Skip to main content

Advertisement

Log in

Impact of body mass index on neuronal fiber bundle lengths among healthy older adults

  • Original Research
  • Published:
Brain Imaging and Behavior Aims and scope Submit manuscript

Abstract

Increased body mass index (BMI) has been linked to various detrimental health outcomes, including cognitive dysfunction. Recent work investigating associations between obesity and the brain has revealed decreased white matter microstructural integrity in individuals with elevated BMI, independent of age or comorbid health conditions. However, the relationship between high BMI and white matter fiber bundle length (FBL), which represents a novel metric of microstructural brain integrity, remains unknown. The present study utilized quantitative tractography based on diffusion tensor imaging (DTI) to investigate the relationship between BMI and FBL in 72 otherwise healthy older adults (24 males, 48 females). All participants were between 51 and 85 years of age (M = 63.26, SD = 8.76). Results revealed that elevated BMI was associated with shorter FBL in the temporal lobe, independent of age (p < .01). In addition, increased age was associated with shorter frontal, temporal, and whole brain FBL (all p values < .01). These findings indicate that, while increased age is an important factor associated with reduced FBL, high BMI is uniquely associated with reduced FBL in the temporal lobe. These data offer evidence for additive adverse effects of high BMI on the brain, especially in areas already vulnerable to aging processes and age-related neurodegenerative diseases. Further research is necessary to determine the physiological mechanisms associated with the shortening of FBL in individuals with high BMI.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

References

  • Barrick, T. R., Charlton, R. A., Clark, C. A., & Markus, H. S. (2010). White matter structural decline in normal ageing: a prospective longitudinal study using tract-based spatial statistics. NeuroImage, 51(2), 565–577.

    Article  PubMed  Google Scholar 

  • Basser, P. J., & Pierpaoli, C. (1996). Microstructural and physiological features of tissues elucidated by quantitative-diffusion-tensor MRI. Journal of Magnetic Resonance. Series B, 111(3), 209–219.

    Article  PubMed  CAS  Google Scholar 

  • Braak, H., & Braak, E. (1991). Neuropathological stageing of Alzheimer-related changes. Acta Neuropathologica, 82(4), 239–259.

    Article  PubMed  CAS  Google Scholar 

  • Brickman, A. M., Zimmerman, M. E., Paul, R. H., Grieve, S. M., Tate, D. F., Cohen, R. A., et al. (2006). Regional white matter and neuropsychological functioning across the adult lifespan. Biological Psychiatry, 60(5), 444–453.

    Article  PubMed  Google Scholar 

  • Brull, D. J., Serrano, N., Zito, F., Jones, L., Montgomery, H. E., Rumley, A., et al. (2003). Human CRP gene polymorphism influences CRP levels implications for the prediction and pathogenesis of coronary heart disease. Arteriosclerosis, Thrombosis, and Vascular Biology, 23(11), 2063–2069.

    Article  PubMed  CAS  Google Scholar 

  • Cheng, H., Wang, Y., Sheng, J., Sporns, O., Kronenberger, W. G., Mathews, V. P., et al. (2012). Optimization of seed density in DTI tractography for structural networks. Journal of Neuroscience Methods, 203(1), 264–272.

    Article  PubMed  Google Scholar 

  • Considine, R. V., Sinha, M. K., Heiman, M. L., Kriauciunas, A., Stephens, T. W., Nyce, M. R., et al. (1996). Serum immunoreactive-leptin concentrations in normal-weight and obese humans. The New England Journal of Medicine, 334(5), 292–295.

    Article  PubMed  CAS  Google Scholar 

  • Conturo, T. E., Lori, N. F., Cull, T. S., Akbudak, E., Snyder, A. Z., Shimony, J. S., et al. (1999). Tracking neuronal fiber pathways in the living human brain. Proceedings of the National Academy of Sciences, 96(18), 10422–10427.

    Article  CAS  Google Scholar 

  • Correia, S., Lee, S. Y., Voorn, T., Tate, D. F., Paul, R. H., Zhang, S., et al. (2008). Quantitative tractography metrics of white matter integrity in diffusion-tensor MRI. NeuroImage, 42(2), 568.

    Article  PubMed  Google Scholar 

  • D’Aiuto, F., Parkar, M., Brett, P. M., Ready, D., & Tonetti, M. S. (2004). Gene polymorphisms in pro-inflammatory cytokines are associated with systemic inflammation in patients with severe periodontal infections. Cytokine, 28(1), 29–34.

    Article  PubMed  Google Scholar 

  • DeCarli, C., Massaro, J., Harvey, D., Hald, J., Tullberg, M., Au, R., et al. (2005). Measures of brain morphology and infarction in the Framingham Heart Study: establishing what is normal. Neurobiology of Aging, 26(4), 491–510.

    Article  PubMed  Google Scholar 

  • Evans, D. A., Funkenstein, H. H., Albert, M. S., Scherr, P. A., Cook, N. R., Chown, M. J., et al. (1989). Prevalence of Alzheimer’s disease in a community population of older persons. JAMA: The Journal of the American Medical Association, 262(18), 2551–2556.

    Article  CAS  Google Scholar 

  • Flegal, K. M., Carroll, M. D., Ogden, C. L., & Curtin, L. R. (2010). Prevalence and trends in obesity among US adults, 1999–2008. JAMA: The Journal of the American Medical Association, 303(3), 235–241.

    Article  CAS  Google Scholar 

  • Gazdzinski, S., Kornak, J., Weiner, M. W., & Meyerhoff, D. J. (2008). Body mass index and magnetic resonance markers of brain integrity in adults. Annals of Neurology, 63(5), 652–657.

    Article  PubMed  Google Scholar 

  • Greenwood, P. M. (2000). The frontal aging hypothesis evaluated. Journal of the International Neuropsychological Society, 6(6), 705–726.

    Article  PubMed  CAS  Google Scholar 

  • Griffin, W. S. T. (2006). Inflammation and neurodegenerative diseases. The American Journal of Clinical Nutrition, 83(2), 470S–474S.

    PubMed  CAS  Google Scholar 

  • Gunstad, J., Paul, R. H., Cohen, R. A., Tate, D. F., Spitznagel, M. B., & Gordon, E. (2007). Elevated body mass index is associated with executive dysfunction in otherwise healthy adults. Comprehensive Psychiatry, 48(1), 57–61.

    Article  PubMed  Google Scholar 

  • Gustafson, D., Rothenberg, E., Blennow, K., Steen, B., & Skoog, I. (2003). An 18-year follow-up of overweight and risk of Alzheimer disease. Archives of Internal Medicine, 163(13), 1524.

    Article  PubMed  Google Scholar 

  • Jagust, W. (2007). What can imaging reveal about obesity and the brain? Current Alzheimer Research, 4(2), 135–139.

    Article  PubMed  CAS  Google Scholar 

  • Jenkinson, M., Bannister, P., Brady, M., & Smith, S. (2002). Improved optimization for the robust and accurate linear registration and motion correction of brain images. NeuroImage, 17(2), 825–841.

    Article  PubMed  Google Scholar 

  • Latkovskis, G., Licis, N., & Kalnins, U. (2004). C-reactive protein levels and common polymorphisms of the interleukin-1 gene cluster and interleukin-6 gene in patients with coronary heart disease. European Journal of Immunogenetics, 31(5), 207–213.

    Article  PubMed  CAS  Google Scholar 

  • Marner, L., Nyengaard, J. R., Tang, Y., & Pakkenberg, B. (2003). Marked loss of myelinated nerve fibers in the human brain with age. The Journal of Comparative Neurology, 462(2), 144–152.

    Article  PubMed  Google Scholar 

  • Mazziotta, J., Toga, A., Evans, A., Fox, P., Lancaster, J., Zilles, K., et al. (2001). A probabilistic atlas and reference system for the human brain: International Consortium for Brain Mapping (ICBM). Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences, 356(1412), 1293–1322.

    Article  PubMed  CAS  Google Scholar 

  • Mokdad, A. H., Marks, J. S., Stroup, D. F., & Gerberding, J. L. (2004). Actual causes of death in the United States, 2000. JAMA: The Journal of the American Medical Association, 291(10), 1238–1245.

    Article  Google Scholar 

  • Mori, S., Crain, B. J., Chacko, V. P., & Van Zijl, P. (1999). Three-dimensional tracking of axonal projections in the brain by magnetic resonance imaging. Annals of Neurology, 45(2), 265–269.

    Article  PubMed  CAS  Google Scholar 

  • Mrak, R. E., Sheng, J. G., & Griffin, W. S. T. (1996). Correlation of astrocytic S100 [beta] expression with dystrophic neurites in amyloid plaques of Alzheimer’s disease. Journal of Neuropathology and Experimental Neurology, 55(4), 273–279.

    Article  PubMed  CAS  Google Scholar 

  • Mueller, K., Anwander, A., Möller, H. E., Horstmann, A., Lepsien, J., Busse, F., et al. (2011). Sex-dependent influences of obesity on cerebral white matter investigated by diffusion-tensor imaging. PLoS One, 6(4), e18544.

    Article  PubMed  CAS  Google Scholar 

  • Paul, R., Lane, E. M., Tate, D. F., Heaps, J., Romo, D. M., Akbudak, E., et al. (2011). Neuroimaging signatures and cognitive correlates of the Montreal cognitive assessment screen in a nonclinical elderly sample. Archives of Clinical Neuropsychology, 26, 454–460.

    Article  PubMed  Google Scholar 

  • Rogalski, E., Stebbins, G. T., Barnes, C. A., Murphy, C. M., Stoub, T. R., George, S., et al. (2012). Age-related changes in parahippocampal white matter integrity: a diffusion tensor imaging study. Neuropsychologia, 50(8), 1759–1765.

    Article  PubMed  CAS  Google Scholar 

  • Roth, A. D., Ramírez, G., Alarcón, R., & Von Bernhardi, R. (2005). Oligodendrocytes damage in Alzheimer’s disease: beta amyloid toxicity and inflammation. Biological Research, 38(4), 381.

    Article  PubMed  CAS  Google Scholar 

  • Schmidt, H., Freudenberger, P., Seiler, S., & Schmidt, R. (2012). Genetics of subcortical vascular dementia. Experimental Gerontology, 47(11), 873–877.

    Article  PubMed  CAS  Google Scholar 

  • Stanek, K. M., Grieve, S. M., Brickman, A. M., Korgaonkar, M. S., Paul, R. H., Cohen, R. A., et al. (2011). Obesity is associated with reduced white matter integrity in otherwise healthy adults. Obesity, 19(3), 500–504.

    Article  PubMed  Google Scholar 

  • Tang, Y., Nyengaard, J., Pakkenberg, B., & Gundersen, H. J. (1997). Age-induced white matter changes in the human brain: a stereological investigation. Neurobiology of Aging, 18(6), 609–615.

    Article  PubMed  CAS  Google Scholar 

  • Van den Berg, E., Kloppenborg, R. P., Kessels, R. P. C., Kappelle, L. J., & Biessels, G. J. (2009). Type 2 diabetes mellitus, hypertension, dyslipidemia and obesity: a systematic comparison of their impact on cognition. BBA-Mol Basis Dis, 1792(5), 470–481.

    Article  Google Scholar 

  • Van Hoesen, G. W., Hyman, B. T., & Damasio, A. R. (1991). Entorhinal cortex pathology in Alzheimer’s disease. Hippocampus, 1(1), 1–8.

    Article  PubMed  Google Scholar 

  • Wang, R., Benner, T., Sorensen, A. G., & Wedeen, V. J. (2007). Diffusion toolkit: a software package for diffusion imaging data processing and tractography. Proc Intl Soc Mag Reson Med, 15, 3720.

    Google Scholar 

  • Wisse, B. E. (2004). The inflammatory syndrome: the role of adipose tissue cytokines in metabolic disorders linked to obesity. Journal of the American Society of Nephrology, 15(11), 2792–2800.

    Article  PubMed  CAS  Google Scholar 

  • Xu, J., Li, Y., Lin, H., Sinha, R., & Potenza, M. N. (2011). Body mass index correlates negatively with white matter integrity in the fornix and corpus callosum: A diffusion tensor imaging study. Human Brain Mapping. Dec. 3 [epub ahead of print].

  • Zhukov, L., & Barr, A. H. (2002). Oriented tensor reconstruction: Tracing neural pathways from diffusion tensor MRI. Visualization, 2002. VIS 2002. IEEE. pp. 387–394.

Download references

Acknowledgments

Study Funding: Supported by NIH/NINDS grant number R01 NS052470 and R01 NS039538, and NIH/NIMH grant R21 MH090494. Recruitment database searches were supported in part by NIH/NCRR grant UL1 TR000448.

Disclosure statement

There are no actual or potential conflicts of interest for any of the authors on this manuscript.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jacob D. Bolzenius.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Bolzenius, J.D., Laidlaw, D.H., Cabeen, R.P. et al. Impact of body mass index on neuronal fiber bundle lengths among healthy older adults. Brain Imaging and Behavior 7, 300–306 (2013). https://doi.org/10.1007/s11682-013-9230-7

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11682-013-9230-7

Keywords

Navigation