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Erschienen in: Brain Structure and Function 6/2009

01.10.2009 | Review

Greater than the sum of its parts: a review of studies combining structural connectivity and resting-state functional connectivity

verfasst von: Jessica S. Damoiseaux, Michael D. Greicius

Erschienen in: Brain Structure and Function | Ausgabe 6/2009

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Abstract

It is commonly assumed that functional brain connectivity reflects structural brain connectivity. The exact relationship between structure and function, however, might not be straightforward. In this review we aim to examine how our understanding of the relationship between structure and function in the ‘resting’ brain has advanced over the last several years. We discuss eight articles that directly compare resting-state functional connectivity with structural connectivity and three clinical case studies of patients with limited white matter connections between the cerebral hemispheres. All studies examined show largely convergent results: the strength of resting-state functional connectivity is positively correlated with structural connectivity strength. However, functional connectivity is also observed between regions where there is little or no structural connectivity, which most likely indicates functional correlations mediated by indirect structural connections (i.e. via a third region). As the methodologies for measuring structural and functional connectivity continue to improve and their complementary strengths are applied in parallel, we can expect important advances in our diagnostic and prognostic capacities in diseases like Alzheimer’s, multiple sclerosis, and stroke.
Literatur
Zurück zum Zitat Andrews-Hanna J, Snyder A, Vincent J, Lustig C, Head D, Raichle M, Buckner R (2007) Disruption of large-scale brain systems in advanced aging. Neuron 56(5):924–935PubMedCrossRef Andrews-Hanna J, Snyder A, Vincent J, Lustig C, Head D, Raichle M, Buckner R (2007) Disruption of large-scale brain systems in advanced aging. Neuron 56(5):924–935PubMedCrossRef
Zurück zum Zitat Beckmann CF, DeLuca M, Devlin JT, Smith SM (2005) Investigations into resting-state connectivity using independent component analysis. Philos Trans R Soc Lond B Biol Sci 360(1457):1001–1013PubMedCrossRef Beckmann CF, DeLuca M, Devlin JT, Smith SM (2005) Investigations into resting-state connectivity using independent component analysis. Philos Trans R Soc Lond B Biol Sci 360(1457):1001–1013PubMedCrossRef
Zurück zum Zitat Birn R, Murphy K, Bandettini P (2008) The effect of respiration variations on independent component analysis results of resting state functional connectivity. Hum Brain Mapp 29(7):740–750PubMedCrossRef Birn R, Murphy K, Bandettini P (2008) The effect of respiration variations on independent component analysis results of resting state functional connectivity. Hum Brain Mapp 29(7):740–750PubMedCrossRef
Zurück zum Zitat Biswal B (1995) Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. MRM 34:537–541 Biswal B (1995) Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. MRM 34:537–541
Zurück zum Zitat Buckner RL, Snyder AZ, Shannon BJ, LaRossa G, Sachs R, Fotenos AF, Sheline YI, Klunk WE, Mathis CA, Morris JC, Mintun MA (2005) Molecular, structural, and functional characterization of Alzheimer’s disease: evidence for a relationship between default activity, amyloid, and memory. J Neurosci 25(34):7709–7717PubMedCrossRef Buckner RL, Snyder AZ, Shannon BJ, LaRossa G, Sachs R, Fotenos AF, Sheline YI, Klunk WE, Mathis CA, Morris JC, Mintun MA (2005) Molecular, structural, and functional characterization of Alzheimer’s disease: evidence for a relationship between default activity, amyloid, and memory. J Neurosci 25(34):7709–7717PubMedCrossRef
Zurück zum Zitat Damoiseaux JS, Rombouts SA, Barkhof F, Scheltens P, Stam CJ, Smith SM, Beckmann CF (2006) Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci USA 103(37):13848–13853PubMedCrossRef Damoiseaux JS, Rombouts SA, Barkhof F, Scheltens P, Stam CJ, Smith SM, Beckmann CF (2006) Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci USA 103(37):13848–13853PubMedCrossRef
Zurück zum Zitat Damoiseaux J, Smith S, Witter M, Arigita E, Barkhof F, Scheltens P, Stam C, Zarei M, Rombouts S (2009) White matter tract integrity in aging and Alzheimer’s disease. Hum Brain Mapp 30(4):1051–1059 Damoiseaux J, Smith S, Witter M, Arigita E, Barkhof F, Scheltens P, Stam C, Zarei M, Rombouts S (2009) White matter tract integrity in aging and Alzheimer’s disease. Hum Brain Mapp 30(4):1051–1059
Zurück zum Zitat Desikan R, Ségonne F, Fischl B, Quinn B, Dickerson B, Blacker D, Buckner R, Dale A, Maguire R, Hyman B, Albert M, Killiany R (2006) An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest. Neuroimage 31(3):968–980PubMedCrossRef Desikan R, Ségonne F, Fischl B, Quinn B, Dickerson B, Blacker D, Buckner R, Dale A, Maguire R, Hyman B, Albert M, Killiany R (2006) An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest. Neuroimage 31(3):968–980PubMedCrossRef
Zurück zum Zitat Filippini N, MacIntosh BJ, Hough MG, Goodwin GM, Frisoni GB, Smith SM, Matthews PM, Beckmann CF, Mackay CE (2009) Distinct patterns of brain activity in young carriers of the APOE-epsilon4 allele. Proc Natl Acad Sci USA 106(17):7209–7214PubMedCrossRef Filippini N, MacIntosh BJ, Hough MG, Goodwin GM, Frisoni GB, Smith SM, Matthews PM, Beckmann CF, Mackay CE (2009) Distinct patterns of brain activity in young carriers of the APOE-epsilon4 allele. Proc Natl Acad Sci USA 106(17):7209–7214PubMedCrossRef
Zurück zum Zitat Good CD, Johnsrude IS, Ashburner J, Henson RN, Friston KJ, Frackowiak RS (2001) A voxel-based morphometric study of ageing in 465 normal adult human brains. Neuroimage 14(1 Pt 1):21–36PubMedCrossRef Good CD, Johnsrude IS, Ashburner J, Henson RN, Friston KJ, Frackowiak RS (2001) A voxel-based morphometric study of ageing in 465 normal adult human brains. Neuroimage 14(1 Pt 1):21–36PubMedCrossRef
Zurück zum Zitat Greicius MD, Krasnow B, Reiss AL, Menon V (2003) Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc Natl Acad Sci USA 100(1):253–258PubMedCrossRef Greicius MD, Krasnow B, Reiss AL, Menon V (2003) Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc Natl Acad Sci USA 100(1):253–258PubMedCrossRef
Zurück zum Zitat Greicius MD, Srivastava G, Reiss AL, Menon V (2004) Default-mode network activity distinguishes Alzheimer’s disease from healthy aging: evidence from functional MRI. Proc Natl Acad Sci USA 101(13):4637–4642PubMedCrossRef Greicius MD, Srivastava G, Reiss AL, Menon V (2004) Default-mode network activity distinguishes Alzheimer’s disease from healthy aging: evidence from functional MRI. Proc Natl Acad Sci USA 101(13):4637–4642PubMedCrossRef
Zurück zum Zitat Greicius M, Supekar K, Menon V, Dougherty R (2009) Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb Cortex 19(1):72–78. Epub 2008 Apr 9 Greicius M, Supekar K, Menon V, Dougherty R (2009) Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb Cortex 19(1):72–78. Epub 2008 Apr 9
Zurück zum Zitat Hagmann P, Cammoun L, Gigandet X, Meuli R, Honey C, Wedeen V, Sporns O (2008) Mapping the structural core of human cerebral cortex. PLoS Biol 6(7):e159PubMedCrossRef Hagmann P, Cammoun L, Gigandet X, Meuli R, Honey C, Wedeen V, Sporns O (2008) Mapping the structural core of human cerebral cortex. PLoS Biol 6(7):e159PubMedCrossRef
Zurück zum Zitat He Y, Chen ZJ, Evans AC (2007) Small-World anatomical networks in the human brain revealed by cortical thickness from MRI. Cereb Cortex 17(10):2407–2419. Epub 2007 Jan 4 He Y, Chen ZJ, Evans AC (2007) Small-World anatomical networks in the human brain revealed by cortical thickness from MRI. Cereb Cortex 17(10):2407–2419. Epub 2007 Jan 4
Zurück zum Zitat Honey C, Sporns O, Cammoun L, Gigandet X, Thiran J, Meuli R, Hagmann P (2009) Predicting human resting-state functional connectivity from structural connectivity. Proc Natl Acad Sci USA 106(6):2035–2040PubMedCrossRef Honey C, Sporns O, Cammoun L, Gigandet X, Thiran J, Meuli R, Hagmann P (2009) Predicting human resting-state functional connectivity from structural connectivity. Proc Natl Acad Sci USA 106(6):2035–2040PubMedCrossRef
Zurück zum Zitat Johnston J, Vaishnavi S, Smyth M, Zhang D, He B, Zempel J, Shimony J, Snyder A, Raichle M (2008) Loss of resting interhemispheric functional connectivity after complete section of the corpus callosum. J Neurosci 28(25):6453–6458PubMedCrossRef Johnston J, Vaishnavi S, Smyth M, Zhang D, He B, Zempel J, Shimony J, Snyder A, Raichle M (2008) Loss of resting interhemispheric functional connectivity after complete section of the corpus callosum. J Neurosci 28(25):6453–6458PubMedCrossRef
Zurück zum Zitat Koch M, Norris D, Hund-Georgiadis M (2002) An investigation of functional and anatomical connectivity using magnetic resonance imaging. Neuroimage 16(1):241–250PubMedCrossRef Koch M, Norris D, Hund-Georgiadis M (2002) An investigation of functional and anatomical connectivity using magnetic resonance imaging. Neuroimage 16(1):241–250PubMedCrossRef
Zurück zum Zitat Le Bihan D (2003) Looking into the functional architecture of the brain with diffusion MRI. Nat Rev Neurosci 4(6):469–480PubMedCrossRef Le Bihan D (2003) Looking into the functional architecture of the brain with diffusion MRI. Nat Rev Neurosci 4(6):469–480PubMedCrossRef
Zurück zum Zitat Lowe M, Beall E, Sakaie K, Koenig K, Stone L, Marrie R, Phillips M (2008) Resting state sensorimotor functional connectivity in multiple sclerosis inversely correlates with transcallosal motor pathway transverse diffusivity. Hum Brain Mapp 29(7):818–827PubMedCrossRef Lowe M, Beall E, Sakaie K, Koenig K, Stone L, Marrie R, Phillips M (2008) Resting state sensorimotor functional connectivity in multiple sclerosis inversely correlates with transcallosal motor pathway transverse diffusivity. Hum Brain Mapp 29(7):818–827PubMedCrossRef
Zurück zum Zitat Mechelli A, Friston K, Frackowiak R, Price C (2005) Structural covariance in the human cortex. J Neurosci 25(36):8303–8310PubMedCrossRef Mechelli A, Friston K, Frackowiak R, Price C (2005) Structural covariance in the human cortex. J Neurosci 25(36):8303–8310PubMedCrossRef
Zurück zum Zitat Morcom A, Fletcher P (2007) Does the brain have a baseline? Why we should be resisting a rest. Neuroimage 37(4):1073–1082CrossRef Morcom A, Fletcher P (2007) Does the brain have a baseline? Why we should be resisting a rest. Neuroimage 37(4):1073–1082CrossRef
Zurück zum Zitat Moseley M, Cohen Y, Kucharczyk J, Mintorovitch J, Asgari H, Wendland M, Tsuruda J, Norman D (1990) Diffusion-weighted MR imaging of anisotropic water diffusion in cat central nervous system. Radiology 176(2):439–445PubMed Moseley M, Cohen Y, Kucharczyk J, Mintorovitch J, Asgari H, Wendland M, Tsuruda J, Norman D (1990) Diffusion-weighted MR imaging of anisotropic water diffusion in cat central nervous system. Radiology 176(2):439–445PubMed
Zurück zum Zitat Murphy K, Birn R, Handwerker D, Jones T, Bandettini P (2009) The impact of global signal regression on resting state correlations: are anti-correlated networks introduced? Neuroimage 44(3):893–905PubMedCrossRef Murphy K, Birn R, Handwerker D, Jones T, Bandettini P (2009) The impact of global signal regression on resting state correlations: are anti-correlated networks introduced? Neuroimage 44(3):893–905PubMedCrossRef
Zurück zum Zitat Quigley M, Cordes D, Turski P, Moritz C, Haughton V, Seth R, Meyerand M (2003) Role of the corpus callosum in functional connectivity. AJNR Am J Neuroradiol 24(2):208–212PubMed Quigley M, Cordes D, Turski P, Moritz C, Haughton V, Seth R, Meyerand M (2003) Role of the corpus callosum in functional connectivity. AJNR Am J Neuroradiol 24(2):208–212PubMed
Zurück zum Zitat Raichle M, Snyder A (2007) A default mode of brain function: a brief history of an evolving idea. Neuroimage 37(4):1083–1090 (discussion 1097–1099)PubMedCrossRef Raichle M, Snyder A (2007) A default mode of brain function: a brief history of an evolving idea. Neuroimage 37(4):1083–1090 (discussion 1097–1099)PubMedCrossRef
Zurück zum Zitat Raichle M, MacLeod A, Snyder A, Powers W, Gusnard D, Shulman G (2001) A default mode of brain function. Proc Natl Acad Sci USA 98(2):676–682PubMedCrossRef Raichle M, MacLeod A, Snyder A, Powers W, Gusnard D, Shulman G (2001) A default mode of brain function. Proc Natl Acad Sci USA 98(2):676–682PubMedCrossRef
Zurück zum Zitat Seeley WW, Crawford RK, Zhou J, Miller BL, Greicius MD (2009) Neurodegenerative diseases target large-scale human brain networks. Neuron 62(1):42–52PubMedCrossRef Seeley WW, Crawford RK, Zhou J, Miller BL, Greicius MD (2009) Neurodegenerative diseases target large-scale human brain networks. Neuron 62(1):42–52PubMedCrossRef
Zurück zum Zitat Shehzad Z, Kelly AM, Reiss PT, Gee DG, Gotimer K, Uddin LQ, Lee SH, Margulies DS, Roy AK, Biswal BB, Petkova E, Castellanos FX, Milham MP (2009) The resting brain: unconstrained yet reliable. Cereb Cortex. Feb 16 [Epub ahead of print] Shehzad Z, Kelly AM, Reiss PT, Gee DG, Gotimer K, Uddin LQ, Lee SH, Margulies DS, Roy AK, Biswal BB, Petkova E, Castellanos FX, Milham MP (2009) The resting brain: unconstrained yet reliable. Cereb Cortex. Feb 16 [Epub ahead of print]
Zurück zum Zitat Skudlarski P, Jagannathan K, Calhoun V, Hampson M, Skudlarska B, Pearlson G (2008) Measuring brain connectivity: diffusion tensor imaging validates resting state temporal correlations. Neuroimage 43(3):554–561PubMedCrossRef Skudlarski P, Jagannathan K, Calhoun V, Hampson M, Skudlarska B, Pearlson G (2008) Measuring brain connectivity: diffusion tensor imaging validates resting state temporal correlations. Neuroimage 43(3):554–561PubMedCrossRef
Zurück zum Zitat Teipel S, Pogarell O, Meindl T, Dietrich O, Sydykova D, Hunklinger U, Georgii B, Mulert C, Reiser M, Möller H, Hampel H (2009) Regional networks underlying interhemispheric connectivity: an EEG and DTI study in healthy ageing and amnestic mild cognitive impairment. Hum Brain Mapp 30(7):2098–2119 Teipel S, Pogarell O, Meindl T, Dietrich O, Sydykova D, Hunklinger U, Georgii B, Mulert C, Reiser M, Möller H, Hampel H (2009) Regional networks underlying interhemispheric connectivity: an EEG and DTI study in healthy ageing and amnestic mild cognitive impairment. Hum Brain Mapp 30(7):2098–2119
Zurück zum Zitat Uddin L, Mooshagian E, Zaidel E, Scheres A, Margulies D, Kelly A, Shehzad Z, Adelstein J, Castellanos F, Biswal B, Milham M (2008) Residual functional connectivity in the split-brain revealed with resting-state functional MRI. Neuroreport 19(7):703–709PubMedCrossRef Uddin L, Mooshagian E, Zaidel E, Scheres A, Margulies D, Kelly A, Shehzad Z, Adelstein J, Castellanos F, Biswal B, Milham M (2008) Residual functional connectivity in the split-brain revealed with resting-state functional MRI. Neuroreport 19(7):703–709PubMedCrossRef
Zurück zum Zitat van den Heuvel M, Mandl R, Hulshoff Pol H (2008a) Normalized cut group clustering of resting-state FMRI data. PLoS ONE 3(4):e2001PubMedCrossRef van den Heuvel M, Mandl R, Hulshoff Pol H (2008a) Normalized cut group clustering of resting-state FMRI data. PLoS ONE 3(4):e2001PubMedCrossRef
Zurück zum Zitat van den Heuvel M, Mandl R, Luigjes J, Hulshoff Pol H (2008b) Microstructural organization of the cingulum tract and the level of default mode functional connectivity. J Neurosci 28(43):10844–10851PubMedCrossRef van den Heuvel M, Mandl R, Luigjes J, Hulshoff Pol H (2008b) Microstructural organization of the cingulum tract and the level of default mode functional connectivity. J Neurosci 28(43):10844–10851PubMedCrossRef
Zurück zum Zitat Zhang Y, Schuff N, Jahng G, Bayne W, Mori S, Schad L, Mueller S, Du A, Kramer J, Yaffe K, Chui H, Jagust W, Miller B, Weiner M (2007) Diffusion tensor imaging of cingulum fibers in mild cognitive impairment and Alzheimer disease. Neurology 68(1):13–19PubMedCrossRef Zhang Y, Schuff N, Jahng G, Bayne W, Mori S, Schad L, Mueller S, Du A, Kramer J, Yaffe K, Chui H, Jagust W, Miller B, Weiner M (2007) Diffusion tensor imaging of cingulum fibers in mild cognitive impairment and Alzheimer disease. Neurology 68(1):13–19PubMedCrossRef
Metadaten
Titel
Greater than the sum of its parts: a review of studies combining structural connectivity and resting-state functional connectivity
verfasst von
Jessica S. Damoiseaux
Michael D. Greicius
Publikationsdatum
01.10.2009
Verlag
Springer-Verlag
Erschienen in
Brain Structure and Function / Ausgabe 6/2009
Print ISSN: 1863-2653
Elektronische ISSN: 1863-2661
DOI
https://doi.org/10.1007/s00429-009-0208-6

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