y. 2010. Structural correlates of memory performance with diffusion tensor imaging. Neuroimage 50:1231-1242.
61. Schwartz E.D., Cooper E.T., Fan Y, Jawad A.F., Chin C.L., Nissanov J, Hackney DB. 2005. MRI diffusion coefficients in spinal cord correlate with axon morphometry. Neuroreport 16:73-76.
62. Skudlarski P, Jagannathan K, Calhoun V.D., Hampson M, Skudlarska B.A., Pearlson G. 2008. Measuring brain connectivity: diffusion tensor imaging validates resting state temporal correlations. Neuroimage 43:554-561.
63. Song S.K., Sun S.W., Ju W.K., Lin S.J., Cross A.H., Neufeld AH. 2003. Diffusion tensor imaging detects and differentiates axon and myelin degeneration in mouse optic nerve after retinal ischemia. Neuroimage 20:1714-1722.
64. Song S.K., Sun S.W., Ramsbottom M.J., Chang C, Russell J, Cross AH. 2002. Dysmyelination revealed through MRI as increased radial (but unchanged axial) diffusion of water. Neuroimage 17:1429-1436.
65. Song S.K., Yoshino J, Le T.Q., Lin S.J., Sun S.W., Cross A.H., Armstrong RC. 2005. Demyelination increases radial diffusivity in corpus callosum of mouse brain. Neuroimage 26:132-140.
66. Sporns O. 2011. The human connectome: a complex network. Ann N Y Acad Sci 1224:109-125.
67. Sun S.W., Liang H.F., Trinkaus K, Cross A.H., Armstrong R.C., Song SK. 2006. Noninvasive detection of cuprizone induced axonal damage and demyelination in the mouse corpus callosum. Magn Reson Med 55:302-308.
68. Surwillo WW. 1963. The relation of simple response time to brain-wave frequency and the effects of age. Electroencephalogr Clin Neurophysiol 15:105-114.
69. Takeuchi H, Sekiguchi A, Taki Y, Yokoyama S, Yomogida Y, Komuro N, Yamanouchi T, Suzuki S, Kawashima R. 2010. Training of working memory impacts structural connectivity. J Neurosci 30:3297-3303.
70. Talairach J, Tournoux P. 1988. Referentially Oriented Cerebral MRI Anatomy. Stuttgart, NY: Georg Thieme Verlag.
71. Teipel S.J., Bokde A.L., Meindl T, Amaro E Jr., Soldner J, Reiser M.F., Herpertz S.C., Moller H.J., Hampel H. 2010. White matter microstructure underlying default mode network connectivity in the human brain. Neuroimage 49:2021-2032.
72. Teipel S.J., Meindl T, Grinberg L, Heinsen H, Hampel H. 2008. Novel MRI techniques in the assessment of dementia. Eur J Nucl Med Mol Imaging 35(Suppl. 1):S58-S69.
73. Tuch D.S., Salat D.H., Wisco J.J., Zaleta A.K., Hevelone N.D., Rosas HD. 2005. Choice reaction time performance correlates with diffusion anisotropy in white matter pathways supporting visuospatial attention. Proc Natl Acad Sci U S A 102:12212-12217.
74. Valdes-Hernandez P.A., Ojeda-Gonzalez A, Martinez-Montes E, Lage-Castellanos A, Virues-Alba T, Valdes-Urrutia L, Valdes-Sosa PA. 2010. White matter architecture rather than cortical surface area correlates with the EEG alpha rhythm. Neuroimage 49:2328-2339.
75. van den Heuvel M.P., Mandl R.C., Kahn R.S., Hulshoff Pol HE. 2009. Functionally linked resting-state networks reflect the underlying structural connectivity architecture of the human brain. Hum Brain Mapp 30:3127-3141.
76. Walther S, Federspiel A, Horn H, Razavi N, Wiest R, Dierks T, Strik W, Muller TJ. 2011. Alterations of white matter integrity related to motor activity in schizophrenia. Neurobiol Dis 42:276-283.
77. Wakana S, Jiang H, Nagae-Poetscher L.M., van Zijl P.C., Mori S. 2004. Fiber tract-based atlas of human white matter anatomy. Radiology 230:77-87.
78. Waxman SG. 1980. Determinants of conduction velocity in myelinated nerve fibers. Muscle Nerve 3:141-150.
79. Wu Q, Butzkueven H, Gresle M, Kirchhoff F, Friedhuber A, Yang Q, Wang H, Fang K, Lei H, Egan G.F., Kilpatrick TJ. 2007. MR diffusion changes correlate with ultra-structurally defined axonal degeneration in murine optic nerve. Neuroimage 37:1138-1147.