Skip to main content

Advertisement

Log in

The Relationship Between Gray Matter Morphometry and Neuropsychological Performance in a Large Sample of Cognitively Healthy Adults

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

Abstract

Voxel-based morphometry (VBM) was used to examine the relationship between gray matter (GM) volume and performance on two commonly used clinical neuropsychological measures of frontal lobe or executive function, the Trail Making Test part B (TrailsB) and the Controlled Oral Word Association Test (COWAT) in 221 cognitively healthy adults between the ages of 18 and 84. We hypothesized that these measures would be associated with GM volume in the dorsolateral frontal lobes. Voxel-based multiple regression was used to correlate cognitive function with modulated GM probability maps while controlling for age, education, gender, and total intracranial volume. A relationship with TrailsB was found in bilateral lateral inferior frontal gyri and left basal ganglia. A relationship with COWAT was found in the left lateral inferior and middle frontal gyri. Lesion studies have long implicated the importance of these regions for executive function. The present results confirm and extend those prior findings to healthy adults.

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
Fig. 3

Similar content being viewed by others

References

  • Anderson, C. V., Bigler, E. D., & Blatter, D. D. (1995). Frontal lobe lesions, diffuse damage, and neuropsychological functioning in traumatic brain-injured patients. Journal of Clinical and Experimental Neuropsychology, 17, 900–908.

    Article  CAS  PubMed  Google Scholar 

  • Ashburner, J., & Friston, K. J. (2000). Voxel-based morphometry—The methods. Neuroimage, 11(6 Pt 1), 805–821.

    Article  CAS  PubMed  Google Scholar 

  • Baker, S. C., Rogers, R. D., Owen, A. M., Frith, C. D., Dolan, R. J., Frackowiak, R. S., et al. (1996). Neural systems engaged by planning: A PET study of the tower of London task. Neuropsychologia, 34(6), 515–526.

    Article  CAS  PubMed  Google Scholar 

  • Benton, L. A., Hamsher, K., & Sivan, A. B. (1994). Controlled oral word association test. Multilingual aphasia examination (3rd ed.). Iowa City: AJA.

    Google Scholar 

  • Blatter, D. D., Bigler, E. D., Gale, S. D., Johnson, S. C., Anderson, C., Burnett, B. M., et al. (1995). Quantitative volumetric analysis of brain MR: Normative database spanning 5 decades of life. American Journal of Neuroradiology, 16, 241–251.

    CAS  PubMed  Google Scholar 

  • Buckner, R. L. (2004). Memory and executive function in aging and AD: Multiple factors that cause decline and reserve factors that compensate. Neuron, 44(1), 195–208.

    Article  CAS  PubMed  Google Scholar 

  • Coffey, C. E., Ratcliff, G., Saxton, J. A., Bryan, R. N., Fried, L. P., & Lucke, J. F. (2001). Cognitive correlates of human brain aging: A quantitative magnetic resonance imaging investigation. Journal Neuropsychiatry Clinical Neuroscience, 13(4), 471–485.

    CAS  Google Scholar 

  • Costafreda, S. G., Fu, C. H., Lee, L., Everitt, B., Brammer, M. J., & David, A. S. (2006). A systematic review and quantitative appraisal of fMRI studies of verbal fluency: Role of the left inferior frontal gyrus. Human Brain Mapping, 27(10), 799–810.

    Article  PubMed  Google Scholar 

  • Dagher, A., Owen, A. M., Boecker, H., & Brooks, D. J. (1999). Mapping the network for planning: A correlational PET activation study with the tower of London task. Brain, 122(Pt 10), 1973–1987.

    Article  PubMed  Google Scholar 

  • Dickerson, B. C., Salat, D. H., Greve, D. N., Chua, E. F., Rand-Giovannetti, E., Rentz, D. M., et al. (2005). Increased hippocampal activation in mild cognitive impairment compared to normal aging and AD. Neurology, 65(3), 404–411.

    Article  CAS  PubMed  Google Scholar 

  • Friston, K. J., Frith, C. D., Liddle, P. F., & Frackowiak, R. S. (1991). Investigating a network model of word generation with positron emission tomography. Proceedings of the Biological Society, 244(1310), 101–106.

    Article  CAS  Google Scholar 

  • Good, C. D., Johnsrude, I. S., Ashburner, J., Henson, R. N., Friston, K. J., & Frackowiak, R. S. (2001). A voxel-based morphometric study of ageing in 465 normal adult human brains. Neuroimage, 14(1 Pt 1), 21–36.

    Article  CAS  PubMed  Google Scholar 

  • Lemaitre, H., Crivello, F., Grassiot, B., Alperovitch, A., Tzourio, C., & Mazoyer, B. (2005). Age- and sex-related effects on the neuroanatomy of healthy elderly. Neuroimage, 26(3), 900–911.

    Article  PubMed  Google Scholar 

  • Lezak, M. D. (1995). Neuropsychological assessment (3rd ed.). New York: Oxford University Press.

    Google Scholar 

  • Maldjian, J. A., Laurienti, P. J., Kraft, R. A., & Burdette, J. H. (2003). An automated method for neuroanatomic and cytoarchitectonic atlas-based interrogation of fMRI data sets. Neuroimage, 19(3), 1233–1239.

    Article  PubMed  Google Scholar 

  • Moll, J., de Oliveira-Souza, R., Moll, F. T., Bramati, I. E., & Andreiuolo, P. A. (2002). The cerebral correlates of set-shifting: An fMRI study of the trail making test. Arquivos de Neuro-Psiquiatria, 60(4), 900–905.

    Article  PubMed  Google Scholar 

  • Monchi, O., Petrides, M., Mejia-Constain, B., & Strafella, A. P. (2007). Cortical activity in Parkinson’s disease during executive processing depends on striatal involvement. Brain, 130(Pt 1), 233–244.

    PubMed  Google Scholar 

  • Monchi, O., Petrides, M., Petre, V., Worsley, K., & Dagher, A. (2001). Wisconsin card sorting revisited: Distinct neural circuits participating in different stages of the task identified by event-related functional magnetic resonance imaging. Journal of Neuroscience, 21(19), 7733–7741.

    CAS  PubMed  Google Scholar 

  • Moritz, C. H., Johnson, S. C., McMillan, K. M., Haughton, V. M., & Meyerand, M. E. (2004). Functional MRI neuroanatomic correlates of the hooper visual organization test. Journal of the International Neuropsychological Society, 10(7), 939–947.

    Article  PubMed  Google Scholar 

  • Murphy, D. G., DeCarli, C., Schapiro, M. B., Rapoport, S. I., & Horwitz, B. (1992). Age-related differences in volumes of subcortical nuclei, brain matter, and cerebrospinal fluid in healthy men as measured with magnetic resonance imaging. Archives of Neurology, 49(8), 839–845.

    CAS  PubMed  Google Scholar 

  • Owen, A. M., Doyon, J., Petrides, M., & Evans, A. C. (1996). Planning and spatial working memory: A positron emission tomography study in humans. European Journal of Neuroscience, 8(2), 353–364.

    Article  CAS  PubMed  Google Scholar 

  • Pardo, J. V., Fox, P. T., & Raichle, M. E. (1991). Localization of a human system for sustained attention by positron emission tomography. Nature, 349(6304), 61–64.

    Article  CAS  PubMed  Google Scholar 

  • Pfefferbaum, A., Sullivan, E. V., Jernigan, T. L., Zipursky, R. B., Rosenbloom, M. J., Yesavage, J. A., et al. (1990). A quantitative analysis of CT and cognitive measures in normal aging and Alzheimer’s disease. Psychiatry Research, 35(2), 115–136.

    CAS  PubMed  Google Scholar 

  • Raz, N., Gunning, F. M., Head, D., Dupuis, J. H., McQuain, J., Briggs, S. D., et al. (1997). Selective aging of the human cerebral cortex observed in vivo: Differential vulnerability of the prefrontal gray matter. Cerebral Cortex, 7(3), 268–282.

    Article  CAS  PubMed  Google Scholar 

  • Reitan, R. (1971). Trail making test results for normal and brain-damaged children. Perceptual and Motor Skills, 33(2), 575–581.

    CAS  PubMed  Google Scholar 

  • Reitan, R., & Wolfson, D. (1993). The Halstead–Reitan neuropsychological test battery: Theory and clinical interpretation (2nd ed.). Tucson: Neuropsychology Press.

    Google Scholar 

  • Reitan, R., & Wolfson, D. (1995). Category test and trail making test as measures of frontal lobe functions. Clinical Neuropsychologist, 9, 50–56.

    Article  Google Scholar 

  • Rosen, W. G., Terry, R. D., Fuld, P. A., Katzman, R., & Peck, A. (1980). Pathological verification of ischemic score in differentiation of dementias. Annals of Neurology, 7(5), 486–488.

    Article  CAS  PubMed  Google Scholar 

  • Roth, R., Randolph, J., Koven, N., & Isquith, P. (2006). Neural substrates of executive functions: Insights from functional neuroimaging. In J. Dupri (Ed.), Focus on neuropsychological research. New York: Nova.

    Google Scholar 

  • Royall, D. R., Lauterbach, E. C., Cummings, J. L., Reeve, A., Rummans, T. A., Kaufer, D. I., et al. (2002). Executive control function: A review of its promise and challenges for clinical research. A report from the Committee on Research of the American Neuropsychiatric Association. Journal Neuropsychiatry Clinical Neuroscience, 14(4), 377–405.

    Google Scholar 

  • Salat, D. H., Kaye, J. A., & Janowsky, J. S. (1999). Prefrontal gray and white matter volumes in healthy aging and Alzheimer disease. Archives of Neurology, 56(3), 338–344.

    Article  CAS  PubMed  Google Scholar 

  • Salthouse, T. A. (1996). The processing-speed theory of adult age differences in cognition. Psychological Review, 103(3), 403–428.

    Article  CAS  PubMed  Google Scholar 

  • Sandstrom, C. K., Krishnan, S., Slavin, M. J., Tran, T. T., Doraiswamy, P. M., & Petrella, J. R. (2006). Hippocampal atrophy confounds template-based functional MR imaging measures of hippocampal activation in patients with mild cognitive impairment. AJNR American Journal of Neuroradiology, 27(8), 1622–1627.

    CAS  PubMed  Google Scholar 

  • Schlosser, R., Hutchinson, M., Joseffer, S., Rusinek, H., Saarimaki, A., Stevenson, J., et al. (1998). Functional magnetic resonance imaging of human brain activity in a verbal fluency task. Journal of Neurology, Neurosurgery & Psychiatry, 64(4), 492–498.

    Article  CAS  Google Scholar 

  • Shafritz, K. M., Kartheiser, P., & Belger, A. (2005). Dissociation of neural systems mediating shifts in behavioral response and cognitive set. Neuroimage, 25(2), 600–606.

    Article  PubMed  Google Scholar 

  • Smith, S. M., Zhang, Y., Jenkinson, M., Chen, J., Matthews, P. M., Federico, A., et al. (2002). Accurate, robust, and automated longitudinal and cross-sectional brain change analysis. Neuroimage, 17(1), 479–489.

    Article  PubMed  Google Scholar 

  • Spreen, O., & Strauss, E. (1998). A compendium of neuropsychological tests (2nd ed.). New York: Oxford University Press.

    Google Scholar 

  • Stuss, D. T., Alexander, M. P., Hamer, L., Palumbo, C., Dempster, R., Binns, M., et al. (1998). The effects of focal anterior and posterior brain lesions on verbal fluency. Journal of the International Neuropsychological Society, 4(3), 265–278.

    CAS  PubMed  Google Scholar 

  • Stuss, D. T., Bisschop, S. M., Alexander, M. P., Levine, B., Katz, D., & Izukawa, D. (2001). The trail making test: A study in focal lesion patients. Psychological Assessment, 13(2), 230–239.

    Article  CAS  PubMed  Google Scholar 

  • Tekin, S., & Cummings, J. L. (2002). Frontal-subcortical neuronal circuits and clinical neuropsychiatry: An update. Journal of Psychosomatic Research, 53(2), 647–654.

    Article  PubMed  Google Scholar 

  • Thompson, P. M., Hayashi, K. M., de Zubicaray, G., Janke, A. L., Rose, S. E., Semple, J., et al. (2003). Dynamics of gray matter loss in Alzheimer’s disease. Journal of Neuroscience, 23(3), 994–1005.

    CAS  PubMed  Google Scholar 

  • Zakzanis, K. K., Mraz, R., & Graham, S. J. (2005). An fMRI study of the trail making test. Neuropsychologia, 43(13), 1878–1886.

    Article  PubMed  Google Scholar 

Download references

Acknowledgements

This study was supported by NIH grants AG021155, MH65723 and a Merit Review grant from the Department of Veterans Affairs. The assistance of Shelly Fitzgerald, Britta Jabbar, Taylor Schmitz, Allie Wichmann, Michael Ward, Gemma Gliori, and Howard Rowley is greatly appreciated. We especially thank the participants of this study.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Sterling C. Johnson.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Newman, L.M., Trivedi, M.A., Bendlin, B.B. et al. The Relationship Between Gray Matter Morphometry and Neuropsychological Performance in a Large Sample of Cognitively Healthy Adults. Brain Imaging and Behavior 1, 3–10 (2007). https://doi.org/10.1007/s11682-007-9000-5

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11682-007-9000-5

Keywords

Navigation