Fractal dimension analysis of the cortical ribbon in mild Alzheimer's disease

被引:139
作者
King, Richard D. [1 ]
Brown, Brandon
Hwang, Michael [2 ]
Jeon, Tina [2 ]
George, Anuh T. [2 ]
机构
[1] Univ Utah, Dept Neurol, Ctr Alzheimers Care Imaging & Res, Alzheimers Image Anal Lab, Salt Lake City, UT 84104 USA
[2] Univ Texas SW Med Ctr, Dept Neurol, Dallas, TX USA
基金
美国国家卫生研究院;
关键词
Fractal Dimension; Cortex; Complexity; Alzheimer's disease; Cortical Thickness; Gyrification Index; MAGNETIC-RESONANCE IMAGES; HUMAN CEREBRAL-CORTEX; SURFACE-BASED ANALYSIS; WHITE-MATTER; HUMAN BRAIN; GEOMETRICALLY ACCURATE; MULTIPLE-SCLEROSIS; GREY-MATTER; COMPLEXITY; THICKNESS;
D O I
10.1016/j.neuroimage.2010.06.050
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Fractal analysis methods are used to quantify the complexity of the human cerebral cortex Many recent studies have focused on high resolution three-dimensional reconstructions of either the outer (pial) surface of the brain or the junction between the gray and white matter, but ignore the structure between these surfaces. This study uses a new method to incorporate the entire cortical thickness. Data were obtained from the Alzheimer's Disease (AD) Neuroimaging Initiative database (Control N=35, Mild AD N=35) Image segmentation was performed using a semi-automated analysis program The fractal dimension of three cortical models (the pial surface, gray/white surface and entire cortical ribbon) were calculated using a custom cube-counting triangle-intersection algorithm The fractal dimension of the cortical ribbon showed highly significant differences between control and AD subjects (p<0 001) The inner surface analysis also found smaller but significant differences (p<0 05) The pial surface dimensionality was not significantly different between the two groups All three models had a significant positive correlation with the cortical gyrification index (r>0.55. p<0 001) Only the cortical ribbon had a significant correlation with cortical thickness (r=0 832, p<0.001) and the Alzheimer's Disease Assessment Scale cognitive battery (r = -0513, p = 0.002). The cortical ribbon dimensionality showed a larger effect size (d = I 12) in separating control and mild AD subjects than cortical thickness (d = 1 01) or gyrification index (d = 0 84) The methodological change shown in this paper may allow for further clinical application of cortical fractal dimension as a biomarker for structural changes that accrue with neurodegenerative diseases (C) 2010 Elsevier Inc All rights reserved
引用
收藏
页码:471 / 479
页数:9
相关论文
共 38 条
[1]   Mapping cortical asymmetry and complexity patterns in normal children [J].
Blanton, RE ;
Levitt, JG ;
Thompson, PM ;
Narr, KL ;
Capetillo-Cunliffe, L ;
Nobel, A ;
Singerman, JD ;
McCracken, JT ;
Toga, AW .
PSYCHIATRY RESEARCH-NEUROIMAGING, 2001, 107 (01) :29-43
[2]   FRACTAL ANALYSIS OF THE BOUNDARY BETWEEN WHITE-MATTER AND CEREBRAL-CORTEX IN MAGNETIC-RESONANCE IMAGES - A CONTROLLED-STUDY OF SCHIZOPHRENIC AND MANIC-DEPRESSIVE PATIENTS [J].
BULLMORE, E ;
BRAMMER, M ;
HARVEY, I ;
PERSAUD, R ;
MURRAY, R ;
RON, M .
PSYCHOLOGICAL MEDICINE, 1994, 24 (03) :771-781
[3]  
Casanova M F, 1990, J Neuropsychiatry Clin Neurosci, V2, P363
[4]   SHAPE-ANALYSIS OF THE MIDDLE CRANIAL FOSSA OF SCHIZOPHRENIC-PATIENTS - A COMPUTERIZED TOMOGRAPHIC STUDY [J].
CASANOVA, MF ;
DANIEL, DG ;
GOLDBERG, TE ;
SUDDATH, RL ;
WEINBERGER, DR .
SCHIZOPHRENIA RESEARCH, 1989, 2 (4-5) :333-338
[5]   FRACTAL DESCRIPTION OF CEREBRAL CORTICAL PATTERNS IN FRONTAL-LOBE EPILEPSY [J].
COOK, MJ ;
FREE, SL ;
MANFORD, MRA ;
FISH, DR ;
SHORVON, SD ;
STEVENS, JM .
EUROPEAN NEUROLOGY, 1995, 35 (06) :327-335
[6]   Cortical surface-based analysis - I. Segmentation and surface reconstruction [J].
Dale, AM ;
Fischl, B ;
Sereno, MI .
NEUROIMAGE, 1999, 9 (02) :179-194
[7]   Fractal dimension and white matter changes in multiple sclerosis [J].
Esteban, Francisco J. ;
Sepulcre, Jorge ;
Velez de Mendizabal, Nieves ;
Goni, Joaquin ;
Navas, Juan ;
Ruiz de Miras, Juan ;
Bejarano, Bartolome ;
Masdeu, Jose C. ;
Villoslada, Pablo .
NEUROIMAGE, 2007, 36 (03) :543-549
[8]   Fractal dimension analysis of grey matter in multiple sclerosis [J].
Esteban, Francisco J. ;
Sepulcre, Jorge ;
Ruiz de Miras, Juan ;
Navas, Juan ;
Velez de Mendizabal, Nieves ;
Goni, Joaquin ;
Quesada, Jose Ma ;
Bejarano, Bartolome ;
Villoslada, Pablo .
JOURNAL OF THE NEUROLOGICAL SCIENCES, 2009, 282 (1-2) :67-71
[9]   Automatically parcellating the human cerebral cortex [J].
Fischl, B ;
van der Kouwe, A ;
Destrieux, C ;
Halgren, E ;
Ségonne, F ;
Salat, DH ;
Busa, E ;
Seidman, LJ ;
Goldstein, J ;
Kennedy, D ;
Caviness, V ;
Makris, N ;
Rosen, B ;
Dale, AM .
CEREBRAL CORTEX, 2004, 14 (01) :11-22
[10]   Automated manifold surgery: Constructing geometrically accurate and topologically correct models of the human cerebral cortex [J].
Fischl, B ;
Liu, A ;
Dale, AM .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2001, 20 (01) :70-80