Robust MR elastography stiffness quantification using a localized divergence free finite element reconstruction

被引:45
作者
Fovargue, Daniel [1 ]
Kozerke, Sebastian [2 ,3 ]
Sinkus, Ralph [1 ]
Nordsletten, David [1 ]
机构
[1] Kings Coll London, Div Imaging Sci & Biomed Engn, London, England
[2] Univ Zurich, Inst Biomed Engn, Zurich, Switzerland
[3] Swiss Fed Inst Technol, Zurich, Switzerland
基金
英国工程与自然科学研究理事会; 欧洲研究理事会;
关键词
MR Elastography; Reconstruction; Shear modulus; Tissue biomechanics; Inverse problem; Stiffness; MAGNETIC-RESONANCE-ELASTOGRAPHY; SHEAR MODULUS RECONSTRUCTION; GRADIENT-ECHO SEQUENCE; BREAST-TUMOR DETECTION; IN-VIVO; DYNAMIC ELASTOGRAPHY; LIVER FIBROSIS; VISCOELASTIC PROPERTIES; TRANSIENT ELASTOGRAPHY; PROSTATE-CANCER;
D O I
10.1016/j.media.2017.12.005
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As disease often alters structural and functional properties in tissue, the noninvasive measurement of material stiffness in vivo is desirable. Magnetic resonance elastography provides an approach to in vivo tissue characterization, using images of wave motion in tissue and biomechanical principles to reconstruct and quantify stiffness. Successful clinical translation of this technology requires stiffness reconstruction algorithms that are robust, easy to manage, and fast. In this paper, a reconstruction method is presented which addresses these issues by using a local compact divergence-free reconstruction kernel coupled with non-physical constraint elimination and inverse residual weighting to reliably reconstruct stiffness. The proposed technique is compared with local curl reconstructions and global stiffness-pressure reconstructions across two ground-truth phantoms as well as in vivo data sets. Sensitivity analysis is also performed, assessing the variability of reconstruction results and robustness to noise. It is shown that the proposed method can be robustly applied across data sets, is less sensitive to noise, attains comparable (or improved) accuracy, provides better correlation to anatomical features, and can be completed in short timescales. (C) 2017 The Authors. Published by Elsevier B.V.
引用
收藏
页码:126 / 142
页数:17
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