Elsevier

Neurobiology of Aging

Volume 54, June 2017, Pages 199-213
Neurobiology of Aging

Regular article
Sources of disconnection in neurocognitive aging: cerebral white-matter integrity, resting-state functional connectivity, and white-matter hyperintensity volume

https://doi.org/10.1016/j.neurobiolaging.2017.01.027Get rights and content

Abstract

Age-related decline in fluid cognition can be characterized as a disconnection among specific brain structures, leading to a decline in functional efficiency. The potential sources of disconnection, however, are unclear. We investigated imaging measures of cerebral white-matter integrity, resting-state functional connectivity, and white-matter hyperintensity volume as mediators of the relation between age and fluid cognition, in 145 healthy, community-dwelling adults 19–79 years of age. At a general level of analysis, with a single composite measure of fluid cognition and single measures of each of the 3 imaging modalities, age exhibited an independent influence on the cognitive and imaging measures, and the imaging variables did not mediate the age-cognition relation. At a more specific level of analysis, resting-state functional connectivity of sensorimotor networks was a significant mediator of the age-related decline in executive function. These findings suggest that different levels of analysis lead to different models of neurocognitive disconnection, and that resting-state functional connectivity, in particular, may contribute to age-related decline in executive function.

Section snippets

Participants

The participants were 145 healthy, community-dwelling adults (79 women) between 19 and 79 years of age recruited to be distributed relatively equally across 3 age categories: 19–39 years of age (n = 48), 40–59 years of age (n = 49), and 60–79 years of age (n = 48). Participants gave written informed consent for a protocol approved by the Duke University Institutional Review Board. All participants were right-handed by self-report, completed at least 12 years of education, were free from

Age correlations

The general summary measures for fluid cognition, white-matter integrity (FA), and resting-state connectivity exhibited significant age-related decline, whereas the general measure of WMH volume increased with age (Fig. 2). The age-related decline in general fluid cognition remained significant when partialled for the general measures of white-matter integrity, resting-state functional connectivity, and WMH volume, r = −0.517, p < 0.001. Similarly, the general imaging measures continued to

Discussion

These results illustrate the way in which models of age-related differences in brain imaging and cognitive measures vary with the level of analysis. At a general level of analysis, we defined fluid cognition by the first unrotated factor from 9 psychometric and RT tests, and in a similar manner defined each of 3 imaging modalities of white-matter integrity, resting-state connectivity, and WMH volume, from the first factor of several individual imaging measures. As we hypothesized, age exhibited

Conclusions

Models of neural disconnection in age-related cognitive decline vary across different levels of analysis. At a broad level, with a single measure of fluid cognition and summary measures of cerebral white-matter integrity, resting-state functional connectivity, and WMH volume, age had a strong and independent influence on the cognitive and imaging measures, and the imaging variables did not influence the age-cognition relation. At a more specific level of analysis, with individual measures of

Disclosure statement

The authors have no conflicts of interest to disclose.

Acknowledgements

This research was supported by NIH research grant R01 AG039684. The authors are grateful to Ling Zou, Syam Gadde, Chris Petty, Max Horowitz, and Kristin Sundy for their assistance.

References (107)

  • R. Fama et al.

    Thalamic structures and associated cognitive functions: relations with age and aging

    Neurosci. Biobehav. Rev.

    (2015)
  • L.K. Ferreira et al.

    Resting-state functional connectivity in normal brain aging

    Neurosci. Biobehav. Rev.

    (2013)
  • M.F. Folstein et al.

    “Mini-mental state”. A practical method for grading the cognitive state of patients for the clinician

    J. Psychiatr. Res.

    (1975)
  • Y. Gazes et al.

    White matter tract covariance patterns predict age-declining cognitive abilities

    Neuroimage

    (2016)
  • B.T. Gold et al.

    Age-related slowing of task switching is associated with decreased integrity of frontoparietal white matter

    Neurobiol. Aging

    (2010)
  • M.D. Greicius et al.

    Resting-state functional connectivity in major depression: abnormally increased contributions from subgenual cingulate cortex and thalamus

    Biol. Psychiatry

    (2007)
  • W. Jagust

    Vulnerable neural systems and the borderland of brain aging and neurodegeneration

    Neuron

    (2013)
  • D.K. Jones et al.

    White matter integrity, fiber count, and other fallacies: the do's and don'ts of diffusion MRI

    Neuroimage

    (2013)
  • S. Karama et al.

    Cortical thickness correlates of specific cognitive performance accounted for by the general factor of intelligence in healthy children aged 6 to 18

    NeuroImage

    (2011)
  • M.J. Kempton et al.

    A comprehensive testing protocol for MRI neuroanatomical segmentation techniques: evaluation of a novel lateral ventricle segmentation method

    Neuroimage

    (2011)
  • K.M. Kennedy et al.

    Aging white matter and cognition: differential effects of regional variations in diffusion properties on memory, executive functions, and speed

    Neuropsychologia

    (2009)
  • S. Lee et al.

    Selective association between cortical thickness and reference abilities in normal aging

    Neuroimage

    (2016)
  • D.J. Madden et al.

    Diffusion tensor imaging of cerebral white matter integrity in cognitive aging

    Biochim. Biophys. Acta

    (2012)
  • D.J. Madden et al.

    Diffusion tensor imaging of adult age differences in cerebral white matter: relation to response time

    Neuroimage

    (2004)
  • S. Mori et al.

    Stereotaxic white matter atlas based on diffusion tensor imaging in an ICBM template

    Neuroimage

    (2008)
  • J.D. Power et al.

    Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion

    Neuroimage

    (2012)
  • D.H. Salat

    Diffusion tensor imaging in the study of aging and age-associated neural disiease

  • D.H. Salat

    Imaging small vessel-associated white matter changes in aging

    Neuroscience

    (2014)
  • T.A. Salthouse

    When does age-related cognitive decline begin?

    Neurobiol. Aging

    (2009)
  • T.A. Salthouse et al.

    Breadth and age-dependency of relations between cortical thickness and cognition

    Neurobiol. Aging

    (2015)
  • P. Schmidt et al.

    An automated tool for detection of FLAIR-hyperintense white-matter lesions in Multiple Sclerosis

    Neuroimage

    (2012)
  • W.W. Seeley et al.

    Neurodegenerative diseases target large-scale human brain networks

    Neuron

    (2009)
  • S.M. Smith et al.

    Advances in functional and structural MR image analysis and implementation as FSL

    Neuroimage

    (2004)
  • H. Soderlund et al.

    Cerebral changes on MRI and cognitive function: the CASCADE study

    Neurobiol. Aging

    (2006)
  • P. Verhaeghen et al.

    Aging, executive control, and attention: a review of meta-analyses

    Neurosci. Biobehav. Rev.

    (2002)
  • K.B. Walhovd et al.

    Consistent neuroanatomical age-related volume differences across multiple samples

    Neurobiol. Aging

    (2011)
  • M. Bach

    The Freiburg Visual Acuity test—automatic measurement of visual acuity

    Optom. Vis. Sci.

    (1996)
  • P.B. Baltes et al.

    Emergence of a powerful connection between sensory and cognitive functions across the adult life span: a new window to the study of cognitive aging?

    Psychol. Aging

    (1997)
  • A.T. Beck

    The Beck Depression Inventory

    (1978)
  • C.F. Beckmann et al.

    Investigations into resting-state connectivity using independent component analysis

    Philos. Trans. R. Soc. Lond. B Biol. Sci.

    (2005)
  • J.E. Birren

    Age changes in speed of behavior: its central nature and physiological correlates

  • N.A. Bishop et al.

    Neural mechanisms of ageing and cognitive decline

    Nature

    (2010)
  • B.B. Biswal et al.

    Toward discovery science of human brain function

    Proc. Natl. Acad. Sci. U. S. A.

    (2010)
  • O. Carmichael et al.

    The role of diffusion tensor imaging in the study of cognitive aging

    Curr. Top Behav. Neurosci.

    (2012)
  • M. Catani et al.

    The rises and falls of disconnection syndromes

    Brain

    (2005)
  • M.Y. Chan et al.

    Decreased segregation of brain systems across the healthy adult lifespan

    Proc. Nat. Acad. Sci.

    (2014)
  • R.A. Charlton et al.

    White matter damage on diffusion tensor imaging correlates with age-related cognitive decline

    Neurology

    (2006)
  • G. Chen et al.

    A method to determine the necessity for global signal regression in resting-state fMRI studies

    Magn. Reson. Med.

    (2012)
  • D.C. Delis et al.

    California verbal Learning Test (CVLT) Manual

    (1987)
  • I. Dvorine

    Dvorine Pseudo-isochromatic Plates

    (1963)
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