Fractal dimension and white matter changes in multiple sclerosis

被引:77
|
作者
Esteban, Francisco J.
Sepulcre, Jorge
Velez de Mendizabal, Nieves
Goni, Joaquin
Navas, Juan
Ruiz de Miras, Juan
Bejarano, Bartolome
Masdeu, Jose C.
Villoslada, Pablo
机构
[1] Univ Jaen, Fac Expt & Hlth Sci, Dept Expt Bbiol, Syst Biol & Neurodynam Unit, Jaen 23071, Spain
[2] Univ Navarra, Ctr Appl Med Res, E-31080 Pamplona, Spain
[3] Univ Navarra, Dept Neurol & Neurosurg, E-31080 Pamplona, Spain
[4] Univ Basque Country, Dept Computat Sci & Artificial Intelligence, San Sebastian, Spain
[5] Univ Navarra, Dept Appl Math & Phys, E-31080 Pamplona, Spain
[6] Univ Jaen, Dept Mat, Jaen, Spain
[7] Univ Jaen, Dept Comp Sci, Jaen, Spain
关键词
fractal dimension; multiple sclerosis; normal appearing white matter; image analysis; magnetic resonance imaging;
D O I
10.1016/j.neuroimage.2007.03.057
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The brain white matter (WM) in multiple sclerosis (MS) suffers visible and non-visible (normal-appearing WM (NAWM)) changes in conventional magnetic resonance (MR) images. The fractal dimension (FD) is a quantitative parameter that characterizes the morphometric variability of a complex object. Our aim was to assess the usefulness of FD analysis in the measurement of WM abnormalities in conventional MR images in patients with MS, particularly to detect NAWM changes. First, we took on a voxel-based morphometry approach optimized for MS to obtain the segmented brain. Then, the FD of the whole grey-white matter interface (WM border) and skeletonized WM was calculated in patients with MS and healthy controls. To assess the FD of the NAWM, we focused our analysis on single sections without lesions at the centrum semiovale level. We found that patients with MS had a significant decrease in the FD of the entire brain WM compared with healthy controls. Such a decrease of the FD was detected not only on MR image sections with MS lesions but also on single sections with NAWM. Taken together, the results showed that FD identifies changes in the brain of patients with MS, including in NAWM, even at an early phase of the disease. Thus, FD might become a useful marker of diffuse damage of the central nervous system in MS. (c) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:543 / 549
页数:7
相关论文
共 50 条
  • [1] Fractal dimension analysis of grey matter in multiple sclerosis
    Esteban, Francisco J.
    Sepulcre, Jorge
    Ruiz de Miras, Juan
    Navas, Juan
    Velez de Mendizabal, Nieves
    Goni, Joaquin
    Quesada, Jose Ma
    Bejarano, Bartolome
    Villoslada, Pablo
    [J]. JOURNAL OF THE NEUROLOGICAL SCIENCES, 2009, 282 (1-2) : 67 - 71
  • [2] Brain White Matter Shape Changes in Amyotrophic Lateral Sclerosis (ALS): A Fractal Dimension Study
    Rajagopalan, Venkateswaran
    Liu, Zao
    Allexandre, Didier
    Zhang, Luduan
    Wang, Xiao-Feng
    Pioro, Erik P.
    Yue, Guang H.
    [J]. PLOS ONE, 2013, 8 (09):
  • [3] White and Gray Matter Changes in Early Multiple Sclerosis
    Javed, Adil
    Williamson, Eric
    Shi, Lei
    [J]. NEUROLOGY, 2012, 78
  • [4] Diffusion tensor imaging for characterizing white matter changes in multiple sclerosis
    Elshafey, Rasha
    Hassanien, Omar
    Khalil, Mohamed
    [J]. EGYPTIAN JOURNAL OF RADIOLOGY AND NUCLEAR MEDICINE, 2014, 45 (03): : 881 - 888
  • [5] White matter changes in paediatric multiple sclerosis and monophasic demyelinating disorders
    Longoni, Giulia
    Brown, Robert A.
    MomayyezSiahkal, Parya
    Elliott, Colm
    Narayanan, Sridar
    Bar-Or, Amit
    Marrie, Ruth Ann
    Yeh, E. Ann
    Filippi, Massimo
    Banwell, Brenda
    Arnold, Douglas L.
    [J]. BRAIN, 2017, 140 : 1300 - 1315
  • [6] Enhancing our understanding of white matter changes in early multiple sclerosis
    Naismith, Robert T.
    Cross, Anne H.
    [J]. BRAIN, 2015, 138 : 2465 - 2466
  • [7] Age-related white matter microstructural changes in multiple sclerosis
    Ivkovic, M.
    Fujimoto, K.
    Passiatore, G.
    Perumal, J.
    Nealon, N.
    Vartanian, T.
    Gauthier, S.
    [J]. MULTIPLE SCLEROSIS JOURNAL, 2012, 18 : 81 - 82
  • [8] Multiple sclerosis associates reduced retinal fractal dimension
    Bernal-Morales, Carolina
    Wagner, Siegfried
    Cortina-Borja, Mario
    Denniston, Alastair K.
    Rahi, Jugnoo
    Struyven, Robbert
    Trucco, Emanuele
    Mookiah, Muthu Rama Krishnan
    Petzold, Axel
    Keane, Pearse Andrew
    [J]. INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2022, 63 (07)
  • [9] GANGLIOSIDES IN MULTIPLE SCLEROSIS WHITE MATTER
    KISHIMOTO, Y
    RADIN, NS
    TOURTELL.WW
    PARKER, JA
    ITABASHI, HH
    [J]. NEUROLOGY, 1966, 16 (03) : 310 - +
  • [10] Diffuse inflammatory changes in multiple sclerosis normal-appearing white matter
    Vercellino, Marco
    Votta, Barbara
    Condello, Cecilia
    Merola, Aristide
    Mattioda, Alessandra
    Capello, Elisabetta
    Mancardi, Giovanni Luigi
    Mutani, Roberto
    Giordana, Maria Teresa
    Cavalla, Paola
    [J]. MULTIPLE SCLEROSIS, 2008, 14 : S7 - S7