Giacomo Annio1,2, Omar Darwish2, Elijah Van Houten3, Knut Solna4, Sverre Holm5, and Ralph Sinkus1,2
1LVTS, INSERM U1148, Paris, France, 2Department of Biomedical Engineering, King's College London, London, United Kingdom, 3Département de Génie Mécanique, Université de Sherbrooke, Sherbrooke, QC, Canada, 4Department of Mathematics, University of California at Irvine, Irvine, CA, United States, 5Department of Physics, University of Oslo, Oslo, Norway
Synopsis
MRE is a novel tool to study in-vivo biomechanics. Recently,
the diagnostic value of viscosity has been explored. However, its physical
origin as intrinsic absorption or due to scattering is yet unknown. This work shows
that the majority of viscosity at about 100Hz is apparent, thus originating mainly
from scattering. Moreover, we observed that the classical springpot model fails
to describe the dispersion properties of complex media containing scattering
structures. We propose a nonlocal viscoelastic model that can ultimately
disentangle intrinsic loss effects from scattering-induced ones. This changes
dramatically the way we interpret viscous changes for therapies impacting on
vasculature.
Introduction
Magnetic Resonance Elastography (MRE) is a novel tool to
study in-vivo biomechanics for disease characterization and therapy. The
diagnostic value of elasticity (dynamic modulus) has been demonstrated for the
staging of liver fibrosis1.
Recently also the diagnostic value of viscosity (loss modulus) has been
explored, in particular for inflammation2 and tumor aggressiveness. The physical
origin of viscosity is either intrinsic - constitutive thus leading to a
temperature increase - or apparent - due to scattering with no concomitant
increase in temperature. While viscosity at frequencies around 100Hz is
significant in tissues, its physical origin - constitutive or apparent – is yet
unknown. Understanding its origin will allow the correct interpretation of the observed viscosity changes and relate those to either cellular alterations
(constitutive) or vascular changes (apparent), which would in turn permit therapy
stratification. Loss effects lead automatically to dispersion which - in tissue
- typically follows a frequency power-law. This work has two objectives: the
first is to understand the origin of the loss modulus and the second is to
investigate the impact of scattering on dispersion and to propose an extended
theoretical model to explain the observations.Methods
To answer the first question, an
ex-vivo bovine tissue sample was exposed for 30 min to 500Hz shear vibrations
with 13μm amplitude. MR-Thermometry and MR-Spectroscopy
(MRT and MRS) were used to quantify tissue temperature changes over 60mins,
with vibration starting after 30mins and lasting until the end of the
experiment. 3D MRE @ 500Hz was also performed, measuring a loss modulus of
4kPa. Given the specific heat capacity of tissue (C=3600 J Kg-1 K-1), if the
quantified loss modulus were entirely constitutive, a temperature increase of
~0.5°C would be expected after 30mins of vibration.
In
order to investigate the impact of scattering, multi-frequency MRE (100-500 Hz) was used to study
an ultrasound gel sample with/without an embedded scattering structure (Figures
1,2), as well as an ex-vivo bovine tissue sample. The structure exhibits a
fractal dimension of df~2.3 at length scales which match the wavelength
within the probed frequency bandwidth given the background stiffness of the gel
(~1kPa). Results and discussion
Figures 3 and 4 show the measured temperature
increase in the bovine tissue specimen as quantified via MRT and MRS, respectively. As
expected, RF-induced heating initially leads to a temperature increase of
~0.5-1°C over the first 30mins, until thermal equilibrium. Subsequently, after
turning on the mechanical vibrations, no further temperature increase on the order of 0.5°C
was detected! Consequently, the majority of the measured
viscosity is apparent in nature, originating from scattering rather than from
an intrinsic loss that would lead to a thermodynamic response. This represents
a very fundamental finding which alters the way viscosity data should be
interpreted. Figure 5 shows the dispersion curves and the corresponding
frequency evolution of the phase angle for the pure ultrasound gel with/without
fractal structure, and a bovine tissue specimen. As expected for the pure gel,
the dispersion slope (0.13) and the phase angle (0.25-0.3) agree approximately
(2*0.13 vs 0.25-0.3; the 2 comes from the square that converts speed to
stiffness). Hence, the intrinsic dispersion of the gel can be explained via the
classical springpot model that uses a fractional order time derivative to
continuously interpolate between a spring (slope of stiffness equal to zero)
and a dashpot (slope of stiffness equal to one).
The addition of the scattering structure
dramatically changes the observations. Firstly, the measured slope of 0.65
matches what we expect from scattering theory 3-4 with the slope approximately equal to D-df=3-2.3=0.7! Secondly, a slope for the speed >
0.5 entails a slope for stiffness >1, which is not explainable via the
springpot model. Thirdly,
while we measure a phase angle that is relatively constant in frequency, its
value no longer agrees with the springpot model. Intriguingly, the
results obtained for the tissue specimen are quite similar to those of the
gel-embedded scattering fractal, suggesting, as observed in previous in-vitro
and in-vivo results, a vasculature-generated scattering component in tissue.
The observed behavior could be described by introducing a fractional order
Laplacian operator in addition to the fractional order time operator of the
springpot model 5.
First, this explains slopes greater than one for the stiffness, and second,
this decouples the slope from the phase angle, allowing to distinguish cellular
changes (impacting intrinsic loss) from vascular alterations (changing
scattering properties). Conclusions
This work aims to uncover the origin of viscosity in tissue
as quantified by MRE in the frequency range near 100Hz. We have first showed
that the majority of shear viscosity is apparent, and hence originates mainly
from scattering rather than from intrinsic losses. Second, we observed that the
classical springpot model fails to describe the dispersion of complex media
containing intrinsic scattering structures. This simplified model is incompatible
with the observed dispersion of the stiffness, characterized by frequency
slopes larger than one and related to the phase angle value in a more
intricated manner. An extension of the springpot model using a nonlocal
viscoelastic model overcomes this limitation, unveiling the ability to
ultimately disentangle intrinsic/constitutive loss effects from
apparent/scattering-induced ones.Acknowledgements
This project has received funding from the National Institutes of Health (NIH) Grant Number: 1R01EB028664-01.References
1
Talwalkar, JA, Y. M. et al. (2008). Magnetic resonance imaging of hepatic
fibrosis: emerging clinical applications. Hepatology, 47:332–342.
2
Sinkus, R. et al. (2018). Rheological determinants for simultaneous staging of
hepatic fibrosis and inflammation in patients with chronic liver disease. NMR
in Biomedicine, 31.10: e3956.
3
Lambert, S. A. et al.(2015). Bridging three orders of magnitude: multiple scattered waves sense
fractal microscopic structures via dispersion. Physical review letters,
115.9: 094301.
4 Holm, S. et al.
(2019). Waves with power-law attenuation. Cham,
Switzerland: Springer.
5 Fang, J. et. al.
(2020). The fractional constitutive models for nonlocal material based on
scattering wave equations. Mechanics of Time-Dependent Materials, 1-23.