Abstract
Diffusion tensor imaging (DTI) is used to detect tissue pathology. In Alzheimer’s disease (AD) research, DTI has been used to elucidate differences in disease stages and to track progression over time and clinical severity. Many of these studies have identified the fornix as particularly vulnerable in the early stages of pathology associated with memory decline in prodromal AD. Emerging research suggests principal tensor components, axial (DA) and radial (DR) diffusivity, are more sensitive to underlying tissue pathology than are mean diffusivity (MD) and fractional anisotropy (FA). Given the established regionally specific tissue decline in MCI, we examined components of the full diffusion tensor (MD, FA, DR, and DA) for sensitivity to regional pathology associated with specific memory deficits in 18 individuals with MCI. We investigated multiple regions of interest, including fornix, temporal stem, and control regions for association with severity of impairment on multiple memory measures, including a type of neuropsychological task shown to be particularly sensitive to early memory decline in MCI. Better paired associate learning was selectively associated with lower DA (β = −0.663, p = 0.003), but not with DR, MD, or FA of the temporal stems. Conversely, better paired associate learning was associated with lower DR (β = −0.523, p = 0.026), higher FA (β = 0.498, p = 0.036), and lower MD (β = −0.513, p = 0.030), but not DA in the fornix. No association was found for control regions, or for control cognitive measures. These findings suggest disparate pathology of temporal stems and fornix white matter in association with early memory impairment in MCI. Further, they highlight the methodological importance of evaluating the full tensor, rather than only summative metrics in research using DTI.
Similar content being viewed by others
References
Acosta-Cabronero J, Williams GB, Pengas G, Nestor PJ (2010) Absolute diffusivities define the landscape of white matter degeneration in Alzheimer’s disease. Brain 133(2):529–539
Albert MS, DeKosky ST, Dickson D, Dubois B, Feldman HH, Fox NC et al (2011) The diagnosis of mild cognitive impairment due to Alzheimer’s disease: recommendations from the National Institute on Aging-Alzheimer’s Association Workgroups on diagnostic guidelines for Alzheimer’s disease. Alzheimers Dement 7(3):270–279
Balthazar ML, Yasuda CL, Pereira FR, Pedro T, Damasceno BP, Cendes F (2009) Differences in grey and white matter atrophy in amnestic mild cognitive impairment and mild Alzheimer’s disease. Eur J Neurol: Off J Eur Federation Neurol Soc 16(4):468–474
Bartzokis G (2009) Alzheimer’s disease as homeostatic responses to age-related myelin breakdown. Neurobiol Aging. doi:10.1016/j.neurobiolaging.2009.08.007
Beaulieu C (2002) The basis of anisotropic water diffusion in the nervous system—a technical review. NMR Biomed 15(7–8):435–455
Braak H, Braak E (1996) Development of Alzheimer-related neurofibrillary changes in the neocortex inversely recapitulates cortical myelogenesis. Acta Neuropathol 92(2):197–201
Braskie MN, Jahanshad N, Stein JL, Barysheva M, McMahon KL, de Zubicaray GI et al (2011) Common Alzheimer’s disease risk variant within the CLU gene affects white matter microstructure in young adults. J Neurosci: Off J Soc Neurosci 31(18):6764–6770
Buckley MJ, Wilson CR, Gaffan D (2008) Fornix transection impairs visuospatial memory acquisition more than retrieval. Behav Neurosci 122(1):44–53
Busch RM, Farrell K, Lisdahl-Medina K, Krikorian R (2005) Corsi block-tapping task performance as a function of path configuration. J Clin Exp Neuropsychol 27(1):127–134
Chen T, Lin C, Chen Y, Liu H, Hua M, Huang Y et al (2009) Diffusion tensor changes in patients with amnesic Mild Cognitive Impairment and various dementias. Psychiatry Res: Neuroimaging 173(1):15–21
Chua EF, Schacter DL, Rand-Giovannetti E, Sperling RA (2007) Evidence for a specific role of the anterior hippocampal region in successful associative encoding. Hippocampus 17(11):1071–1080
Copenhaver BR, Rabin LA, Saykin AJ, Roth RM, Wishart HA, Flashman LA et al (2006) The fornix and mammillary bodies in older adults with Alzheimer’s disease, mild cognitive impairment, and cognitive complaints: a volumetric MRI study. Psychiatry Res: Neuroimaging 147(2–3):93–103
Cox RW (1996) AFNI: Software for analysis and visualization of functional magnetic resonance neuroimages. Comput Biomed Res, Int J 29(3):162–173
Cox RW, Jesmanowicz A (1999) Real-time 3D image registration for functional MRI. Magn Reson Med: Off J Soc Magn Reson Med/Soc Magn Reson Med 42(6):1014–1018
Delis D, Kramer J, Kaplan E, Ober B (2000) California verbal learning test II (CVLT-II). Psychol Corp, USA
Duara R, Loewenstein DA, Potter E, Appel J, Greig MT, Urs R et al (2008) Medial temporal lobe atrophy on MRI scans and the diagnosis of alzheimer disease. Neurology 71(24):1986–1992
Fowler KS, Saling MM, Conway EL, Semple JM, Louis WJ (1995) Computerized delayed matching to sample and paired associate performance in the early detection of dementia. Appl Neuropsychol 2(2):72–78
Fowler KS, Saling MM, Conway EL, Semple JM, Louis WJ (2002) Paired associate performance in the early detection of DAT. J Int Neuropsychol Soc (JINS) 8(1):58–71
Friston KJ (1995) Commentary and opinion: II. Statistical parametric mapping: ontology and current issues. J Cereb Blood Flow Metab: Off J Int Soc Cereb Blood Flow Metab 15(3):361–370. doi:10.1038/jcbfm.1995.45
Geshwind N (1965) Disconnection syndromes in animals and man. Brain 88(237–274):585–644
Gold BT, Powell DK, Andersen AH, Smith CD (2010) Alterations in multiple measures of white matter integrity in normal women at high risk for Alzheimer’s disease. NeuroImage 52(4):1487–1494
Hetherington HP, Spencer DD, Vaughan JT, Pan JW (2001) Quantitative (31)P spectroscopic imaging of human brain at 4 tesla: assessment of gray and white matter differences of phosphocreatine and ATP. Magn Reson Med: Off J Soc Magn Reson Med/Soc Magn Reson Med 45(1):46–52
Huang H, Fan X, Weiner M, Martin-Cook K, Xiao G, Davis J, et al (2012) Distinctive disruption patterns of white matter tracts in Alzheimer’s disease with full diffusion tensor characterization. Neurobiol Aging 33(9):2029–2045
Ittner LM, Gotz J (2011) Amyloid-beta and tau—a toxic pas de deux in Alzheimer’s disease. Nat Rev Neurosci 12(2):65–67
Jones DK, Horsfield MA, Simmons A (1999) Optimal strategies for measuring diffusion in anisotropic systems by magnetic resonance imaging. Magn Reson Med: Off J Soc Magn Reson Med/Soc Magn Reson Med 42(3):515–525
Kier EL, Staib LH, Davis LM, Bronen RA (2004) MR imaging of the temporal stem: anatomic dissection tractography of the uncinate fasciculus, inferior occipitofrontal fasciculus, and Meyer’s loop of the optic radiation. Am J Neuroradiol 25(5):677–691
Kim JH, Budde MD, Liang HF, Klein RS, Russell JH, Cross AH et al (2006) Detecting axon damage in spinal cord from a mouse model of multiple sclerosis. Neurobiol Dis 21(3):626–632
Kinoshita Y, Ohnishi A, Kohshi K, Yokota A (1999) Apparent diffusion coefficient on rat brain and nerves intoxicated with methylmercury. Environ Res 80(4):348–354
Kiuchi K, Morikawa M, Taoka T, Nagashima T, Yamauchi T, Makinodan M et al (2009) Abnormalities of the uncinate fasciculus and posterior cingulate fasciculus in Mild Cognitive Impairment and early Alzheimer’s disease: a diffusion tensor tractography study. Brain Res 1287:184–191
Krikorian R (1996) Independence of verbal and spatial paired associate learning. Brain Cogn 32(2):219–223
Krikorian R (2006) Cognitive changes in perimenopause. In: Gass M, Liu J (eds) Management of the perimenopause. McGraw-Hill, New York, pp 57–76
Krikorian R, Nash TA, Shidler MD, Shukitt-Hale B, Joseph JA (2010) Concord grape juice supplementation improves memory function in older adults with mild cognitive impairment. Br J Nutr 103(5):730–734
Lee JH, Garwood M, Menon R, Adriany G, Andersen P, Truwit CL et al (1995) High contrast and fast three-dimensional magnetic resonance imaging at high fields. Magn Reson Med: Off J Soc Magn Reson Med/Soc Magn Reson Med 34(3):308–312
Mielke MM, Kozauer NA, Chan KC, George M, Toroney J, Zerrate M et al (2009) Regionally-specific diffusion tensor imaging in mild cognitive impairment and Alzheimer’s disease. NeuroImage 46(1):47–55
Mitchell AJ, Shiri-Feshki M (2009) Rate of progression of mild cognitive impairment to dementia–meta-analysis of 41 robust inception cohort studies. Acta Psychiatr Scand 119(4):252–265
Morris JC (1993) The clinical dementia rating (CDR): current version and scoring rules. Neurology 43(11):2412–2414
Nasreddine ZS, Phillips NA, Bedirian V, Charbonneau S, Whitehead V, Collin I et al (2005) The Montreal cognitive assessment, MoCA: a brief screening tool for mild cognitive impairment. J Am Geriatr Soc 53(4):695–699
Oishi K, Mielke MM, Albert M, Lyketsos CG, Mori S (2012) The fornix sign: A potential sign for Alzheimer’s disease based on diffusion tensor imaging. J Neuroimaging 22(4):365–374
Petersen RC (2004) Mild cognitive impairment as a diagnostic entity. J Intern Med 256(3):183–194
Petersen RC, Smith GE, Waring SC, Ivnik RJ, Tangalos EG, Kokmen E (1999) Mild cognitive impairment: clinical characterization and outcome. Arch Neurol 56(3):303–308
Petrella JR, Wang L, Krishnan S, Slavin MJ, Prince SE, Tran TT, Doraiswarny PM (2007) Cortical deactivation in mild cognitive impairment: high-field-strength functional MR Imaging. Radiology 24:224–235
Pievani M, Agosta F, Pagani E, Canu E, Sala S, Absinta M et al (2010) Assessment of white matter tract damage in Mild Cognitive Impairment and alzheimer's disease. Hum Brain Mapp 31(12):1862–1875
Rametti G, Junque C, Falcon C, Bargallo N, Catalan R, Penades R et al (2009) A voxel-based diffusion tensor imaging study of temporal white matter in patients with schizophrenia. Psychiatry Res 171(3):166–176
Ringman JM, O'Neill J, Geschwind D, Medina L, Apostolova LG, Rodriguez Y et al (2007) Diffusion tensor imaging in preclinical and presymptomatic carriers of familial Alzheimer's disease mutations. Brain 130(7):1767–1776
Schmierer K, Wheeler-Kingshott CA, Tozer DJ, Boulby PA, Parkes HG, Yousry TA et al (2008) Quantitative magnetic resonance of postmortem multiple sclerosis brain before and after fixation. Magn Reson Med: Off J Soc Magn Reson Med/Soc Magn Reson Medy 59(2):268–277
Schmithorst VJ, Dardzinski BJ, Holland SK (2001) Simultaneous correction of ghost and geometric distortion artifacts in EPI using a multiecho reference scan. IEEE Trans Med Imaging 20(6):535–539
Sexton CE, Mackay CE, Lonie JA, Bastin ME, Terriere E, O’Carroll RE et al (2010) MRI correlates of episodic memory in Alzheimer’s disease, mild cognitive impairment, and healthy aging. Psychiatry Res 184(1):57–62
Song SK, Sun SW, Ramsbottom MJ, Chang C, Russell J, Cross AH (2002) Dysmyelination revealed through MRI as increased radial (but unchanged axial) diffusion of water. NeuroImage 17(3):1429–1436
Song SK, Sun SW, Ju WK, Lin SJ, Cross AH, Neufeld AH (2003) Diffusion tensor imaging detects and differentiates axon and myelin degeneration in mouse optic nerve after retinal ischemia. NeuroImage 20(3):1714–1722
Sperling RA, Bates JF, Chua EF, Cocchiarella AJ, Rentz DM, Rosen BR, Schacter DL, Albert MS (2003) fMRI studies of associative encoding in young and elderly controls and mild Alzheimer’s disease. J Neurol Neurosurg Psychiatry 74(1):44–50
SPSS, Inc. (2001). SPSS for windows. SPSS Inc., Chicago, IL
Staresina BP, Davachi L (2006) Differential encoding mechanisms for subsequent associative recognition and free recall. J Neurosci: Off J Soc Neurosci 26(36):9162–9172
Taoka T, Sakamoto M, Nakagawa H, Iwasaki S, Fukusumi A, Hirohashi S, Kichikawa K (2005) Diffusion anisotropy and diffusivity of the white matter tracts within temporal stem in Alzheimer disease. Proc Int Soc Magn Reson Med 13:464
Wang L, Goldstein FC, Veledar E, Levey AI, Lah JJ, Meltzer CC et al (2009) Alterations in cortical thickness and white matter integrity in mild cognitive impairment measured by whole-brain cortical thickness mapping and diffusion tensor imaging. Am J Neuroradiol 30(5):893–899
Wang Y, West JD, Flashman LA, Wishart HA, Santulli RB, Rabin LA et al (2012) Selective changes in white matter integrity in MCI and older adults with cognitive complaints. Biochimica Et Biophysica Acta (BBA) - Mol Basis Dis 1822(3):423–430
Weintrob DL, Saling MM, Berkovic SF, Reutens DC (2007) Impaired verbal associative learning after resection of left perirhinal cortex. Brain: A J Neurol 130(Pt 5):1423–1431
Weniger G, Boucsein K, Irle E (2004) Impaired associative memory in temporal lobe epilepsy subjects after lesions of hippocampus, parahippocampal gyrus, and amygdala. Hippocampus 14(6):785–796. doi:10.1002/hipo.10216
Whitwell JL, Shiung MM, Przybelski SA, Weigand SD, Knopman DS, Boeve BF et al (2008) MRI patterns of atrophy associated with progression to AD in amnestic mild cognitive impairment. Neurology 70(7):512–520
Yagishita S (1978) Morphological investigations on axonal swellings and spheroids in various human diseases. Virchows Arch 378(3):181–197
Yakushev I, Landvogt C, Buchholz HG, Fellgiebel A, Hammers A, Scheurich A et al (2008) Choice of reference area in studies of Alzheimer’s disease using positron emission tomography with fluorodeoxyglucose-F18. Psychiatry Res 164(2):143–153
Yesavage JA (1988) Geriatric depression scale. Psychopharmacol Bull 24(4):709–711
Acknowledgements
Funding for this project was provided by National Institute on Aging/Indiana Alzheimer’s Center, Robert Atkins Foundation, and Welch Foods, Inc. Thanks to the following individuals for assistance with technical aspects of this project: Jane Allendorfer, Martine Lamy, Elizabeth Macaluso, Amanda Stein, Amanda Stover and Jon Dudley
Conflict of interest
The authors report no actual or potential conflicts of interest.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Boespflug, E.L., Storrs, J., Sadat-Hossieny, S. et al. Full diffusion characterization implicates regionally disparate neuropathology in Mild Cognitive Impairment. Brain Struct Funct 219, 367–379 (2014). https://doi.org/10.1007/s00429-013-0506-x
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00429-013-0506-x