The association between higher order abilities, processing speed, and age are variably mediated by white matter integrity during typical aging
- PMID: 23507612
- PMCID: PMC3875161
- DOI: 10.1016/j.neuropsychologia.2013.03.005
The association between higher order abilities, processing speed, and age are variably mediated by white matter integrity during typical aging
Abstract
Although aging is associated with changes in brain structure and cognition it remains unclear which specific structural changes mediate individual cognitive changes. Several studies have reported that white matter (WM) integrity, as assessed by diffusion tensor imaging (DTI), mediates, in part, age-related differences in processing speed (PS). There is less evidence for WM integrity mediating age-related differences in higher order abilities (e.g., memory and executive functions). In 165 typically aging adults (age range 54-89) we show that WM integrity in select cerebral regions is associated with higher cognitive abilities and accounts variance not accounted for by PS or age. Specifically, voxel-wise analyses using tract-based spatial statistics (TBSS) revealed that WM integrity was associated with reasoning, cognitive flexibility and PS, but not memory or word fluency, after accounting for age and gender. While cerebral fractional anisotropy (FA) was only associated with PS; mean (MD), axial (AD) and radial (RD) diffusivity were associated with reasoning and flexibility. Reasoning was selectively associated with left prefrontal AD, while cognitive flexibility was associated with MD, AD and RD throughout the cerebrum. Average WM metrics within select WM regions of interest accounted for 18% and 29% of the variance in reasoning and flexibility, respectively, similar to the amount of variance accounted for by age. WM metrics mediated ~50% of the age-related variance in reasoning and flexibility and different proportions, 11% for reasoning and 44% for flexibility, of the variance accounted for by PS. In sum, (i) WM integrity is significantly, but variably, related to specific higher cognitive abilities and can account for a similar proportion of variance as age, and (ii) while FA is selectively associated with PS; while MD, AD and RD are associated with reasoning, flexibility and PS. This illustrates both the anatomical and cognitive selectivity of structure-cognition relationships in the aging brain.
Copyright © 2013 Elsevier Ltd. All rights reserved.
Figures

Similar articles
-
General fluid-type intelligence is related to indices of white matter structure in middle-aged and old adults.Neuroimage. 2013 Dec;83:372-83. doi: 10.1016/j.neuroimage.2013.06.040. Epub 2013 Jun 19. Neuroimage. 2013. PMID: 23791837
-
Reduced white matter integrity and cognitive deficit in never-medicated chronic schizophrenia: a diffusion tensor study using TBSS.Behav Brain Res. 2013 Sep 1;252:157-63. doi: 10.1016/j.bbr.2013.05.061. Epub 2013 Jun 6. Behav Brain Res. 2013. PMID: 23747517
-
Age-related white matter microstructural differences partly mediate age-related decline in processing speed but not cognition.Biochim Biophys Acta. 2012 Mar;1822(3):408-15. doi: 10.1016/j.bbadis.2011.09.001. Epub 2011 Sep 10. Biochim Biophys Acta. 2012. PMID: 21930202
-
Diffusion tensor imaging of cerebral white matter integrity in cognitive aging.Biochim Biophys Acta. 2012 Mar;1822(3):386-400. doi: 10.1016/j.bbadis.2011.08.003. Epub 2011 Aug 16. Biochim Biophys Acta. 2012. PMID: 21871957 Free PMC article. Review.
-
The role of diffusion tensor imaging and fractional anisotropy in the evaluation of patients with idiopathic normal pressure hydrocephalus: a literature review.Neurosurg Focus. 2016 Sep;41(3):E12. doi: 10.3171/2016.6.FOCUS16192. Neurosurg Focus. 2016. PMID: 27581308 Review.
Cited by
-
Perfusion shift from white to gray matter may account for processing speed deficits in schizophrenia.Hum Brain Mapp. 2015 Oct;36(10):3793-804. doi: 10.1002/hbm.22878. Epub 2015 Jun 24. Hum Brain Mapp. 2015. PMID: 26108347 Free PMC article.
-
Contributions of Cardiovascular Burden, Peripheral Inflammation, and Brain Integrity on Digital Clock Drawing Performance in Non-Demented Older Adults.J Alzheimers Dis. 2023;95(2):453-467. doi: 10.3233/JAD-221011. J Alzheimers Dis. 2023. PMID: 37545230 Free PMC article.
-
Disconnected aging: cerebral white matter integrity and age-related differences in cognition.Neuroscience. 2014 Sep 12;276:187-205. doi: 10.1016/j.neuroscience.2013.11.026. Epub 2013 Nov 23. Neuroscience. 2014. PMID: 24280637 Free PMC article. Review.
-
Associations Between Sleep Spindle Metrics, Age, Education and Executive Function in Young Adult and Middle-Aged Patients with Obstructive Sleep Apnea.Nat Sci Sleep. 2024 Jan 6;16:1-15. doi: 10.2147/NSS.S436824. eCollection 2024. Nat Sci Sleep. 2024. PMID: 38213412 Free PMC article.
-
The Lifespan Human Connectome Project in Aging: An overview.Neuroimage. 2019 Jan 15;185:335-348. doi: 10.1016/j.neuroimage.2018.10.009. Epub 2018 Oct 15. Neuroimage. 2019. PMID: 30332613 Free PMC article.
References
-
- Baron RM, Kenny DA. The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol. 1986;51:1173–1182. - PubMed
-
- Bartzokis G, Sultzer D, Lu PH, Nuechterlein KH, Mintz J, Cummings JL. Heterogeneous age-related breakdown of white matter structural integrity: implications for cortical “disconnection” in aging and Alzheimer’s disease. Neurobiol Aging. 2004;25:843–851. - PubMed
-
- Benjamini Y, Hochberg Y. Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing. Journal of the Royal Statistical Society Series B (Methodological) 1995;57:289–300.
-
- Bhagat YA, Beaulieu C. Diffusion anisotropy in subcortical white matter and cortical gray matter: changes with aging and the role of CSF-suppression. J Magn Reson Imaging. 2004;20:216–227. - PubMed
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical
Miscellaneous