Orientationally invariant indices of axon diameter and density from diffusion MRI

被引:539
作者
Alexander, Daniel C. [1 ]
Hubbard, Penny L. [2 ]
Hall, Matt G. [1 ]
Moore, Elizabeth A. [3 ]
Ptito, Maurice [4 ]
Parker, Geoff J. M. [2 ]
Dyrby, Tim B. [5 ]
机构
[1] UCL, Ctr Med Image Comp, Dept Comp Sci, London WC1E 6BT, England
[2] Univ Manchester, Sch Canc & Imaging Sci, Manchester M13 9PT, Lancs, England
[3] Philips Healthcare, Eindhoven, Netherlands
[4] Univ Montreal, Sch Optometry, Montreal, PQ, Canada
[5] Copenhagen Univ Hosp, Danish Res Ctr Magnet Resonance, Hvidovre, Denmark
基金
加拿大自然科学与工程研究理事会; 英国工程与自然科学研究理事会; 英国生物技术与生命科学研究理事会;
关键词
Diffusion MRI; Active imaging; Axon diameter; Fibre density; White matter; Microstructure; RESTRICTED DIFFUSION; FIBER COMPOSITION; CORPUS-CALLOSUM; WATER DIFFUSION; SIZE; FRAMEWORK; MODEL;
D O I
10.1016/j.neuroimage.2010.05.043
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
This paper proposes and tests a technique for imaging orientationally invariant indices of axon diameter and density in white matter using diffusion magnetic resonance imaging. Such indices potentially provide more specific markers of white matter microstructure than standard indices from diffusion tensor imaging. Orientational invariance allows for combination with tractography and presents new opportunities for mapping brain connectivity and quantifying disease processes. The technique uses a four-compartment tissue model combined with an optimized multishell high-angular-resolution pulsed-gradient-spin-echo acquisition. We test the method in simulation, on fixed monkey brains using a preclinical scanner and on live human brains using a clinical 3 T scanner. The human data take about one hour to acquire. The simulation experiments show that both monkey and human protocols distinguish distributions of axon diameters that occur naturally in white matter. We compare the axon diameter index with the mean axon diameter weighted by axon volume. The index differs from this mean and is protocol dependent, but correlation is good for the monkey protocol and weaker, but discernible, for the human protocol where greater diffusivity and lower gradient strength limit sensitivity to only the largest axons. Maps of axon diameter and density indices from the monkey and human data in the corpus callosum and corticospinal tract reflect known trends from histology. The results show orientationally invariant sensitivity to natural axon diameter distributions for the first time with both specialist and clinical hardware. This demonstration motivates further refinement, validation, and evaluation of the precise nature of the indices and the influence of potential confounds. (c) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:1374 / 1389
页数:16
相关论文
共 49 条
  • [1] Age-related changes in fibre composition of the human corpus callosum: Sex differences
    Aboitiz, F
    Rodriguez, E
    Olivares, R
    Zaidel, E
    [J]. NEUROREPORT, 1996, 7 (11) : 1761 - 1764
  • [2] FIBER COMPOSITION OF THE HUMAN CORPUS-CALLOSUM
    ABOITIZ, F
    SCHEIBEL, AB
    FISHER, RS
    ZAIDEL, E
    [J]. BRAIN RESEARCH, 1992, 598 (1-2) : 143 - 153
  • [3] INDIVIDUAL-DIFFERENCES IN BRAIN ASYMMETRIES AND FIBER COMPOSITION IN THE HUMAN CORPUS-CALLOSUM
    ABOITIZ, F
    SCHEIBEL, AB
    FISHER, RS
    ZAIDEL, E
    [J]. BRAIN RESEARCH, 1992, 598 (1-2) : 154 - 161
  • [4] A general framework for experiment design in diffusion MRI and its application in measuring direct tissue-microstructure features
    Alexander, Daniel C.
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2008, 60 (02) : 439 - 448
  • [5] ALEXANDER DC, 2009, P ISMRM, P357
  • [6] [Anonymous], PARALLEL BRAIN COGNI
  • [7] [Anonymous], 1995, The axon: structure, function, and pathophysiology
  • [8] New modeling and experimental framework to characterize hindered and restricted water diffusion in brain white matter
    Assaf, Y
    Freidlin, RZ
    Rohde, GK
    Basser, PJ
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2004, 52 (05) : 965 - 978
  • [9] Assaf Y., 2005, NEUROIMAGE, V30, P1100
  • [10] AxCaliber: A method for measuring axon diameter distribution from diffusion MRI
    Assaf, Yaniv
    Blumenfeld-Katzir, Tamar
    Yovel, Yossi
    Basser, Peter J.
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2008, 59 (06) : 1347 - 1354