Jin Zhang1, Karl Kiser1, Chongda Zhang1, Ayesha Bharadwaj Das1, and Sungheon Gene Kim1
1New York University School of Medicine, New York, NY, United States
Synopsis
Quantitative pharmacokinetic model parameter
maps from dynamic contrast enhanced (DCE)-MRI can provide useful
physiologically relevant information about tumor microenvironment, but often in
low spatial resolution due to challenges in acquiring high resolution 3D data with
high temporal resolution. The purpose of this study is to investigate the
feasibility of generating the whole tumor high resolution pharmacokinetic model
parameter maps with the 3D-UTE-GRASP1 sequence for both T1 mapping and dynamic scan.
Introduction
T1-weighted DCE-MRI has been widely used to assess
tissue microenvironment of cancer in various studies typically with relatively
low spatial and/or temporal resolution. We recently developed a
3D-UTE-GRASP (Golden angle Radial Sparse Parallel) sequence1 for DCE-MRI
study, which acquires 3D isotropic high resolution data with the flexibility of
off-line image reconstruction for a temporal resolution even close to 1
s/frame. The same sequence can also be used to measure the T1 map at the same 3D isotropic resolution. In this
study, we investigate the feasibility of using 3D-UTE-GRASP sequence for whole
tumor quantification of pharmacokinetic parameter maps by combining 3D isotropic
high resolution T1 map and
dynamic contrast enhanced imaging data.Methods
Six to eight-week-old C57BL6 mice (n = 5) with GL261 mouse glioma models were included in this study. MRI
experiments were performed on a Bruker 7T micro-MRI system, with a 1H
four-channel phased array receive-only MRI coil. DCE-MRI acquisition was
performed using 3D-UTE-GRASP pulse sequence (TR = 4 ms and TE = 0.028
ms) to achieve an isotropic spatial resolution and to minimize the T2* effect. Image
matrix = 128x128x128, field of view = 20x20x20 mm and the spatial resolution
was 0.156x0.156x0.156 mm. The 3D UTE sequence was continuously run to acquire 154,080
spokes (51,360 spokes each flip angle segment 8o - 25o -
8o) for 10 minutes and 13 seconds. The joint compressed sensing and
parallel imaging reconstruction was implemented based on the 3D-UTE-GRASP
algorithm1 with temporal frame resolution T = 5 s/frame. A bolus of Gd-DTPA in saline at the dose of 0.2
mmol/kg was injected through a tail vein catheter, starting 60 seconds after
the start of data acquisition. Before contrast injection, 3D isotropic high
resolution T1 map was
obtained using the same 3D-UTE-GRASP sequence2 with variable flip
angles (8o - 2o - 12o, 12,776 spokes for
each flip angle, with total acquisition time was 153 s). Arterial input
function (AIF) was obtained following the Principal Component Analysis (PCA)
method used in our previous study3 with the measured T1 map described above.
Pharmacokinetic model analysis was carried out for the whole brain with
Generalized Kinetic Model (GKM)4. To compare with traditional lower
resolution DCE-MRI study with a slice thickness much higher than the in-plane
resolution, six axial slices (0.156 mm slice thickness) in tumor center was
averaged to emulate same in plane resolution but with thicker slice thickness
about 1 mm (0.156 mm x 6 =0.94 mm). The mice were treated in strict accordance
with the National Institutes of Health Guide for the Care and Use of Laboratory
Animals, and this study was approved by the Institutional Animal Care and Use
Committee.Results
Figure 1 shows the 3D rendering of the mouse brain
and whole head high resolution Ktrans,
ve, and vp maps, which demonstrate
the feasibility of obtaining 3D isotropic high resolution pharmacokinetic
parameter maps using the method proposed. Figure 2 shows the comparison between
the two methods (6-slice .vs. average), with 6-slice method showed more apparent
structure details than the averaged one slice. Figure 3 shows the boxplots for comparison
between the two methods, with mean ± std and [25, 50, 75]% quartiles summarized
in Table 1. It can be observed that the median values and inter quartile ranges
of all the parameters are quite close, which demonstrate that the average
method is capable of reflecting the tumor microenvironment parameters as good
as the 3D isotropic high resolution method. However, the 3D isotropic high
resolution analysis gives more detailed information and structures of tumor
micro environment as can be seen in Figure 2. Similar observation was made with
other mice in the study.Discussion and Conclusion
This study demonstrates the feasibility of
using 3D-UTE-GRASP sequence for 3D isotropic high resolution pharmacokinetic
model analysis. Compared to traditional DCE-MRI methods with thick slices, the
proposed method can provide more detailed tumor micro structures and can be
segmented in any direction for better matching with histology. Future study
will include assessment of tumor treatment response using the proposed 3D high
resolution imaging and quantitative pharmacokinetic analysis.Acknowledgements
NIH R01CA160620, NIH R01CA219964, P41EB017183, NIH/NCI
5P30CA016087References
- J. Zhang, L. Feng, R. Otazo and S. Kim, MRM, 2019
Jan;81(1):140-152.
- J. Zhang, K. Kiser and S. Kim, submitted to ISMRM 2020.
- J. Zhang and S. Kim, NMR in Biomedicine, 2019
Nov;32(11),e4135
- P.S.Tofts, JMRI 1997(7)91–101.