Title :
Derivation and analysis of viscoelastic properties in human liver: impact of frequency on fibrosis and steatosis staging
Author :
Nightingale, Kathryn R. ; Rouze, Ned C. ; Rosenzweig, Stephen J. ; Wang, Michael ; Abdelmalek, Manal F. ; Guy, Cynthia D. ; Palmeri, Mark L.
Author_Institution :
Dept. of Biomed. Eng., Duke Univ., Durham, NC, USA
Abstract :
Commercially-available shear wave imaging systems measure group shear wave speed (SWS) and often report stiffness parameters applying purely elastic material models. Soft tissues, however, are viscoelastic, and higher-order material models are necessary to characterize the dispersion associated with broadband shear waves. In this paper, we describe a robust, model-based algorithm and use a linear dispersion model to perform shear wave dispersion analysis in traditionally difficult-to-image subjects. In a cohort of 135 non-alcoholic fatty liver disease patients, we compare the performance of group SWS with dispersion analysis-derived phase velocity c(200 Hz) and dispersion slope dc/df parameters to stage hepatic fibrosis and steatosis. Area under the ROC curve (AUROC) analysis demonstrates correlation between all parameters [group SWS, c(200 Hz), and, to a lesser extent dc/df ] and fibrosis stage, whereas no correlation was observed between steatosis stage and any of the material parameters. Interestingly, optimal AUROC threshold SWS values separating advanced liver fibrosis (≥F3) from mild-to-moderate fibrosis (≤F2) were shown to be frequency-dependent, and to increase from 1.8 to 3.3 m/s over the 0 to 400 Hz shear wave frequency range.
Keywords :
biomechanics; elastic constants; elastic waves; liver; viscoelasticity; ROC curve; broadband shear waves; dispersion analysis-derived phase velocity; dispersion slope parameters; frequency 0 Hz to 400 Hz; group shear wave speed performance; hepatic fibrosis staging; hepatic steatosis staging; higher-order material models; human liver; linear dispersion model; model-based algorithm; non-alcoholic fatty liver disease patients; optimal AUROC threshold shear wave speed; purely elastic material models; shear wave dispersion analysis; shear wave frequency; shear wave imaging systems; soft tissues; stiffness parameters; viscoelastic properties; Acoustics; Analytical models; Data models; Dispersion; Frequency measurement; Liver; Materials;
Journal_Title :
Ultrasonics, Ferroelectrics, and Frequency Control, IEEE Transactions on
DOI :
10.1109/TUFFC.2014.006653