Xiuyuan Wang1,2, Yongxian Qian1,2, Rajan Jain2,3, Andrew Chi3,4, Sylvia Kurz4, and Fernando Boada1,2
1Center for Advanced Imaging Innovation and Research (CAI2R), NYU School of Medicine, New York, NY, United States, 2Center for Biomedical Imaging, Department of Radiology, NYU School of Medicine, New York, NY, United States, 3Department of Neurosurgery, NYU School of Medicine, New York, NY, United States, 4Department of Neurology, NYU School of Medicine, New York, NY, United States
Synopsis
Differentiating treatment response from Glioblastoma progression with
conventional proton magnetic resonance imaging (MRI) is challenging
as it cannot unambiguously differentiate between early therapeutic
response and treatment-related pseudo-progression. Based on the
stability of sodium’s relaxation rate across human brains, a recent
approach for separating motile and motion-restricted sodium ion pools
(MRSIP) in the brain was introduced. In this study we evaluate the
relationship between MRSIP concentration and the treatment evolution
on a pool of glioma patients.
Introduction
Therapeutic assessment of malignant brain glioma (MBG) is extremely
challenging using conventional MRI. MRI provides exquisite anatomical
detail but it cannot unambiguously differentiate between early
therapeutic response and treatment-related pseudo-progression.
Increased intracellular sodium has been previously shown to correlate
with tumor proliferation activity1. Several investigators
have attempted to develop imaging-based assessments of tumor
proliferation using surrogate measures of intracellular sodium
concentration via triple-quantum-filtered sodium MRI2,3.
These methods have, however, been difficult to disseminate clinically
due to practical challenges associated with mitigating RF and main
magnetic field inhomogeneities effects. Recently, a relaxographic
approach for separating motile and motion-restricted sodium ion pools
(MRSIP) in the brain was introduced4. This approach
relies on the remarkable stability of sodium’s relaxation rates
across human brains and their estimation from whole-brain
free-induction decay (WB-FID) measurements. In this work we present
serial evaluation of the relationship between the MRSIP concentration
and treatment evolution on a pool of well-characterized MBG
combinatorial (immunotherapy and radiation) therapy patients.Methods
Patients (N=3) were recruited from an
IRB-approved clinical trial targeting IDH wild-type, MGMT
unmethylated, Glioblastoma patients. Normal controls (N=6) were also
recruited under another IRB-approved protocol to provide normative
data. All patients received nivolumab (3 mg/kg) and ipilimumab (1
mg/kg) at day 1. At day 8, patients received involved-field
radiotherapy of 30 Gy (5 fractions, days 8-12). At day 15, subjects
continued nivolumab (3 mg/kg) every 2 weeks and ipilimumab (1 mg/kg)
every 6 weeks until progression. All subjects were scanned on a
Magnetom 3T PRISMA (Siemens Healthineers, Erlangen). MBG imaging
included standard-of-care brain tumor sequences using a 20-channel
head coil and sodium imaging (two TE’s, 0.3/5ms) sequences5
using an 8-channel, dual-tuned (1H/23Na)
head coil6. Normal controls underwent the same sodium
imaging sequences as the patient pool (including a high-resolution
T1). Images were spatially co-registered (intra-subject) across
sequences and scanning sessions using standard neuroimaging tools8.
MRSIP measurement was performed using an extension of previous
methodology5 where
non-negative, non-linear least squares optimization7
is used for regularizing the relaxographic analysis of the subject’s
WB-FID. Relaxation parameters were used to provide a pixel-by-pixel
two compartment decomposition of the dual-echo time sodium data.
Quantification was performed through calibration of the average
signal of the vitreous humor (140mM). Results
Figure 1 presents total, motile and MRSIP images from a normal human
volunteer. These illustrate that the MRSIP is a small fraction
(~10mM) of the total sodium pool (~44mM) on normal WM. Figure 2
presents serial images of the MRSIP for one of the patients (two
visits) co-registered to the corresponding high-resolution T1 scan.
These images document significant signal heterogeneity across the
brain. Clinically, this patient was
assessed as having minor treatment effect on the ipsilateral side
with no tumor progression. Average MRSIP concentration in the tumor
dropped from (16.53±3.78mM)
before treatment to (8.09±3.46mM)
after treatment, while the total sodium concentration in the tumor
remained stable. Figure 3 presents images for a patient with a
markedly different clinical course. This patient was clinically
assessed as having tumor progression in the left frontal lobe. The
total sodium concentration did not change significantly across time.
The MRSIP concentration, however, increased from (10.91±4.70mM)
to (22.73±3.67mM). There was a marked increase in the signal on the
contralateral hemisphere, which cannot be attributed to artifacts in
the acquisition and/or processing of the data. Discussion and Conclusion
Serial, pixel-by-pixel sodium ion compartmentalization analysis on
Glioblastoma patients undergoing combinatorial therapy was
demonstrated. Available longitudinal data document significant
alterations in the ion pool composition of for MBG WM (ipsilateral
and contralateral hemispheres). Independent analysis of serial
intrasubject imaging and relaxographic data rules out imaging
artifacts. Further studies are underway to provide additional
characterization of these alterations and their relationship to the
therapeutic outcome. Acknowledgements
This work was financially supported in part by NIH grants R01
CA111996 and R01NS082436. References
1. Cameron IL,
Smith NK, Pool TB, Sparks RL. Intracellular concentration
of sodium and other elements as related to mitogenesis and
oncogenesis in vivo. Cancer Res. 1980 May;40(5):1493-500.
2. Winter
PM, Bansal N. Triple-quantum-filtered 23Na NMR spectroscopy of
subcutaneously implanted 9L gliosarcoma in the rat in the presence
of TmDOTP5-. J Magn Reson 2001; 152:70-78.
3. Boada
FE, Tanase C, Davis D, Walter K, Torres-Trejo A, Couce M, Hamilton
R, Kondziolka D, Bartynski W, Lieberman F. Non-invasive assessment
of tumor proliferation using triple quantum filtered 23/Na MRI:
technical challenges and solutions. Proc IEEE Eng Med Biol
Soc. 2004;7:5238-41.
4. Qian
Y, Panigrahy A, Laymon CM, Lee VK, Drappatz J, Lieberman FS, Boada
FE, Mountz JM. Short-T2 imaging for quantifying concentration of
sodium (23 Na) of bi-exponential T2 relaxation. Magn Reson Med 2015;
74:162-174.
5. Boada
FE, Gillen JS, Shen GX, Chang SY, Thulborn KR. Fast three
dimensional sodium imaging. Magn Reson Med 1997; 37:706–715.
6. Lakshmanan
K, Brown R, Madelin G, Qian Y, Boada F, Wiggins GC. An
eight-channel sodium/proton coil for brain MRI at 3 T. NMR
Biomed 2018; 31 e3867.
7. Lawson
CL, Hanson RJ. Solving least squares problems. Prentice-Hall,
1974, Chapter 23, p. 161.
8. M.Jenkinson,
C.F. Beckmann, T.E. Behrens, M.W. Woolrich, S.M. Smith. FSL.
NeuroImage, 62:782-90, 2012