Analysis of noise effects on DTI-based tractography using the brute-force and multi-ROI approach

被引:153
作者
Huang, H
Zhang, JY
van Zijl, PCM
Mori, S
机构
[1] Johns Hopkins Univ, Sch Med, Dept Radiol, Div MRI Res, Baltimore, MD 21205 USA
[2] Johns Hopkins Univ, Sch Med, Dept Biomed Engn, Baltimore, MD 21205 USA
[3] Kennedy Krieger Inst, FM Kirby Res Ctr Funct Brain Imaging, Baltimore, MD USA
关键词
diffusion tensor imaging; tractography; noise analysis; brute-force and multi-ROI approach; brain;
D O I
10.1002/mrm.20147
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Diffusion tensor tractography based on line propagation is a promising and widely used technique, but it is known to be sensitive to noise and the size and location of the seed regions of interest (ROIs). The effects of these parameters on the tractography results were analyzed quantitatively using high-resolution diffusion tensor imaging (DTI) with a high signal-to-noise ratio (SNR) on a fixed mouse brain. The anterior commissure (AC), as judged from a T-2-weighted image, was used as an anatomical reference within which the tracts could be located. Monte Carlo simulation was performed by adding Gaussian noise to the time domain data and repeating the tractography. Deviations of the tracking results were measured as a function of SNR. Such noise effects were evaluated for a simple one-ROI approach and a combined two-ROI and brute-force (BF) approach. The influence of ROI size and location for the two-ROI + BF approach was also analyzed. The results confirmed the hypothesis that one can increase the validity of DTI-based tractography by adopting the BF and multi-ROI approach, with respect to the simple one-ROI approach. (C) 2004 Wiley-Liss, Inc.
引用
收藏
页码:559 / 565
页数:7
相关论文
共 36 条
[1]   Spatial transformations of diffusion tensor magnetic resonance images [J].
Alexander, DC ;
Pierpaoli, C ;
Basser, PJ ;
Gee, JC .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2001, 20 (11) :1131-1139
[2]  
Basser PJ, 2000, MAGNET RESON MED, V44, P625, DOI 10.1002/1522-2594(200010)44:4<625::AID-MRM17>3.0.CO
[3]  
2-O
[4]   MR DIFFUSION TENSOR SPECTROSCOPY AND IMAGING [J].
BASSER, PJ ;
MATTIELLO, J ;
LEBIHAN, D .
BIOPHYSICAL JOURNAL, 1994, 66 (01) :259-267
[5]   Diffusion-tensor MRI: theory, experimental design and data analysis - a technical review [J].
Basser, PJ ;
Jones, DK .
NMR IN BIOMEDICINE, 2002, 15 (7-8) :456-467
[6]   DETERMINANTS OF ANISOTROPIC WATER DIFFUSION IN NERVES [J].
BEAULIEU, C ;
ALLEN, PS .
MAGNETIC RESONANCE IN MEDICINE, 1994, 31 (04) :394-400
[7]   The basis of anisotropic water diffusion in the nervous system - a technical review [J].
Beaulieu, C .
NMR IN BIOMEDICINE, 2002, 15 (7-8) :435-455
[8]   Virtual in vivo interactive dissection of white matter fasciculi in the human brain [J].
Catani, M ;
Howard, RJ ;
Pajevic, S ;
Jones, DK .
NEUROIMAGE, 2002, 17 (01) :77-94
[9]   Tracking neuronal fiber pathways in the living human brain [J].
Conturo, TE ;
Lori, NF ;
Cull, TS ;
Akbudak, E ;
Snyder, AZ ;
Shimony, JS ;
McKinstry, RC ;
Burton, H ;
Raichle, ME .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1999, 96 (18) :10422-10427
[10]   ANISOTROPY OF NMR PROPERTIES OF TISSUES [J].
HENKELMAN, RM ;
STANISZ, GJ ;
KIM, JK ;
BRONSKILL, MJ .
MAGNETIC RESONANCE IN MEDICINE, 1994, 32 (05) :592-601