Skip to main content
Top
Published in: Brain Structure and Function 6/2009

01-10-2009 | Original Article

Measurement of spontaneous signal fluctuations in fMRI: adult age differences in intrinsic functional connectivity

Authors: Nan-kuei Chen, Ying-hui Chou, Allen W. Song, David J. Madden

Published in: Brain Structure and Function | Issue 6/2009

Login to get access

Abstract

Functional connectivity (FC) reflects the coherence of spontaneous, low-frequency fluctuations in functional magnetic resonance imaging (fMRI) data. We report a behavior-based connectivity analysis method, in which whole-brain data are used to identify behaviorally relevant, intrinsic FC networks. Nineteen younger adults (20–28 years) and 19 healthy, older adults (63–78 years) were assessed with fMRI and diffusion tensor imaging (DTI). Results indicated that FC involving a distributed network of brain regions, particularly the inferior frontal gyri, exhibited age-related change in the correlation with perceptual-motor speed (choice reaction time; RT). No relation between FC and RT was evident for younger adults, whereas older adults exhibited a significant age-related slowing of perceptual-motor speed, which was mediated by decreasing FC. Older adults’ FC values were in turn associated positively with white matter integrity (from DTI) within the genu of the corpus callosum. The developed FC analysis illustrates the value of identifying connectivity by combining structural, functional, and behavioral data.
Literature
go back to reference Andrews-Hanna JR, Snyder AZ, Vincent JL, Lustig C, Head D, Raichle ME, Buckner RL (2007) Disruption of large-scale brain systems in advanced aging. Neuron 56:924–935PubMedCrossRef Andrews-Hanna JR, Snyder AZ, Vincent JL, Lustig C, Head D, Raichle ME, Buckner RL (2007) Disruption of large-scale brain systems in advanced aging. Neuron 56:924–935PubMedCrossRef
go back to reference Bartzokis G, Sultzer D, Lu PH, Nuechterlein KH, Mintz J, Cummings JL (2004) Heterogeneous age-related breakdown of white matter structural integrity: implications for cortical “disconnection” in aging and Alzheimer’s disease. Neurobiol Aging 25:843–851PubMedCrossRef Bartzokis G, Sultzer D, Lu PH, Nuechterlein KH, Mintz J, Cummings JL (2004) Heterogeneous age-related breakdown of white matter structural integrity: implications for cortical “disconnection” in aging and Alzheimer’s disease. Neurobiol Aging 25:843–851PubMedCrossRef
go back to reference Basser PJ, Jones DK (2002) Diffusion-tensor MRI: theory, experimental design and data analysis—a technical review. NMR Biomed 15:456–467PubMedCrossRef Basser PJ, Jones DK (2002) Diffusion-tensor MRI: theory, experimental design and data analysis—a technical review. NMR Biomed 15:456–467PubMedCrossRef
go back to reference Beaulieu C (2002) The basis of anisotropic water diffusion in the nervous system—a technical review. NMR Biomed 15:435–455PubMedCrossRef Beaulieu C (2002) The basis of anisotropic water diffusion in the nervous system—a technical review. NMR Biomed 15:435–455PubMedCrossRef
go back to reference Beck AT (1978) The Beck depression inventory. Psychological Corporation, New York Beck AT (1978) The Beck depression inventory. Psychological Corporation, New York
go back to reference Binder JR, Frost JA, Hammeke TA, Bellgowan PS, Rao SM, Cox RW (1999) Conceptual processing during the conscious resting state. A functional MRI study. J Cogn Neurosci 11:80–95PubMedCrossRef Binder JR, Frost JA, Hammeke TA, Bellgowan PS, Rao SM, Cox RW (1999) Conceptual processing during the conscious resting state. A functional MRI study. J Cogn Neurosci 11:80–95PubMedCrossRef
go back to reference Biswal B, Yetkin FZ, Haughton VM, Hyde JS (1995) Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn Reson Med 34:537–541PubMedCrossRef Biswal B, Yetkin FZ, Haughton VM, Hyde JS (1995) Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn Reson Med 34:537–541PubMedCrossRef
go back to reference Brass M, von Cramon DY (2004) Decomposing components of task preparation with functional magnetic resonance imaging. J Cogn Neurosci 16:609–620PubMedCrossRef Brass M, von Cramon DY (2004) Decomposing components of task preparation with functional magnetic resonance imaging. J Cogn Neurosci 16:609–620PubMedCrossRef
go back to reference Bucur B, Madden DJ, Spaniol J, Provenzale JM, Cabeza R, White LE, Huettel SA (2008) Age-related slowing of memory retrieval: contributions of perceptual speed and cerebral white matter integrity. Neurobiol Aging 29:1070–1079PubMedCrossRef Bucur B, Madden DJ, Spaniol J, Provenzale JM, Cabeza R, White LE, Huettel SA (2008) Age-related slowing of memory retrieval: contributions of perceptual speed and cerebral white matter integrity. Neurobiol Aging 29:1070–1079PubMedCrossRef
go back to reference Christensen KJ, Moye J, Armson RR, Kern TM (1992) Health screening and random recruitment for cognitive aging research. Psychol Aging 7:204–208PubMedCrossRef Christensen KJ, Moye J, Armson RR, Kern TM (1992) Health screening and random recruitment for cognitive aging research. Psychol Aging 7:204–208PubMedCrossRef
go back to reference 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 103:13848–13853PubMedCrossRef 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 103:13848–13853PubMedCrossRef
go back to reference Damoiseaux JS, Beckmann CF, Arigita EJ, Barkhof F, Scheltens P, Stam CJ, Smith SM, Rombouts SA (2008) Reduced resting-state brain activity in the “default network” in normal aging. Cereb Cortex 18:1856–1864PubMedCrossRef Damoiseaux JS, Beckmann CF, Arigita EJ, Barkhof F, Scheltens P, Stam CJ, Smith SM, Rombouts SA (2008) Reduced resting-state brain activity in the “default network” in normal aging. Cereb Cortex 18:1856–1864PubMedCrossRef
go back to reference Davis SW, Dennis NA, Buchler NG, White LE, Madden DJ, Cabeza R (2009) Assessing the effects of age on long white matter tracts using diffusion tensor tractography. Neuroimage 46:530–541PubMedCrossRef Davis SW, Dennis NA, Buchler NG, White LE, Madden DJ, Cabeza R (2009) Assessing the effects of age on long white matter tracts using diffusion tensor tractography. Neuroimage 46:530–541PubMedCrossRef
go back to reference De Luca M, Beckmann CF, De Stefano N, Matthews PM, Smith SM (2006) fMRI resting state networks define distinct modes of long-distance interactions in the human brain. Neuroimage 29:1359–1367PubMedCrossRef De Luca M, Beckmann CF, De Stefano N, Matthews PM, Smith SM (2006) fMRI resting state networks define distinct modes of long-distance interactions in the human brain. Neuroimage 29:1359–1367PubMedCrossRef
go back to reference Demb JB, Desmond JE, Wagner AD, Vaidya CJ, Glover GH, Gabrieli JD (1995) Semantic encoding and retrieval in the left inferior prefrontal cortex: a functional MRI study of task difficulty and process specificity. J Neurosci 15:5870–5878PubMed Demb JB, Desmond JE, Wagner AD, Vaidya CJ, Glover GH, Gabrieli JD (1995) Semantic encoding and retrieval in the left inferior prefrontal cortex: a functional MRI study of task difficulty and process specificity. J Neurosci 15:5870–5878PubMed
go back to reference Dennis NA, Cabeza R (2008) Neuroimaging of healthy cognitive aging. In: Craik FIM, Salthouse TA (eds) The handbook of aging and cognition. Psychology Press, New York, pp 1–54 Dennis NA, Cabeza R (2008) Neuroimaging of healthy cognitive aging. In: Craik FIM, Salthouse TA (eds) The handbook of aging and cognition. Psychology Press, New York, pp 1–54
go back to reference Fair DA, Schlaggar BL, Cohen AL, Miezin FM, Dosenbach NU, Wenger KK, Fox MD, Snyder AZ, Raichle ME, Petersen SE (2007) A method for using blocked and event-related fMRI data to study “resting state” functional connectivity. Neuroimage 35:396–405PubMedCrossRef Fair DA, Schlaggar BL, Cohen AL, Miezin FM, Dosenbach NU, Wenger KK, Fox MD, Snyder AZ, Raichle ME, Petersen SE (2007) A method for using blocked and event-related fMRI data to study “resting state” functional connectivity. Neuroimage 35:396–405PubMedCrossRef
go back to reference Fiez JA (1997) Phonology, semantics, and the role of the left inferior prefrontal cortex. Hum Brain Mapp 5:79–83PubMedCrossRef Fiez JA (1997) Phonology, semantics, and the role of the left inferior prefrontal cortex. Hum Brain Mapp 5:79–83PubMedCrossRef
go back to reference Folstein MF, Folstein SE, McHugh PR (1975) Mini-mental state. A practical method for grading the cognitive state of patients for the clinician. J Psychiatr Res 12:189–198PubMedCrossRef Folstein MF, Folstein SE, McHugh PR (1975) Mini-mental state. A practical method for grading the cognitive state of patients for the clinician. J Psychiatr Res 12:189–198PubMedCrossRef
go back to reference Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, Raichle ME (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci USA 102:9673–9678PubMedCrossRef Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, Raichle ME (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci USA 102:9673–9678PubMedCrossRef
go back to reference Fox MD, Corbetta M, Snyder AZ, Vincent JL, Raichle ME (2006) Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems. Proc Natl Acad Sci USA 103:10046–10051PubMedCrossRef Fox MD, Corbetta M, Snyder AZ, Vincent JL, Raichle ME (2006) Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems. Proc Natl Acad Sci USA 103:10046–10051PubMedCrossRef
go back to reference Fox MD, Snyder AZ, Vincent JL, Raichle ME (2007) Intrinsic fluctuations within cortical systems account for intertrial variability in human behavior. Neuron 56:171–184PubMedCrossRef Fox MD, Snyder AZ, Vincent JL, Raichle ME (2007) Intrinsic fluctuations within cortical systems account for intertrial variability in human behavior. Neuron 56:171–184PubMedCrossRef
go back to reference Garavan H, Ross TJ, Stein EA (1999) Right hemispheric dominance of inhibitory control: an event-related functional MRI study. Proc Natl Acad Sci USA 96:8301–8306PubMedCrossRef Garavan H, Ross TJ, Stein EA (1999) Right hemispheric dominance of inhibitory control: an event-related functional MRI study. Proc Natl Acad Sci USA 96:8301–8306PubMedCrossRef
go back to reference 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 100:253–258PubMedCrossRef 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 100:253–258PubMedCrossRef
go back to reference 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 101:4637–4642PubMedCrossRef 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 101:4637–4642PubMedCrossRef
go back to reference Greicius MD, Supekar K, Menon V, Dougherty RF (2009) Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb Cortex 19:72–78PubMedCrossRef Greicius MD, Supekar K, Menon V, Dougherty RF (2009) Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb Cortex 19:72–78PubMedCrossRef
go back to reference Hampson M, Peterson BS, Skudlarski P, Gatenby JC, Gore JC (2002) Detection of functional connectivity using temporal correlations in MR images. Hum Brain Mapp 15:247–262PubMedCrossRef Hampson M, Peterson BS, Skudlarski P, Gatenby JC, Gore JC (2002) Detection of functional connectivity using temporal correlations in MR images. Hum Brain Mapp 15:247–262PubMedCrossRef
go back to reference Konishi S, Nakajima K, Uchida I, Kikyo H, Kameyama M, Miyashita Y (1999) Common inhibitory mechanism in human inferior prefrontal cortex revealed by event-related functional MRI. Brain 122:981–991PubMedCrossRef Konishi S, Nakajima K, Uchida I, Kikyo H, Kameyama M, Miyashita Y (1999) Common inhibitory mechanism in human inferior prefrontal cortex revealed by event-related functional MRI. Brain 122:981–991PubMedCrossRef
go back to reference Kučera H, Francis WN (1967) Computational analysis of present-day American English. Brown University Press, Providence Kučera H, Francis WN (1967) Computational analysis of present-day American English. Brown University Press, Providence
go back to reference Liu T, Li H, Wong K, Tarokh A, Guo L, Wong ST (2007) Brain tissue segmentation based on DTI data. Neuroimage 38:114–123PubMedCrossRef Liu T, Li H, Wong K, Tarokh A, Guo L, Wong ST (2007) Brain tissue segmentation based on DTI data. Neuroimage 38:114–123PubMedCrossRef
go back to reference Lustig C, Snyder AZ, Bhakta M, O’Brien KC, McAvoy M, Raichle ME, Morris JC, Buckner RL (2003) Functional deactivations: change with age and dementia of the Alzheimer type. Proc Natl Acad Sci USA 100:14504–14509PubMedCrossRef Lustig C, Snyder AZ, Bhakta M, O’Brien KC, McAvoy M, Raichle ME, Morris JC, Buckner RL (2003) Functional deactivations: change with age and dementia of the Alzheimer type. Proc Natl Acad Sci USA 100:14504–14509PubMedCrossRef
go back to reference Madden DJ (2001) Speed and timing of behavioral processes. In: Birren JE, Schaie KW (eds) Handbook of the psychology of aging. Academic Press, San Diego, pp 288–312 Madden DJ (2001) Speed and timing of behavioral processes. In: Birren JE, Schaie KW (eds) Handbook of the psychology of aging. Academic Press, San Diego, pp 288–312
go back to reference Madden DJ, Bennett IJ, Song AW (2009a) Cerebral white matter integrity and cognitive aging: contributions from diffusion tensor imaging. Neuropsychol Rev Madden DJ, Bennett IJ, Song AW (2009a) Cerebral white matter integrity and cognitive aging: contributions from diffusion tensor imaging. Neuropsychol Rev
go back to reference Madden DJ, Spaniol J, Costello MC, Bucur B, White LE, Cabeza R, Davis SW, Dennis NA, Provenzale JM, Huettel SA (2009b) Cerebral white matter integrity mediates adult age differences in cognitive performance. J Cogn Neurosci 21:289–302PubMedCrossRef Madden DJ, Spaniol J, Costello MC, Bucur B, White LE, Cabeza R, Davis SW, Dennis NA, Provenzale JM, Huettel SA (2009b) Cerebral white matter integrity mediates adult age differences in cognitive performance. J Cogn Neurosci 21:289–302PubMedCrossRef
go back to reference Mazoyer B, Zago L, Mellet E, Bricogne S, Etard O, Houde O, Crivello F, Joliot M, Petit L, Tzourio-Mazoyer N (2001) Cortical networks for working memory and executive functions sustain the conscious resting state in man. Brain Res Bull 54:287–298PubMedCrossRef Mazoyer B, Zago L, Mellet E, Bricogne S, Etard O, Houde O, Crivello F, Joliot M, Petit L, Tzourio-Mazoyer N (2001) Cortical networks for working memory and executive functions sustain the conscious resting state in man. Brain Res Bull 54:287–298PubMedCrossRef
go back to reference Persson J, Lustig C, Nelson JK, Reuter-Lorenz PA (2007) Age differences in deactivation: a link to cognitive control? J Cogn Neurosci 19:1021–1032PubMedCrossRef Persson J, Lustig C, Nelson JK, Reuter-Lorenz PA (2007) Age differences in deactivation: a link to cognitive control? J Cogn Neurosci 19:1021–1032PubMedCrossRef
go back to reference Raichle ME, MacLeod AM, Snyder AZ, Powers WJ, Gusnard DA, Shulman GL (2001) A default mode of brain function. Proc Natl Acad Sci USA 98:676–682PubMedCrossRef Raichle ME, MacLeod AM, Snyder AZ, Powers WJ, Gusnard DA, Shulman GL (2001) A default mode of brain function. Proc Natl Acad Sci USA 98:676–682PubMedCrossRef
go back to reference Raz N, Lindenberger U, Rodrigue KM, Kennedy KM, Head D, Williamson A, Dahle C, Gerstorf D, Acker JD (2005) Regional brain changes in aging healthy adults: general trends, individual differences and modifiers. Cereb Cortex 15:1676–1689PubMedCrossRef Raz N, Lindenberger U, Rodrigue KM, Kennedy KM, Head D, Williamson A, Dahle C, Gerstorf D, Acker JD (2005) Regional brain changes in aging healthy adults: general trends, individual differences and modifiers. Cereb Cortex 15:1676–1689PubMedCrossRef
go back to reference Raz N, Rodrigue KM, Kennedy KM, Acker JD (2007) Vascular health and longitudinal changes in brain and cognition in middle-aged and older adults. Neuropsychology 21:149–157PubMedCrossRef Raz N, Rodrigue KM, Kennedy KM, Acker JD (2007) Vascular health and longitudinal changes in brain and cognition in middle-aged and older adults. Neuropsychology 21:149–157PubMedCrossRef
go back to reference Salthouse TA (1992) Mechanisms of age-cognition relations in adulthood. Erlbaum, Hillsdale Salthouse TA (1992) Mechanisms of age-cognition relations in adulthood. Erlbaum, Hillsdale
go back to reference Salthouse TA (1996) The processing-speed theory of adult age differences in cognition. Psychol Rev 103:403–428PubMedCrossRef Salthouse TA (1996) The processing-speed theory of adult age differences in cognition. Psychol Rev 103:403–428PubMedCrossRef
go back to reference Salthouse TA, Madden DJ (2007) Information processing speed and aging. In: Deluca J, Kalmar J (eds) Information processing speed in clinical populations. Psychology Press, New York, pp 221–241 Salthouse TA, Madden DJ (2007) Information processing speed and aging. In: Deluca J, Kalmar J (eds) Information processing speed in clinical populations. Psychology Press, New York, pp 221–241
go back to reference Sambataro F, Murty VP, Callicott JH, Tan HY, Das S, Weinberger DR, Mattay VS (2008) Age-related alterations in default mode network: impact on working memory performance. Neurobiol Aging Sambataro F, Murty VP, Callicott JH, Tan HY, Das S, Weinberger DR, Mattay VS (2008) Age-related alterations in default mode network: impact on working memory performance. Neurobiol Aging
go back to reference Schmahmann JD, Doyon J, McDonald D, Holmes C, Lavoie K, Hurwitz AS, Kabani N, Toga A, Evans A, Petrides M (1999) Three-dimensional MRI atlas of the human cerebellum in proportional stereotaxic space. Neuroimage 10:233–260PubMedCrossRef Schmahmann JD, Doyon J, McDonald D, Holmes C, Lavoie K, Hurwitz AS, Kabani N, Toga A, Evans A, Petrides M (1999) Three-dimensional MRI atlas of the human cerebellum in proportional stereotaxic space. Neuroimage 10:233–260PubMedCrossRef
go back to reference Seeley WW, Menon V, Schatzberg AF, Keller J, Glover GH, Kenna H, Reiss AL, Greicius MD (2007) Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci 27:2349–2356PubMedCrossRef Seeley WW, Menon V, Schatzberg AF, Keller J, Glover GH, Kenna H, Reiss AL, Greicius MD (2007) Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci 27:2349–2356PubMedCrossRef
go back to reference Shulman GL, Fiez JA, Corbetta M, Buckner RL, Miezin FM, Raichle ME, Petersen SE (1997) Common blood flow changes across visual tasks: II. Decreases in cerebral cortex. J Cogn Neurosci 9:648–663CrossRef Shulman GL, Fiez JA, Corbetta M, Buckner RL, Miezin FM, Raichle ME, Petersen SE (1997) Common blood flow changes across visual tasks: II. Decreases in cerebral cortex. J Cogn Neurosci 9:648–663CrossRef
go back to reference Smith SM, Jenkinson M, Johansen-Berg H, Rueckert D, Nichols TE, Mackay CE, Watkins KE, Ciccarelli O, Cader MZ, Matthews PM, Behrens TE (2006) Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data. Neuroimage 31:1487–1505PubMedCrossRef Smith SM, Jenkinson M, Johansen-Berg H, Rueckert D, Nichols TE, Mackay CE, Watkins KE, Ciccarelli O, Cader MZ, Matthews PM, Behrens TE (2006) Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data. Neuroimage 31:1487–1505PubMedCrossRef
go back to reference Sullivan EV, Pfefferbaum A (2006) Diffusion tensor imaging and aging. Neurosci Biobehav Rev 30:749–761PubMedCrossRef Sullivan EV, Pfefferbaum A (2006) Diffusion tensor imaging and aging. Neurosci Biobehav Rev 30:749–761PubMedCrossRef
go back to reference Sullivan EV, Rohlfing T, Pfefferbaum A (2008) Quantitative fiber tracking of lateral and interhemispheric white matter systems in normal aging: relations to timed performance. Neurobiol Aging Sullivan EV, Rohlfing T, Pfefferbaum A (2008) Quantitative fiber tracking of lateral and interhemispheric white matter systems in normal aging: relations to timed performance. Neurobiol Aging
go back to reference Swick D, Ashley V, Turken AU (2008) Left inferior frontal gyrus is critical for response inhibition. BMC Neurosci 9:102PubMedCrossRef Swick D, Ashley V, Turken AU (2008) Left inferior frontal gyrus is critical for response inhibition. BMC Neurosci 9:102PubMedCrossRef
go back to reference Thompson-Schill SL, D’Esposito M, Aguirre GK, Farah MJ (1997) Role of left inferior prefrontal cortex in retrieval of semantic knowledge: a reevaluation. Proc Natl Acad Sci USA 94:14792–14797PubMedCrossRef Thompson-Schill SL, D’Esposito M, Aguirre GK, Farah MJ (1997) Role of left inferior prefrontal cortex in retrieval of semantic knowledge: a reevaluation. Proc Natl Acad Sci USA 94:14792–14797PubMedCrossRef
go back to reference Tzourio-Mazoyer N, Landeau B, Papathanassiou D, Crivello F, Etard O, Delcroix N, Mazoyer B, Joliot M (2002) Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage 15:273–289PubMedCrossRef Tzourio-Mazoyer N, Landeau B, Papathanassiou D, Crivello F, Etard O, Delcroix N, Mazoyer B, Joliot M (2002) Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage 15:273–289PubMedCrossRef
go back to reference van den Heuvel M, Mandl R, Luigjes J, Hulshoff Pol H (2008) Microstructural organization of the cingulum tract and the level of default mode functional connectivity. J Neurosci 28:10844–10851PubMedCrossRef van den Heuvel M, Mandl R, Luigjes J, Hulshoff Pol H (2008) Microstructural organization of the cingulum tract and the level of default mode functional connectivity. J Neurosci 28:10844–10851PubMedCrossRef
go back to reference Wechsler D (1981) Wechsler adult intelligence scale-revised. Psychological Corporation, New York Wechsler D (1981) Wechsler adult intelligence scale-revised. Psychological Corporation, New York
go back to reference Wu T, Zang Y, Wang L, Long X, Hallett M, Chen Y, Li K, Chan P (2007) Aging influence on functional connectivity of the motor network in the resting state. Neurosci Lett 422:164–168PubMedCrossRef Wu T, Zang Y, Wang L, Long X, Hallett M, Chen Y, Li K, Chan P (2007) Aging influence on functional connectivity of the motor network in the resting state. Neurosci Lett 422:164–168PubMedCrossRef
go back to reference Xiong J, Parsons LM, Gao JH, Fox PT (1999) Interregional connectivity to primary motor cortex revealed using MRI resting state images. Hum Brain Mapp 8:151–156PubMedCrossRef Xiong J, Parsons LM, Gao JH, Fox PT (1999) Interregional connectivity to primary motor cortex revealed using MRI resting state images. Hum Brain Mapp 8:151–156PubMedCrossRef
Metadata
Title
Measurement of spontaneous signal fluctuations in fMRI: adult age differences in intrinsic functional connectivity
Authors
Nan-kuei Chen
Ying-hui Chou
Allen W. Song
David J. Madden
Publication date
01-10-2009
Publisher
Springer-Verlag
Published in
Brain Structure and Function / Issue 6/2009
Print ISSN: 1863-2653
Electronic ISSN: 1863-2661
DOI
https://doi.org/10.1007/s00429-009-0218-4

Other articles of this Issue 6/2009

Brain Structure and Function 6/2009 Go to the issue