Vivek Tiwari1, Tomoyuki Mashimo2, Sandeep Kumar Ganji1, Zhongxu An1, Keith Hulsey3, Vamsidhara Vemireddy2, Shanrong Zhang1, Elizabeth Maher2, Robert Bachoo2, and Changho Choi1
1Advanced Imaging Research Center, UT Southwestern Medical Center, Dallas, TX, United States, 2Department of Internal Medicine, UT Southwestern Medical Center, Dallas, TX, United States, 3Department of Radiology, UT Southwestern Medical Center, Dallas, TX, United States
Synopsis
2-Hydroxyglutarate
(2HG) is elevated in gliomas harboring IDH1 or IDH2 mutations, and can be a biomarker for
the diagnosis of IDH-mutant gliomas. The present study was undertaken to
develop PRESS MRS Methodology for 2HG-detection with enhanced precision, and studying
2HG kinetics together with metabolic profiling in Patient-Derived Xenograft
Orthotropic Mouse model. In-vivo PRESS
MRS was performed at an optimized long-TE of 96ms. A large inverted-signal of
2HG at 2.25-ppm was obtained from IDH-mutant gliomas, well separated from neighboring
signals of positive-polarity, with minimal interference from macromolecules.
The method was successfully employed to detect 2HG and brain metabolism with
tumor progression.Purpose
2-Hydroxyglutarate
(2HG) is elevated in gliomas harboring IDH1/2-mutations, suggesting the potential of
2HG as a biomarker for the diagnosis of IDH-mutant gliomas
1-2. A
recent development of 1H MRS for
in-vivo detection of 2HG has provided a major
breakthrough in cancer research
3-4. Development of therapeutics to tackle 2HG production would require a preclinical
model system. Thus
development of
in-vivo MRS
methodologies for precise measurement of 2HG in IDH-mutant mouse model of
gliomas, and further application of 2HG optimized MRS method to evaluate the
efficacy of 2HG or IDH-inhibiting drugs would provide a clinical advancement for therapeutic
strategies.
In-vivo measurement of
2HG is of high significance, but accurate evaluation
in-vivo remains challenging, especially when 2HG elevation is
moderate. Hence the present study was undertaken to develop PRESS MRS Method
for 2HG detection with enhanced precision in Patient-Derived Xenograft
Orthotropic Mouse model (PDX). Methodology was further extended to detect 2HG and metabolic profile with tumor-progression in PDX-mice.
Methods
Volume-localized density-matrix simulations were
performed to optimize echo time (TE1 and TE2) of PRESS for 2HG detection, and
to create the model spectra of metabolites for LCModel spectral fitting. Several
PDX-mouse lines were generated from the inoculum of tumor cells from different IDH-mutant
patients.
In-vivo MRS data was
obtained from PDX mice (n=7), and wild-type (n=3) at 9.4T horizontal-bore
animal MR-scanner (Agilent) using a home-built 15mm-diameter single-loop
transmit/receive surface-coil. The voxel localization was
achieved with a 550μs 90°-RF pulse (bandwidth=10.7 kHz) and two 3.0ms 180°-RF
pulses (bandwidth=5.4 kHz), at an RF-field intensity of 60μT. In-vivo
PRESS MRS was acquired at short-TE (TE1=8ms, TE2=6.7ms), and long-TE (TE1=19ms,
TE2=77ms) with signal-averages=128 and 512 respectively (TR=3s). 2HG MRS with
tumor-progression was conducted at intervals of ~10-12 days over a period of
35-days after tumor establishment. Spectral-fitting was performed with LCModel software
5,
using in-house basis spectra calculated upon incorporating the volume-localizing
RF and gradient pulses of PRESS. Following the normalization of LCModel
estimates to water signal, metabolite concentration was estimated with
reference to total creatine at 8 mM.
Results and Discussion
Volume-localized numerical simulations indicated that strongly-coupled
2HG signal at 2.25-ppm depends on PRESS sub-echo times, TE1 and TE2 (Fig.1A(1)).
The signal had positive polarity at short-TE (=TE1+TE2< 40ms) but inverted
at TE>60ms and <110ms, for which TE1 is shorter than TE2. Maximum
amplitude was obtained for TE=96ms (TE1=19ms and TE2=77ms). Numerical
calculation at TE1=8ms, TE2=6.7ms (Fig.1A(2)) for signal strength and pattern
for 2HG, glutamate (Glu), GABA, and glycine showed that 2HG signal is masked at
short-TE while Fig.1A(3) depicts that at TE=96ms, the 2HG signal is clearly
discernible as it shows negative-polarity, while neighboring signals have
positive-polarity.
In-vivo spectra obtained with 2HG-optimized PRESS TE=96ms
from IDH-mutant mice glioma showed a large inverted peak at 2.25-ppm, which was
well reproduced by the LCModel fit generated using basis set with 2HG, and was
estimated to be 26.1mM (CRLB=1%) (Fig.1B(1)). 2HG was detected in all of the 7
IDH-mutant gliomas using optimized PRESS, the level ranging from 1.6±0.25 to
26.1±0.26 mM. IDH-mutation was confirmed with IDH-immunohistochemistry (Fig.1B(2)).
tCho which was found to be 2.8±0.25 mM in wild-type mouse brain was increased
to 11±4 mM in the IDH-mutant gliomas. In-vivo PRESS spectrum obtained from a
low-2HG PDX tumor line at long-TE resulted in a residual at 2.25-ppm when
fitted to basis set without-2HG (Fig.2A(2), marked with arrow), indicating that
inverted-signal at 2.25-ppm was primarily attributed to 2HG H4-resonances.
However, when short-TE in-vivo
spectrum was fitted with and without-2HG, the residuals obtained were about the
same in both cases, indicating that the 2HG signal detection at short-TE is not
very selective. Moreover, absence of 2HG in the basis set altered the
estimation of neighboring metabolites (Fig.2A-B). Application of 2HG optimized
long-TE PRESS-method at different stages of glioma growth showed that amount of
2HG became precisely detectable (2.4mM, CRLB=7%) in smaller tumor volume after 20-days
of its establishment, and rose to 4mM (CRLB=4%) after 35-days (Fig.3),
indicating the potential of the method to pinpoint the exact stage for
application of 2HG-inhibiting drugs based upon 2HG kinetics. Mean 2HG and tCho
level in low-2HG cohort of mice rose from 1.7±1 to 3.3±0.6 mM, and 2.1±0.4 to
8.3±2.0 mM respectively with tumor growth, while NAA (11.7±0.5 to 5.2±1.6
mM, p=0.01), and Glu (7.3±0.5 to 4.5±0.6 mM, p=0.007) showed significant
reduction suggestive of altered metabolic-homeostasis.
Conclusion
At 9.4T, PRESS TE=96ms gives an inverted 2HG signal at 2.25-ppm with minimal interference from neighboring resonances, thus provides selective and improved detection of 2HG compared to short-TE MRS, and can be effectively used for in-vivo evaluation of drugs targeted to treat IDH-mutant gliomas.
Acknowledgements
This
study was supported by CPRIT RP14021-P04.References
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