Mapping heterogenous anisotropic tissue mechanical properties with transverse isotropic nonlinear inversion MR elastography

被引:20
|
作者
McGarry, Matthew [1 ]
Van Houten, Elijah [2 ]
Sowinski, Damian [1 ]
Jyoti, Dhrubo [1 ]
Smith, Daniel R. [3 ]
Caban-Rivera, Diego A. [3 ]
McIlvain, Grace [3 ]
Bayly, Philip [4 ]
Johnson, Curtis L. [3 ]
Weaver, John [1 ,5 ]
Paulsen, Keith [1 ,5 ]
机构
[1] Dartmouth Coll, Thayer Sch Engn, Hanover, NH 03755 USA
[2] Univ Sherbrooke, Sherbrooke, PQ J1K 2R1, Canada
[3] Univ Delaware, Newark, DE 19716 USA
[4] Washington Univ, St Louis, MO 63130 USA
[5] Dartmouth Hitchcock Med Ctr, Lebanon, NH 03756 USA
关键词
Transverse isotropic; Anisotropic; Elastography; White matter; Brain mechanics; MAGNETIC-RESONANCE ELASTOGRAPHY; FAST SHEAR-WAVES; BRAIN STIFFNESS; VISCOELASTICITY; MEMORY; ALGORITHM; FIBROSIS; MODEL; SLOW;
D O I
10.1016/j.media.2022.102432
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The white matter tracts of brain tissue consist of highly-aligned, myelinated fibers; white matter is structurally anisotropic and is expected to exhibit anisotropic mechanical behavior. In vivo mechanical properties of tissue can be imaged using magnetic resonance elastography (MRE). MRE can detect and monitor natural and disease processes that affect tissue structure; however, most MRE inversion algorithms assume locally homogenous properties and/or isotropic behavior, which can cause artifacts in white matter regions. A heterogeneous, model-based transverse isotropic implementation of a subzone-based nonlinear inversion (TI-NLI) is demonstrated. TI-NLI reconstructs accurate maps of the shear modulus, damping ratio, shear anisotropy, and tensile anisotropy of in vivo brain tissue using standard MRE motion measurements and fiber directions estimated from diffusion tensor imaging (DTI). TI-NLI accuracy was investigated with using synthetic data in both controlled and realistic settings: excellent quantitative and spatial accuracy was observed and cross-talk between estimated parameters was minimal. Ten repeated, in vivo , MRE scans acquired from a healthy subject were co-registered to demonstrate repeatability of the technique. Good resolution of anatomical structures and bilateral symmetry were evident in MRE images of all mechanical property types. Repeatability was similar to isotropic MRE methods and well within the limits required for clinical success. TI-NLI MRE is a promising new technique for clinical research into anisotropic tissues such as the brain and muscle. (c) 2022 Elsevier B.V. All rights reserved.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] A heterogenous, time harmonic, nearly incompressible transverse isotropic finite element brain simulation platform for MR elastography
    McGarry, Matthew
    Van Houten, Elijah
    Guertler, Charlotte
    Okamoto, Ruth
    Smith, Daniel
    Sowinski, Damian
    Johnson, Curtis
    Bayly, Philip
    Weaver, John
    Paulsen, Keith
    PHYSICS IN MEDICINE AND BIOLOGY, 2021, 66 (05):
  • [2] Phantom evaluations of nonlinear inversion MR elastography
    Solamen, Ligin M.
    McGarry, Matthew D.
    Tan, Likun
    Weaver, John B.
    Paulsen, Keith D.
    PHYSICS IN MEDICINE AND BIOLOGY, 2018, 63 (14):
  • [3] Multiresolution MR elastography using nonlinear inversion
    McGarry, M. D. J.
    Van Houten, E. E. W.
    Johnson, C. L.
    Georgiadis, J. G.
    Sutton, B. P.
    Weaver, J. B.
    Paulsen, K. D.
    MEDICAL PHYSICS, 2012, 39 (10) : 6388 - 6396
  • [4] Transversely-isotropic brain in vivo MR elastography with anisotropic damping
    Jyoti, Dhrubo
    McGarry, Matthew
    Caban-Rivera, Diego A.
    Van Houten, Elijah
    Johnson, Curtis L.
    Paulsen, Keith
    JOURNAL OF THE MECHANICAL BEHAVIOR OF BIOMEDICAL MATERIALS, 2023, 141
  • [5] In vivo estimation of anisotropic mechanical properties of the gastrocnemius during functional loading with MR elastography
    Smith, Daniel R.
    Caban-Rivera, Diego A.
    Williams, L. Tyler
    Van Houten, Elijah E. W.
    Bayly, Phil, V
    Paulsen, Keith D.
    McGarry, Matthew D. J.
    Johnson, Curtis L.
    PHYSICS IN MEDICINE AND BIOLOGY, 2023, 68 (04):
  • [6] Nonlinear Inversion MR Elastography With Low-Frequency Actuation
    Zeng, Wei
    Gordon-Wylie, Scott W.
    Tan, Likun
    Solamen, Ligin
    McGarry, Matthew D. J.
    Weaver, John B.
    Paulsen, Keith D.
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2020, 39 (05) : 1775 - 1784
  • [7] Three-Parameter Shear Wave Inversion in MR Elastography of Incompressible Transverse Isotropic Media: Application to In Vivo Lower Leg Muscles
    Guo, Jing
    Hirsch, Sebastian
    Scheel, Michael
    Braun, Juergen
    Sack, Ingolf
    MAGNETIC RESONANCE IN MEDICINE, 2016, 75 (04) : 1537 - 1545
  • [8] Combining MR elastography and diffusion tensor imaging for the assessment of anisotropic mechanical properties: A phantom study
    Qin, Eric C.
    Sinkus, Ralph
    Geng, Guangqiang
    Cheng, Shaokoon
    Green, Michael
    Rae, Caroline D.
    Bilston, Lynne E.
    JOURNAL OF MAGNETIC RESONANCE IMAGING, 2013, 37 (01) : 217 - 226
  • [9] The mechanical properties of a transverse isotropic voided material
    Han, Fue
    Chen, Changqing
    Shen, Yapeng
    COMPOSITE STRUCTURES, 2011, 93 (09) : 2213 - 2221
  • [10] Uniqueness of poroelastic and viscoelastic nonlinear inversion MR elastography at low frequencies
    McGarry, Matthew
    Van Houten, Elijah
    Solamen, Ligin
    Gordon-Wylie, Scott
    Weaver, John
    Paulsen, Keith
    PHYSICS IN MEDICINE AND BIOLOGY, 2019, 64 (07):