Andrei V. Manzhurtsev1,2,3, Peter Bulanov3, Maxim Ublinskiy1,2, Petr E. Menshchikov2,4, Alexey Yakovlev1,2, Tolib Akhadov1,3, and Natalia Semenova1,2,3,5
1Radiology, Clinical and Research Institute of Emergency Pediatric Surgery and Trauma, Moscow, Russian Federation, 2Emanuel Institute of Biochemical Physics of the Russian Academy of Sciences, Moscow, Russian Federation, 3Moscow State University, Moscow, Russian Federation, 4Philips Healthcare, Russia, Moscow, Russian Federation, 5Semenov Institute of Chemical Physics of the Russian Academy of Sciences, Moscow, Russian Federation
Synopsis
In this study, GABA and Glu are measured in the
posterior cingulate cortex (PCC) of children with acute mTBI using MEGA-PRESS
and TE averaged PRESS. Spectra were processed individually and after
between-subject group averaging. The results demonstrate the increase in Glu
without glutamine contribution and the stability of GABA without macromolecule
contamination which means that the excitatory-inhibitory
neurotransmitter balance is shifted towards excitation in the cerebral region
studied. Spectral averaging over groups of participants recommends
itself as a powerful tool, if used with proper preprocessing steps.
Introduction
To date, the mechanisms of post-traumatic disorders in
mTBI are studied poorly and require additional research. Clinical and
experimental data demonstrate that the row of molecular and cellular processes
following mTBI (e.g. metabolism deviations or inflammation) are found in
subacute post-traumatic period (from 2 weeks to 3 months after injury) [new 1].
The balance between major neurotransmitters (excitatory – glutamate (Glu), and
inhibitory – γ-aminobutyric acid, GABA), is crucial for the normal functioning
of CNS.
In this study, MEGA-PRESS and TE averaged PRESS (TEavg)
were used in order to measure [GABA] without macromolecular contamination and [Glu] without glutamine contribution in the posterior cingulate
cortex (PCC) of children with acute mTBI. To increase the accuracy of measurements, spectra of all subjects in groups were
averaged.Materials & Methods:
Eighteen patients with acute mTBI (up to 72
hours since the injury, aged 16.2±1.9, 8f+10m) and fifteen healthy age-matched
controls (9f+6m) participated in the study. MRI scanner Philips Achieva dStream
3.0T was used with receive SENSE head coil. Standard MRI protocol for TBI
patients (T2-, T1-weighted images, FLAIR, SWI, DTI) revealed no pathological lesions
in brain of any subject. MR spectroscopy voxels sized 40x20x20 mm were located in the area of
posterior cingulate cortex (see figure 1). To acquire GABA- signal, MEGA-PRESS with
macromolecular signal suppression was used [2]: TR=2000 ms, TE=80 ms, 20 ms
editing pulses on δOn=1.9 ppm, δOff=1.5 ppm, NSA=288, acquisition time ~10 min.
To measure pure Glu signal, TEavg spectrum [3]
was acquired: TR = 2000 ms, TE starting from 35 ms up to 185 ms with the 2.5 ms
step, NSA for each TE=4, (acquisition time ~4.5 min). Unsuppressed water spectrum (TE=28 ms, TR=10000 ms) was also acquired.
The voxels superimposed on 3D T1 images were
segmented in spm12 [4], grey/white/CSF fractions were defined. These values
together with the intensity of reference water spectrum were used in order to calculate absolute
concentrations.
Spectra were processed in two ways: individually
for each subject and after averaging over normal and mTBI groups. The
preprocessing steps were the rejection of motion-corrupted dynamics, spectral
aligning, zero-filling, phasing and averaging of the dynamics in each spectrum of each subject. Frequency
and phase aligning between spectra of different subjects was performed prior to spectral averaging
over groups.
Individual GABA spectra were processed in Gannet
3.0 [5], TE averaged PRESS – in LCModel. The values of GABA/Cr, Glx/Cr, [GABA]
and Glu/Cr passed the normality test, after that t-test or Mann-Whitney
criterion were applied to define the significance of between-group differences.
Group-averaged spectra were processed in
Matlab. GABA, Cr and Glu signal intensities were calculated by GannetFit
algorithm with Gaussian shape for GABA and Lorentzian – for Glu and Cr.Results
The average fit error of individually processed GABA
signals was ~13%. The values of [GABA] were 1.88±0.27 mM in the norm and
1.94±0.32 mM in mTBI with no statistically significant difference. GABA/Cr, GABA/Glx
and Glx/Cr values also remained unchanged.
In individual TEavg spectra the approximate CRLB of
Glu and Cr were ~6% and ~2%, respectively (spectral processing: figure 2). The Glu/Cr
value in mTBI group decreased by 6% (p<0.05), figure 3. The concentrations
of other metabolites, as well as their /Cr intensities, were unchanged.
In group-averaged MEGA-PRESS spectra (see fig. 4), the
fit error was ~8% for GABA signal and ~0.8% for Cr signal. The GABA/Cr values were
equal: 0.094±0.008 in the norm and 0.090±0.008 in mTBI. Glx/Cr was 0.191±0.005
for norm, and 0.190±0.004 for mTBI.
The TEavg spectrum averaged over normal group is
demonstrated in fig. 5. The Glu and Cr fit errors in group-averaged TEavg spectra
both were ~0.6%. The Glu/Cr values were equal to 0.161±0.004 in the norm and 0.172±0.004
in mTBI, meaning +7% difference with ~1% error. Discussion
To our knowledge, the TE averaged PRESS was applied
for Glu measurement in the acute mTBI for the first time. The result of the individual
TEavg processing (and statistical analysis) disagrees with the group-averaged spectral
processing. We suppose that since in averaged spectra the SNR of Glu signal is
significantly higher (see fig. 4) and Glu fit error is significantly lower than
its CRLB in individual spectra, the revealed in non-averaged spectra decrease in Glu/Cr with p<0.05 is false-positive,
and, in fact, Glu/Cr increases. This draws attention to the data quality and
indicates that the statistical significance of the effect even in case of
relatively low CRLB and a sufficient number of participants may not be enough for
the confident analysis. Spectral averaging over groups of participants recommends
itself as a powerful tool, if used with proper preprocessing steps.
So, the results demonstrate the increase in pure
Glu without glutamine contribution and the stability of GABA without
macromolecules in PCC of children with acute mTBI. In
our previous study we have demonstrated that [GABA] increases in anterior
cingulate cortex (ACC) while Glx remains unchanged [6]. The results of current
study indicate that PCC reacts to the mTBI in the opposite way, and not like
the ACC. Here, the excitatory-inhibitory neurotransmitter balance is shifted
towards excitation. Long-term studies are of interest in order to connect the
mTBI outcome with the [GABA] and [Glu] dynamics in various cerebral regions.Acknowledgements
No acknowledgement found.References
[1] 10.3233/PRM-150347
[2] 10.1002/mrm.24391
[3] 10.1002/mrm.20007
[4] https://www.fil.ion.ucl.ac.uk/spm/doc/manual.pdf
[5] 10.1002/jmri.24478
[6] 10.1134/S0006350917060161