Associations between education and brain structure at age 73 years, adjusted for age 11 IQ

被引:45
作者
Cox, Simon R. [1 ,2 ,5 ]
Dickie, David Alexander [3 ,5 ]
Ritchie, Stuart J. [1 ,2 ]
Karama, Sherif [6 ,7 ]
Pattie, Alison [1 ,2 ]
Royle, Natalie A. [1 ,3 ,5 ]
Corley, Janie [2 ]
Aribisala, Benjamin S. [1 ,3 ,5 ,8 ]
Hernandez, Maria Valdes [1 ,3 ,5 ]
Maniega, Susana Munoz [1 ,3 ,5 ]
Starr, John M. [1 ,4 ]
Bastin, Mark E. [1 ,3 ,5 ]
Evans, Alan C. [6 ]
Wardlaw, Joanna M. [1 ,3 ,5 ]
Deary, Ian J. [1 ,2 ]
机构
[1] Univ Edinburgh, Ctr Cognit Ageing & Cognit Epidemiol, Edinburgh, Midlothian, Scotland
[2] Univ Edinburgh, Dept Psychol, Edinburgh, Midlothian, Scotland
[3] Univ Edinburgh, Brain Res Imaging Ctr, Neuroimaging Sci, Ctr Clin Brain Sci, Edinburgh, Midlothian, Scotland
[4] Univ Edinburgh, Alzheimer Scotland Dementia Res Ctr, Edinburgh, Midlothian, Scotland
[5] Scottish Imaging Network, Edinburgh, Midlothian, Scotland
[6] McGill Univ, Dept Neurol & Neurosurg, Montreal Neurol Inst, McConnell Brain Imaging Ctr, Montreal, PQ, Canada
[7] McGill Univ, Dept Psychiat, Douglas Mental Hlth Univ Inst, Verdun, PQ, Canada
[8] Lagos State Univ, Dept Comp Sci, Lagos, Nigeria
基金
英国生物技术与生命科学研究理事会; 英国医学研究理事会;
关键词
WHITE-MATTER MICROSTRUCTURE; CORTICAL THICKNESS; COGNITIVE-ABILITY; MRI DATA; INTELLIGENCE; TRACTOGRAPHY; CHILDHOOD; INTEGRITY; LESIONS; YOUTH;
D O I
10.1212/WNL.0000000000003247
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: To investigate how associations between education and brain structure in older age were affected by adjusting for IQ measured at age 11. Methods: We analyzed years of full-time education and measures from an MRI brain scan at age 73 in 617 community-dwelling adults born in 1936. In addition to average and vertex-wise cortical thickness, we measured total brain atrophy and white matter tract fractional anisotropy. Associations between brain structure and education were tested, covarying for sex and vascular health; a second model also covaried for age 11 IQ. Results: The significant relationship between education and average cortical thickness (beta = 0.124, p = 0.004) was reduced by 23% when age 11 IQ was included (beta = 0.096, p = 0.041). Initial associations between longer education and greater vertex-wise cortical thickness were significant in bilateral temporal, medial-frontal, parietal, sensory, and motor cortices. Accounting for childhood intelligence reduced the number of significant vertices by >90%; only bilateral anterior temporal associations remained. Neither education nor age 11 IQ was significantly associated with total brain atrophy or tract-averaged fractional anisotropy. Conclusions: The association between years of education and brain structure approximate to 60 years later was restricted to cortical thickness in this sample; however, the previously reported associations between longer education and a thicker cortex are likely to be overestimates in terms of both magnitude and distribution. This finding has implications for understanding, and possibly ameliorating, life-course brain health.
引用
收藏
页码:1820 / 1826
页数:7
相关论文
共 39 条
[21]   Fractional anisotropy of water diffusion in cerebral white matter across the lifespan [J].
Kochunov, P. ;
Williamson, D. E. ;
Lancaster, J. ;
Fox, P. ;
Cornell, J. ;
Blangero, J. ;
Glahn, D. C. .
NEUROBIOLOGY OF AGING, 2012, 33 (01) :9-20
[22]   Memory deficits after resection from left or right anterior temporal lobe in humans: A meta-analytic review [J].
Lee, TMC ;
Yip, JTH ;
Jones-Gotman, M .
EPILEPSIA, 2002, 43 (03) :283-291
[23]   Cortical thickness analysis examined through power analysis and a population simulation [J].
Lerch, JP ;
Evans, AC .
NEUROIMAGE, 2005, 24 (01) :163-173
[24]   The Development of the Corpus Callosum in the Healthy Human Brain [J].
Luders, Eileen ;
Thompson, Paul M. ;
Toga, Arthur W. .
JOURNAL OF NEUROSCIENCE, 2010, 30 (33) :10985-10990
[25]   Molecular genetic contributions to socioeconomic status and intelligence [J].
Marioni, Riccardo E. ;
Davies, Gail ;
Hayward, Caroline ;
Liewald, Dave ;
Kerr, Shona M. ;
Campbell, Archie ;
Luciano, Michelle ;
Smith, Blair H. ;
Padmanabhan, Sandosh ;
Hocking, Lynne J. ;
Hastie, Nicholas D. ;
Wright, Alan F. ;
Porteous, David J. ;
Visscher, Peter M. ;
Deary, Ian J. .
INTELLIGENCE, 2014, 44 :26-32
[26]   Education and Dementia in the Context of the Cognitive Reserve Hypothesis: A Systematic Review with Meta-Analyses and Qualitative Analyses [J].
Meng, Xiangfei ;
D'Arcy, Carl .
PLOS ONE, 2012, 7 (06)
[27]   A caution regarding rules of thumb for variance inflation factors [J].
O'Brien, Robert M. .
QUALITY & QUANTITY, 2007, 41 (05) :673-690
[28]   Where do you know what you know? The representation of semantic knowledge in the human brain [J].
Patterson, Karalyn ;
Nestor, Peter J. ;
Rogers, Timothy T. .
NATURE REVIEWS NEUROSCIENCE, 2007, 8 (12) :976-987
[29]   Brain white matter tract integrity as a neural foundation for general intelligence [J].
Penke, L. ;
Maniega, S. Munoz ;
Bastin, M. E. ;
Hernandez, M. C. Valdes ;
Murray, C. ;
Royle, N. A. ;
Starr, J. M. ;
Wardlaw, J. M. ;
Deary, I. J. .
MOLECULAR PSYCHIATRY, 2012, 17 (10) :1026-1030
[30]   Coupled Changes in Brain White Matter Microstructure and Fluid Intelligence in Later Life [J].
Ritchie, Stuart J. ;
Bastin, Mark E. ;
Tucker-Drob, Elliot M. ;
Maniega, Susana Munoz ;
Engelhardt, Laura E. ;
Cox, Simon R. ;
Royle, Natalie A. ;
Gow, Alan J. ;
Corley, Janie ;
Pattie, Alison ;
Taylor, Adele M. ;
Hernandez, Maria del C. Valdes ;
Starr, John M. ;
Wardlaw, Joanna M. ;
Deary, Ian J. .
JOURNAL OF NEUROSCIENCE, 2015, 35 (22) :8672-8682