Daniel M Fountain1, Timothy J Larkin2, Natalie R Boonzaier2, Jiun-Lin Yan2, and Stephen J Price2
1The Brain Tumour Imaging Laboratory, Division of Neurosurgery, University of Cambridge, Cambridge, United Kingdom, 2Division of Neurosurgery and Wolfson Brain Imaging Centre, The Brain Tumour Imaging Laboratory, Cambridge, United Kingdom
Synopsis
IDH-1 mutated glioblastoma is associated with improved
survival, and greater sensitivity to further resection of non-enhancing disease
than IDH-1 wild-type. We used structural, diffusion tensor, perfusion and
spectroscopic imaging data in a mixed model across the peritumoral region in 54
patients. Applying a mixed model methodology across three levels of data
resolution, we demonstrated that IDH-1 mutated tumors demonstrated raised
choline and lowered glutamate and glutamine compared to IDH-1 wild-type. The
findings provided an AUC of 0.943 when combined with age. We hypothesised this
results in greater sensitivity to treatment and reduced excitotoxicity, thus
explaining their relatively superior prognosis.Purpose
Isocitrate
dehydrogenase 1 gene (IDH-1) mutations have been shown to be present in over
80% of secondary glioblastoma (GBM), but only in 5-12% of primary GBM.
1 Given that
patients with IDH-1 mutated tumors demonstrate an increased survival benefit
compared to wild-type tumors following further resection of non-enhancing
disease,
2 we hypothesized
that the non-enhancing components of IDH-1 mutated and wild-type GBM differed
significantly. We therefore investigated if the non-enhancing lesion
demonstrated intrinsic differences between IDH-1 mutated and wild-type tumors
using multimodality imaging data.
Methods
54
patients were imaged on a Siemens 3T Magnetom Trio with conventional
anatomical, diffusion tensor (DTI), dynamic susceptibility contrast perfusion
(DSC) and 1H chemical shift imaging (CSI) performed. All images were
coregistered to the T2-weighted image using the FLIRT toolbox in FSL. The fluid
attenuated inversion recovery (FLAIR) region of interest (ROI) was determined
excluding the contrast-enhancing tumor and necrosis, thus forming the
non-enhancing component for analysis (Figure 1).
Analysis was performed on three levels of data
resolution (Figure 2). The first and second levels applied a mixed model design
to DTI voxelwise and spectroscopy voxelwise data (Figure 2a and 2b respectively).
The mixed model method enables robust fitting in the presence of unbalanced
data, inter-subject differences and missing data. The third level of analysis
approached the FLAIR VOI as a whole by averaging all variables across the total
volume and modelling using a generalised linear model (Figure 2c). Significance
was assessed at the 5% level with Bonferroni correction for multiple testing. Area
under the receiver operator characteristics curve (AUC) was computed following
multiple logistic regression. All statistical analysis was performed with
64-bit R version 3.0.2.
Results
The FLAIR peritumoural region showed significant
increases in choline relative to creatine in IDH-1 mutated tumours (Estimate
0.190 – 0.205, p = 0.004-0.008), and choline
relative to N-acetyl-aspartate (Estimate 0.510–0.801, p = 0.008–0.037) compared to IDH-1 wild type tumours. Conversely,
significantly lower levels of glutamate and glutamine were observed IDH-1
mutated tumours (Estimate -0.603 – -0.878, p
= 0.007–0.014). These findings with age provided an area under the curve of
0.943.
Discussion
We
propose two hypotheses to explain this finding and the improved survival in
patients with IDH-1 mutated tumors. Firstly, invasive margins of IDH-mutated tumors
are more sensitive to treatment. This correlates with in vitro findings,
3 and in vivo IDH-1 mutated tumours with a
higher Cho/NAA in the peritumoral margin may be more sensitive to cytotoxic
therapies.
4 Secondly, the
reduced concentration of glutamate and glutamine identified in IDH-1 mutated tumors
is neuroprotective relative to the IDH-1 wild-type. Glutamate is known to be
released in excitotoxic concentrations in glioma cells and in GBM, and is
involved in the mechanism of glioma invasion.
5Conclusion
Across
three levels of statistical analysis, IDH-1 mutated tumors demonstrated
significantly different metabolite profiles in the peritumoral region than the
IDH-1 wild type with high predictive power when combined with age.
Acknowledgements
This study was funded from a Clinician Scientist Award from the National Institute for health Research [SJP]. Further funding was from The Commonwealth Scholarship Commission, the Cambridge Trust and Canon Collins Trust [NRB] and the Chang Gung Medical Foundation and Chang Gung Memorial Hospital [JLY]. The work was supported by the Cambridge NIHR Biomedical Research Centre and the Cambridge Cancer Centre.References
1.
Yan H, Parsons DW, Jin G, et al.
IDH1 and IDH2 Mutations in Gliomas. N Engl J Med. 2009;360(8):765-773.
doi:10.1056/NEJMoa0808710.
2. Beiko
J, Suki D, Hess KR, et al. IDH1 mutant malignant astrocytomas are more amenable
to surgical resection and have a survival benefit associated with maximal
surgical resection. Neuro-Oncol. 2014;16(1):81-91.
doi:10.1093/neuonc/not159.
3. Mohrenz
IV, Antonietti P, Pusch S, et al. Isocitrate dehydrogenase 1 mutant R132H
sensitizes glioma cells to BCNU-induced oxidative stress and cell death. Apoptosis
Int J Program Cell Death. 2013;18(11):1416-1425.
doi:10.1007/s10495-013-0877-8.
4. Price
SJ, Young AHM, Scotton WJ, et al. Metabolic activity of the invasive
microenvironment of glioblastomas determines time to progression: a multimodal
MR study. Proc Intl Soc Mag Reson Med. 2015;23:2252.
5. Sontheimer
H. A role for glutamate in growth and invasion of primary brain tumors. J
Neurochem. 2008;105(2):287-295. doi:10.1111/j.1471-4159.2008.05301.x.