Elavarasan Subramani1, Chloe Najac1, Georgios Batsios1, Marina Radoul1, Pavithra Viswanath1, Abigail Molloy1, Donghyun Hong1, Anne Marie Gillespie1, Russell O. Pieper2,3, Joseph Costello2, and Sabrina M Ronen1,3
1Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, United States, 2Department of Neurological Surgery, Helen Diller Research Center, University of California San Francisco, San Francisco, CA, United States, 3Brain Tumor Research Center, University of California San Francisco, San Francisco, CA, United States
Synopsis
Temozolomide (TMZ) is most commonly used for the
treatment of primary glioblastoma but is now being considered for the treatment
of low-grade glioma that harbor mutations in the cytosolic isocitrate
dehydrogenase 1 (IDH1) gene. Though the treatment of IDH1 mutant patients with TMZ improves survival,
there is a need for complementary metabolic imaging approaches to help in
assessing early response to therapy. Hyperpolarized 13C magnetic resonance spectroscopy-based
metabolic profiling of mutant IDH1 cells treated with TMZ revealed that [1-13C]/[5-13C]
glutamate production from [1-13C] α-ketoglutaric
acid/[2-13C] pyruvate could serve as translatable
biomarkers of response to therapy.
Introduction
Gliomas
are most the commonly occurring primary malignant tumor in the central nervous
system. Mutations in the cytosolic isocitrate dehydrogenase 1 (IDH1) gene are present
in up to 90% of primary low-grade gliomas and result in the neomorphic activity
of the enzyme, which catalyzes conversion of α-ketoglutarate to the
oncometabolite 2-hydroxyglutarate (2-HG).1,2 Mutant IDH1 tumors are
less aggressive than primary glioblastoma, but nonetheless always recur and
ultimately lead to patient death. The treatment of IDH1 mutant patients with
Temozolomide (TMZ), previously reserved for the treatment of the more
aggressive primary glioblastoma, improves survival,3,4 but there
remains a need for complementary imaging methods to assess early response to
therapy. The goal of this study was therefore to determine the magnetic
resonance spectroscopy (MRS)-based biomarkers that can serve indicators of low-grade
glioma response to treatment.Methods
NHA
and U87 cells genetically engineered to express mutant IDH1 (i.e. NHAIDHmut and
U87IDHmut cells) were maintained in culture as previously described5
and treated either with their IC50 value of TMZ (100 μM; N=5), or
DMSO (0.2%; N=5) for 72 hours. SF10602, patient-derived astrocytoma cells, were treated with their IC50 value of
400 μM TMZ (N=4) or DMSO (N=4) for 7 days. To assess metabolic fluxes cells were
also labelled with [1-13C] glucose or [3-13C] glutamine. Cells
were then extracted using the dual-phase extraction method and 1H-MRS
(1D water presaturation ZGPR sequence, 90° FA, 3s TR, 256 acquisitions) and proton-decoupled
13C-MRS (30° FA, 3s TR, 2048 acquisitions) spectra of extracted
metabolites were acquired using a 500 MHz Bruker Avance spectrometer. Multivariate
analysis was performed on the 1H MRS data using SIMCA.6 Correlation
values and variable importance for projection scores were used to identify significantly
altered metabolites following treatment. 1H and 13C MRS peaks
were manually integrated and quantified using Mnova7. Spectral integrals were
normalized to TSP and to cell number and statistical significance of
differences determined using unpaired Student’s t-test (Graphpad Prism). For hyperpolarized [2-13C]
pyruvate 13C-MRS studies, cells
were encapsulated in agarose, perfused in an MR compatible perfusion system, exposed
to hyperpolarized [2-13C] pyruvate and 13C spectra acquired at
11.7T (5° FA and 3s
TR over 300s, 500MHz INOVA spectrometer) to monitor the production of
hyperpolarized [5-13C] glutamate. For hyperpolarized [1-13C]
α-ketoglutaric acid studies live cells were
exposed to [1-13C]
α-ketoglutaric acid and 13C spectra acquired at 1.47T
in order to leverage the longer
hyperpolarized T1 at lower field (13° FA and 3s TR over
300s, pulsar 1.47T) production of hyperpolarized [5- [1-13C] glutamate
was monitored. Hyperpolarized glutamate signal was then
quantified using Mnova7 and normalized to the respective substrates and cell
number.Results and Discussion
Treatment
of NHAIDHmut, U87IDHmut and SF10602 cells with their IC50 of TMZ
resulted in 47.59±8.63%, 49.13±4.11% and 56.32 ± 6.48% reduction in cell
number, respectively. Chemometric analysis of 1H MR spectra showed
the metabolic discrimination between TMZ-treated cells and controls. First, PCA
visualized the inherent clustering of groups. Further, improved separation
between the groups was obtained by supervised classification models, OPLS-DA
(Fig.1). Following cross-validation of models for good predictive ability and
accuracy, the OPLS-DA model was used to extract the S-line and VIP plots. Most
significant metabolites contributing to class separation were successfully
identified using the correlation coefficients and VIP with thresholds >
±0.60 and ≥ 1, respectively (Fig. 1). Next,
univariate analysis was applied to the integral values of the metabolites
identified in this manner. Several metabolites were altered, but the most
notably change was an increase in glutamate following treatment and this
metabolite was further investigated as a translatable metabolic markers of low-grade
glioma response to TMZ treatment (Fig.2). An increase in glutamate was confirmed
in the clinically relevant patient-derived cell model, SF10602 (Fig.2). To further assess whether the increase in glutamate
could be explained by an increase in TCA cycle flux, synthesis of glutamate from [1-13C] glucose, as well as from
[3-13C] glutamine were probed (Fig.3). Consistent with the increase in total metabolite levels, both
glucose- and glutamine-derived glutamate were increased in TMZ treated cells compared to controls, together explaining the
increase in total pools (Fig.3). Furthermore,
dynamically probing the metabolism of hyperpolarized [2-13C] pyruvate
in live cells revealed that build-up of [5-13C] glutamate, which is
associated with flux via the TCA cycle, was significantly higher in TMZ-treated cells in
both the NHAIDHmut and U87IDHmut models (Fig.4). Following injection of [1-13C]
α-ketoglutaric acid, a detectable build-up of [1-13C] glutamate was also
observed in both cell models and was significantly increased following TMZ treatment
(Fig.5). In line with these findings, total cellular activity of enzymes known
to catalyze the α-ketoglutaric acid to glutamate conversion, namely aspartate
transaminase and alanine aminotransferase were found to be upregulated in TMZ-treated
cells.Conclusion
This
study shows that 13C MRS detectable production of hyperpolarized [1-13C]
and [5-13C] glutamate from hyperpolarized [1-13C]
α-ketoglutaric acid and [2-13C] pyruvate, respectively, can be used to monitor response
to TMZ therapy in mutant IDH1 cells. Further studies are warranted to confirm our
findings in vivo in animal models. Nonetheless, these findings identify
a possible new approach for improving currently available imaging methods for
early detection of response to therapy in low-grade mutant IDH1 glioma.Acknowledgements
This work is supported by NIH R01CA197254 and NIH center grant P41EB013598.References
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