Simultaneous magnetic resonance diffusion and pseudo-diffusion tensor imaging

被引:15
作者
Mozumder, Meghdoot [1 ]
Beltrachini, Leandro [1 ]
Collier, Quinten [2 ]
Pozo, Jose M. [1 ]
Frangi, Alejandro F. [1 ]
机构
[1] Univ Sheffield, Dept Elect & Elect Engn, Ctr Computat Imaging & Simulat Technol Biomed CIS, Sheffield, S Yorkshire, England
[2] Univ Antwerp CDE, Dept Phys, iMinds Vis Lab, Antwerp, Belgium
基金
英国工程与自然科学研究理事会;
关键词
Magnetic resonance imaging; diffusion; perfusion; intravoxel incoherent motion; INTRAVOXEL INCOHERENT MOTION; INITIAL CLINICAL-EXPERIENCE; IN-VIVO; HUMAN BRAIN; BREAST-CANCER; WEIGHTED MRI; PERFUSION; MICROVASCULATURE; BLOOD; MODEL;
D O I
10.1002/mrm.26840
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
PurposeAn emerging topic in diffusion magnetic resonance is imaging blood microcirculation alongside water diffusion using the intravoxel incoherent motion (IVIM) model. Recently, a combined IVIM diffusion tensor imaging (IVIM-DTI) model was proposed, which accounts for both anisotropic pseudo-diffusion due to blood microcirculation and anisotropic diffusion due to tissue microstructures. In this article, we propose a robust IVIM-DTI approach for simultaneous diffusion and pseudo-diffusion tensor imaging. MethodsConventional IVIM estimation methods can be broadly divided into two-step (diffusion and pseudo-diffusion estimated separately) and one-step (diffusion and pseudo-diffusion estimated simultaneously) methods. Here, both methods were applied on the IVIM-DTI model. An improved one-step method based on damped Gauss-Newton algorithm and a Gaussian prior for the model parameters was also introduced. The sensitivities of these methods to different parameter initializations were tested with realistic in silico simulations and experimental in vivo data. ResultsThe one-step damped Gauss-Newton method with a Gaussian prior was less sensitive to noise and the choice of initial parameters and delivered more accurate estimates of IVIM-DTI parameters compared to the other methods. ConclusionOne-step estimation using damped Gauss-Newton and a Gaussian prior is a robust method for simultaneous diffusion and pseudo-diffusion tensor imaging using IVIM-DTI model. Magn Reson Med 79:2367-2378, 2018. (c) 2017 The Authors Magnetic Resonance in Medicine published by Wiley Periodicals, Inc. on behalf of International Society for Magnetic Resonance in Medicine. This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
引用
收藏
页码:2367 / 2378
页数:12
相关论文
共 76 条
  • [1] Orientation Dependence of Microcirculation-Induced Diffusion Signal in Anisotropic Tissues
    Abdullah, Osama M.
    Gomez, Arnold David
    Merchant, Samer
    Heidinger, Michael
    Poelzing, Steven
    Hsu, Edward W.
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2016, 76 (04) : 1252 - 1262
  • [2] THE EFFECTS OF RANDOM DIRECTIONAL DISTRIBUTED FLOW IN NUCLEAR-MAGNETIC-RESONANCE IMAGING
    AHN, CB
    LEE, SY
    NALCIOGLU, O
    CHO, ZH
    [J]. MEDICAL PHYSICS, 1987, 14 (01) : 43 - 48
  • [3] Diffusion tensor imaging of the brain
    Alexander, Andrew L.
    Lee, Jee Eun
    Lazar, Mariana
    Field, Aaron S.
    [J]. NEUROTHERAPEUTICS, 2007, 4 (03) : 316 - 329
  • [4] An integrated approach to correction for off-resonance effects and subject movement in diffusion MR imaging
    Andersson, Jesper L. R.
    Sotiropoulos, Stamatios N.
    [J]. NEUROIMAGE, 2016, 125 : 1063 - 1078
  • [5] How to correct susceptibility distortions in spin-echo echo-planar images: application to diffusion tensor imaging
    Andersson, JLR
    Skare, S
    Ashburner, J
    [J]. NEUROIMAGE, 2003, 20 (02) : 870 - 888
  • [6] Measurement reproducibility of perfusion fraction and pseudodiffusion coefficient derived by intravoxel incoherent motion diffusion-weighted MR imaging in normal liver and metastases
    Andreou, A.
    Koh, D. M.
    Collins, D. J.
    Blackledge, M.
    Wallace, T.
    Leach, M. O.
    Orton, M. R.
    [J]. EUROPEAN RADIOLOGY, 2013, 23 (02) : 428 - 434
  • [7] Composite hindered and restricted model of diffusion (CHARMED) MR imaging of the human brain
    Assaf, Y
    Basser, PJ
    [J]. NEUROIMAGE, 2005, 27 (01) : 48 - 58
  • [8] Cerebrovascular requirement for sealant, anti-coagulant and remodeling molecules that allow for the maintenance of vascular integrity and blood supply
    Atwood, CS
    Bowen, RL
    Smith, MA
    Perry, G
    [J]. BRAIN RESEARCH REVIEWS, 2003, 43 (01) : 164 - 178
  • [9] Impact of the calculation algorithm on biexponential fitting of diffusion-weighted MRI in upper abdominal organs
    Barbieri, Sebastiano
    Donati, Olivio F.
    Froehlich, Johannes M.
    Thoeny, Harriet C.
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2016, 75 (05) : 2175 - 2184
  • [10] Basser PJ, 2000, MAGNET RESON MED, V44, P625, DOI 10.1002/1522-2594(200010)44:4<625::AID-MRM17>3.0.CO