Leonie Petitclerc1,2, Guillaume Gilbert2,3,4, Claire Wartelle-Bladou5, Giada Sebastiani6, Bich Nguyen7,8, and An Tang1,2,4
1Centre de recherche du Centre hospitalier de l'Universite de Montreal, Montreal, QC, Canada, 2Department of Radiology, Radio-Oncology and Nuclear Medicine, Universite de Montreal, Montreal, QC, Canada, 3Philips Healthcare Canada, Montreal, QC, Canada, 4Centre hospitalier de l'Universite de Montreal, Montreal, QC, Canada, 5Department of Gastroenterology and Hepatology, Universite de Montreal, Montreal, QC, Canada, 6Department of Medicine, Division of Gastroenterology, McGill University Health Centre, Montreal, QC, Canada, 7Department of Pathology, Centre hospitalier de l'Universite de Montreal, Montreal, QC, Canada, 8Department of Pathology and Cellular Biology, Universite de Montreal, Montreal, QC, Canada
Synopsis
Elastography for the staging of liver fibrosis is optimized for the
right liver and requires additional hardware. Using MRI tagging, the
displacement and strain of liver tissue induced by cardiac motion was
quantified with the Harmonic Phase (HARP) method. Of the four schemes tested
for the extraction of a single measure of strain, one was especially promising,
as it showed high correlation with fibrosis stages (Spearman’s ρ=-0.913), as well as a significant p-value for dichotomized diagnosis of
≥F3 fibrosis (p=0.03). These
preliminary results suggest that strain measurements could be used as a
diagnostic tool for the staging of liver fibrosis.Intended audience
Physicians (radiologists, hepatologists), image analysts, and physicists
with an interest in MR-based liver fibrosis quantification.
Background
Liver fibrosis is an important public health problem, with substantial
morbidity and mortality due to progression to cirrhosis (the end stage) and
hepatocellular carcinoma. Elastography methods are widely used for non-invasive assessment of
liver fibrosis. Commercially available methods rely on wave generation through
an external driver to produce shear waves.
1 These require additional
hardware and are mostly valid for the right liver. Alternatively, internal
deformation caused by cardiac-induced motion may be assessed by MRI tagging of the
liver. The harmonic phase (HARP) method allows fast and automated analysis of
tagging images to assess tissue displacement and strain at every point in the
image.
2 Purpose
The primary aim was to assess the diagnostic accuracy of MRI cine-tagging
using inherent cardiac motion for the staging of liver fibrosis. The secondary
aim was to compare different post-processing techniques.
Method
This substudy of the prospective Elastography Liver Fibrosis (ELF) trial
was approved by the institutional review board. Adult patients were
included if they underwent liver biopsy as part of their standard of care for
suspected or known chronic liver disease caused by hepatitis B virus, hepatitis
C virus or nonalcoholic steatohepatitis. All studies were performed on a 3.0T clinical MRI
system (Achieva TX, Philips Healthcare, Best, The Netherlands). For each
patient a 2D multi-slice gradient-echo sequence with tagging was acquired with peripheral
pulse-wave triggering. Tagging was performed with the spatial modulation of
magnetization (SPAMM) preparation sequence which creates a modulation of the
underlying image by a sinusoidal magnetization pattern. The following
parameters were used: repetition time (TR), 4.9 ms; echo time (TE), 2.8 ms; number
of phases per cardiac cycle, 12-15; flip angle, 10°; field of view, 420 x 420 mm2;
in-plane resolution, 1.3 mm x 1.3 mm; slice thickness, 8 mm; 16 mm gap; tag spacing,
8 mm; tag orientation, 0 and 90°; receiver bandwidth, 430 Hz/pixel; SENSE
acceleration factor, 2; and number of averages, 1. Images were acquired with 4
consecutive breath holds at end expiration by study participants. Total
acquisition time was approximately 16 s per slice and was adapted to patient
cardiac frequency. A research assistant performed the image post-processing
using publicly available software (HARP for MATLAB, John Hopkins University,
Baltimore MD). The sinusoidal modulation of the images produces harmonic peaks in the
Fourier domain, which provide both magnitude and phase information about the
image. As the phase is constant for a material element of the inspected volume
throughout time, it is possible to track the movements of each point using the
corresponding HARP images.
3 It is therefore possible to extract the strain
tensor at every point in the image. Values for the principal strain were
extracted from the resulting images in four different ways: an average over a region
of interest (ROI) directly under the heart inside the liver, the same ROI
averaged over two slices, the average over the 350 pixels with the highest
strain values in the liver and the same value normalized by the strain in a
small ROI inside the heart. The research assistant was blinded to the liver
biopsy results. The correlation between strain values and liver fibrosis stages
was assessed by Spearman's rho. The diagnostic accuracy for classification of
liver fibrosis was assessed by the Kruskal-Wallis test and the Mann-Whitney U
test was conducted for distinguishing between ≤F2 and ≥F3 stages for each
strain assessment method.
Results
Eight patients underwent MRI cine-tagging and had available biopsy
results for the assessment of fibrosis stage.
Figure 1 shows representative magnetization grids with overlaid
maximum strain maps in patients with a low fibrosis score and cirrhosis. The Spearman
correlation coefficients (
ρ) between
fibrosis stage and ROI mean, ROI averaged over two slices, maximum principal
strain over the liver and maximum normalized were -0.678, -0.866, -0.913, and
-0.861, respectively.
Figure 2 shows
the observed decrease in strain values in higher fibrosis stages and the
associated Mann-Whitney
p-values for
the detection of ≥F3 liver fibrosis. These were significant (
p<0.05) for three of the methods, excluding the ROI mean value
method. The Kruskal-Wallis
p-value for fibrosis quantification by
strain measurement approached significance for the maximum strain over the whole liver
method, at 0.054.
Conclusion
This study shows that maximum strain in the liver decreases with an
increasing fibrosis stage. The strong correlation between maximum strain and fibrosis
stage suggests that this method may be used for non-invasive staging of liver
fibrosis. Further analysis will be conducted on upcoming study subjects.
Acknowledgements
Funding for this project was supported by grants from the Canadian Institutes of Health Research, Institute of Nutrition, Metabolism, and Diabetes (grant nos. 273738 and 301520) and New Researcher Startup Grant from the Centre de Recherche du Centre Hospitalier de l'Université de Montréal to An Tang. An Tang was supported by a Chercheur-Boursier Junior 1 Award from the Fonds de Recherche du Québec en Santé and Fondation de l'association des radiologistes du Québec (FRQS-ARQ #26993).References
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Mcveigh ER, Prince JL, Magnetic Resonance
in Medicine 1999;42:1048-1060.
3) Liu, X., & Prince, J. L. (2010). IEEE
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