Improvement of White Matter Fiber Tracking Based on Diffusion-Tensor MR Imaging Data Using Modified Speed Functions

被引:0
作者
Darki, F. [1 ]
Ahmadian, A. R. [1 ,2 ]
Zadeh, H. Soltanian [3 ]
Zarei, M. [4 ]
Oghabian, M. A. [1 ,5 ]
机构
[1] Imam Khomeini Hosp, Res Ctr Sci & Technol Med, Tehran, Iran
[2] Univ Tehran Med Sci, Dept Med Phys & Biomed Engn, Tehran, Iran
[3] Univ Tehran, Dept Elect & Comp Engn, Control & Intelligent Proc Ctr Excellence, Tehran, Iran
[4] John Radcliffe Hosp, Ctr Funct Magnet Resonance Imaging Brain, Oxford OX3 9DU, England
[5] Univ Tehran Med Sci, Adv Diagnost & Intervent Radiol Res Ctr ADIR, Tehran, Iran
关键词
Diffusion Tensor Imaging; White Matter Tractography; Fast Marching Algorithm; Fractional Anisotropy; Fiber Crossing; HUMAN BRAIN; TRACTOGRAPHY; CONNECTIVITY;
D O I
暂无
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
Background/Objective: White matter tractography is a non-invasive method, which reconstructs three-dimensional trajectories of the brain tracts using diffusion-tensor imaging (DTI) data. Due to the partial volume effect of DTI data, some of tractography algorithms are unable to follow the correct pathways after the crossing and branching regions. The main challenge for tractography methods has been the ability to detect these regions. Fast marching techniques are capable of tracking the fibers with wide spreading. Materials and Methods: In order to detect true fibers. an adaptive functional anisotropy (FA) weighted function is proposed to modify the speed function of these algorithms. The performance of the proposed tractography method is assessed using synthetic data and its feasibility is showed by extracting some well-known tracts using healthy human DTI datasets. Result: The percentage of the length of whole tracts extracted by our proposed method is above 85%, even for a signal to noise ratio (SNR) level equal to 16. The ability of this method to detect the fiber crossing in simulation data is above 90%. Furthermore, the tractography results of some well-known tracts demonstrate the ability of the proposed methods to extract the correct pathways from the anatomical point of view. Conclusion: This method has led to great impact on the fast-marching fiber-tracking method in propagating the tractography front in an adaptive manner. The suggested speed function can make the speed of front propagation adapted to the type of brain's environments such as isotropic and anisotropic regions.
引用
收藏
页码:231 / 236
页数:6
相关论文
共 27 条
[1]   In vivo MR tractography using diffusion imaging [J].
Bammer, R ;
Acar, B ;
Moseley, ME .
EUROPEAN JOURNAL OF RADIOLOGY, 2003, 45 (03) :223-234
[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]   Characterization and propagation of uncertainty in diffusion-weighted MR imaging [J].
Behrens, TEJ ;
Woolrich, MW ;
Jenkinson, M ;
Johansen-Berg, H ;
Nunes, RG ;
Clare, S ;
Matthews, PM ;
Brady, JM ;
Smith, SM .
MAGNETIC RESONANCE IN MEDICINE, 2003, 50 (05) :1077-1088
[5]   Flow-based fiber tracking with diffusion tensor and q-ball data: Validation and comparison to principal diffusion direction techniques [J].
Campbell, JSW ;
Siddiqi, K ;
Rymar, VV ;
Sadikot, AF ;
Pike, GB .
NEUROIMAGE, 2005, 27 (04) :725-736
[6]   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
[7]   Modified Fast Marching tractography algorithm and its ability to detect fibre crossing [J].
Dargi, Fahimeh ;
Oghabian, Mohammad Ali ;
Ahmadian, Alireza ;
Zadeh, Hamid Soltanian ;
Zarei, Mojtaba ;
Boroomand, Ameneh .
2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 2007, :319-+
[8]   DTI mapping of human brain connectivity: statistical fibre tracking and virtual dissection [J].
Hagmann, P ;
Thiran, JP ;
Jonasson, L ;
Vandergheynst, P ;
Clarke, S ;
Maeder, P ;
Meuli, R .
NEUROIMAGE, 2003, 19 (03) :545-554
[9]   White matter tractography by anisotropic wavefront evolution and diffusion tensor imaging [J].
Jackowski, M ;
Kao, CY ;
Qiu, ML ;
Constable, RT ;
Staib, LH .
MEDICAL IMAGE ANALYSIS, 2005, 9 (05) :427-440
[10]  
Jones DK, 1999, MAGN RESON MED, V42, P37, DOI 10.1002/(SICI)1522-2594(199907)42:1<37::AID-MRM7>3.0.CO