Jianbo Cao1, Stephen Pickup1, Hanwen Yang1, Victor Castillo1, Cynthia Clendenin2,3, Peter O’Dwyer2,3, Mark Rosen1,3, and Rong Zhou1,3
1Department of Radiology, University of Pennsylvania, Philadelphia, PA, United States, 2Pancreatic Cancer Research Center, University of Pennsylvania, Philadelphia, PA, United States, 3Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA, United States
Synopsis
Diffusion
weighted (DW)-MRI is sensitive to tumor microenvironment (TME) thus useful for
assessing pancreatic cancer responses to stroma-directed drugs, as they change
TME by degradation or reduction of extracellular matrix. Motion-sensitive location of pancreatic
tumor and fast respiration rate of mice impose a big challenge for quantitative
DW-MRI. We compared radial k-space and echo-planar imaging based DW protocol
for their accuracy and test-retest reproducibility. EPI-DW consistently
underestimates water ADC value at 37C (reference to literature) where radial-DW
does not. Better test-retest producibility measured by within-subject CV
is obtained with radial-DW compared to EPI-DW.
INTRODUCTION: Genetic
engineered mouse (GEM) model of pancreatic ductal adenocarcinoma (PDA) provides
a powerful tool for developing effective treatment strategy for this deadly cancer.
As a
modality sensitive to tumor microenvironment (TME), diffusion weighted (DW)-MRI
might be useful for assessing tumor responses to stroma-directed drugs, which degrade
or reduce extracellular matrix components in PDA. Fast respiration rate of mice combined with
high magnetic field (>3T) and less advanced hardware of preclinical scanner
impose a challenge for quantitative DW-MRI of abdominal cancers in mice
including liver and pancreatic tumor. Radial k-space sampling intrinsically resists
motion while echo-planar imaging (EPI) freezes motion via fast imaging and
employed in clinical DW-MRI. However, their ability to minimize motion
artefacts have not been evaluated in murine orthotopic PDA model. Employing a
GEM model of PDA, we designed a test retest study to compare the two techniques
side-by-side for accuracy and reproducibility as well as motion-robustness.
METHODS: Genetic engineered mouse (GEM) that
carries Kras and p53 mutation in pancreas specific Cre
allele referred to as KPC model 1 was used. MRI was performed on 4.7T horizontal bore
DirectDrive® MR system (Agilent) interfaced with a 12-cm gradient coil. Respiration
and core temperature were monitored (SAI Inc, Stonybrook, NY) and the core
temperature was maintained at 37±0.2°C by directing warm air into the bore of
the magnet. The mouse was placed on top of two 5-mm NMR tubes containing water
and butanol, respectively. The test-retest study enrolled KPC mice bearing PDA
tumor in the range of 138-929 mm3. After the test study, the mouse was recovered
from anesthesia and returned to the cage for 2 hours before re-anesthetized.
The RF coil was retuned and recalibrated.
Both Radial and EPI DW-MRI protocol
employ a multi-slice 2D spin echo (SE)-DW preparation 2: diffusion sensitizing gradients with a separation time
(∆) of 0.0144 sec applied for a duration (δ) of 0.009 sec to +x, +y, +z
and then -x, -y, -z with varied amplitude, resulting in five b-values
(0.64, 535, 1071, 1478, 2141 s/mm2); FOV=32 x 32 mm2. Radial-DW
acquisition includes 256 views (spokes), each having 128 points; one signal
average. For EPI-DW, the entire k-space
(128 phase encoding lines) was sampled in 4 shots, each acquiring 32 echoes per
TR of 250 msec; 16 signal averages were used to obtain similar SNR as Radial-DW
images. Abdominal images of mice acquired by EPI-DW protocol with 1- or 2-shot have
unacceptable SNR. Respiration gated and non-gated acquisition were
compared in both protocols. Test-retest statistics including within-subject
coefficient-of-variation (CVWS) are computed 3,4.
RESULTS: Due to motion susceptible location of
pancreatic tumor, respiration-gating implemented with SE-DW protocol does not
adequately suppress respiratory motion artefacts (Fig 1A) therefore additional motion resistant mechanism is necessary
for murine abdominal DW-MRI. Both Radial-DW and EPI-DW protocol (with
respiration gating) lead to motion-free diffusion-weighted images even at very
high b-values (Fig 1B-1C). Comparing to
Radial-DW, EPI-DW results in ghosting artefacts around the butanol phantom (white
arrows in Fig 1C).
The ADC of water phantom
measured by radial-DW is almost identical to literature value of 3.2 x
10-3 mm2/s at 37°C 5.
Bland-Altman plots, where ADC
values of water phantom measured by Radial or EPI-DW protocol were compared
with the literature value are shown in Fig 2: in plot derived from
Radial-DW (2A), bias is minimal and ±95% CI (confidence interval) lines
are evenly distributed around x-axis; In contrast, in plot from EPI-DW (2B),
equality line is outside the ±95% CI limit, suggesting a systemic error
introduced by EPI-DW. Since all data points are distributed on the left of the
literature value (dotted line), EPI-DW consistently underestimates water ADC.
Statistics for test-retest
studies (Table-1) show that CVWS of tumor and muscle ADC
<10% achieved by Radial-DWI, suggesting an excellent test-retest
reproducibility for a motion susceptible tumor compared to CVWS
of 15% by EPI-DW. ADC values of pancreatic tumor measured by Radial- and EPI-DW
are highly correlated (r2 =0.82, Fig 3A). Bland-Altman plot
of test-retest ADC values revealed that Radial-DW leads to a smaller bias and better
agreement (smaller width between ±95% CI) than ADC from EPI-DW protocol (Fig
3B-3C).
DISCUSSION: Both Radial- and EPI-DW protocol (in
combination with respiration gating) can effectively remove motion artefacts
from DW images although ghosting persists in EPI-DW images likely due to
multi-shot k-space sampling. A systemic error in ADC of water (reference to
literature) is only observed with EPI-DW but not with Radial-DW protocol.
Furthermore, Radial-DW leads to better test-retest producibility with lower CVWS
compared to EPI-DW.
CONCLUSION: Our
data revealed that motion-robustness for DW-MRI of orthotopic pancreatic tumor
in mice can be obtained by Radial-DW protocol with high degree of accuracy and good
test-retest reproducibility. Out study is consistent with recent QIBA
recommendations for improved precision of DW-MRI biomarkers for oncology trial 3. Acknowledgements
This study was partially
supported by U24CA231858 (Penn Quantitative Imaging Resource for Pancreatic
Cancer), R21CA198563 and R01CA211337.References
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