Akira Sumiyoshi1, Keigo Hikishima2, and Ichio Aoki1
1National Institutes for Quantum and Radiological Science and Technology (QST), Chiba, Japan, 2Okinawa Institute of Science and Technology Graduate University (OIST), Okinawa, Japan
Synopsis
We report here in vivo 50-micron cerebral blood volume (CBV) mapping of
the mouse brain using intraperitoneal injection protocol of gadolinium-based
contrast agent. Based on k-means clustering we identified different vascular
clusters that separately range from macro- to micro-vasculature. The CBV map demonstrated
layer-dependent macro- and micro-vascular densities in the cortex where different
cortical regions exhibited different vascular patterns. The CBV map also
identified different vascular densities and patterns in the hippocampus. These
results suggest that CBV map would be a useful and alternative tool that assesses
brain function and metabolism at extremely high spatial resolution.
Introduction
Cerebral blood volume (CBV) mapping with intraperitoneal injection of
gadolinium-based contrast agent has been developed to infer brain function and
metabolism1. By comparing image intensity before and after injection
of contrast agent, one can noninvasively map vessel density of the whole brain,
i.e., ΔR2 map, which results in similar map of glucose metabolism2. This
method has several advantages than typical functional MRI: 1) i.p. injection,
but not i.v. injection3, delays distribution and metabolism of
contrast agent and hence allows longer scanning time; 2) i.p. injection of higher
dose of contrast agent (> 1 mM in blood) converts from R1 to R2 enhancement;
and 3) the use of T2-weighted imaging, but not EPI sequence, suppresses geometric
distortion and allows image segmentation into subregions of brain structure4.
Although temporal resolution of CBV mapping is limited (i.e., on the order of
minutes), this method has been widely used for several mouse models of neurological
and psychiatric disorders5,6. On the other hand, the recent
emergence of higher magnet field with cryogenic coil in the preclinical MRI should
improve image quality of mouse CBV mapping. In particular spin-echo typed CBV
mapping in higher field would be more reflected by the
contribution of microvessel density7 (i.e., 5 μm in the diameter),
implying that CBV mapping could be more correlated with underlying neuronal
activity. In this study, to develop higher spatial resolution and more “precise”
functional MRI, we pursued in vivo 50 μm CBV mapping in the mouse brain using
11.7-T magnet with cryogenic probe.Methods
A
total of 15 male C57BL/6J mice (22-28 g) was used. Each mouse was anesthetized
with isoflurane (1.0-1.5% during scanning) and placed in the prone position with
head fixation apparatus. Both body temperature and respiration rate
were regulated within the physiological range. MRI data were acquired using 11.7-T
Bruker BioSpec system with cryogenic surface coil that was designed to serve as
both transmitter and receiver for the mouse brain. T2-weighted images were
obtained using spin-echo 2D-RARE sequence with the following parameters: TR = 9000
ms, TEeff = 30 ms, in-plane resolution = 50 x 50 μm2,
and slice thickness = 150 μm.
The scanning time for single brain volume was approximately 6 min and the
number of repetitions was 35. First 10 volumes (60 min) were used for
Pre-injection, second 5 volumes (30 min) were used for
distribution period, and final 20 volumes (120 min) were used for Post-injection. Omniscan (10 mmol/kg, i.p.) was used for the contrast agent1.
The CBV map was computed by ΔR2
= ln(Spre/Spost)/TE where Spre and Spost
are signal intensity before and after injection, respectively. After skull-stripping,
moving artifact correction, and resampling into isotropic 50 μm
voxel, the CBV maps were normalized to AMBMC atlas
where cortical and hippocampal ROIs are available8,9. The study
protocol was reviewed by the OIST Animal Care and Use Committee and approved by
the institute.Results
The T2-weighted images of the mouse brain were obtained at 50 μm spatial resolution (Fig.
1). The SNRs of Pre- and Post-injection were 42 ± 4 and 52 ± 9, respectively. To
segment CBV map into different intensity clusters, k-means clustering without any
prior was applied10. The CBV map was segmented into 6 different intensity
clusters (Fig. 2A) where the top intensity cluster (c1) corresponded to
macro-vasculature, and the second to fourth clusters corresponded to
micro-vasculature. The layer differences in the cortex were observed where the
middle layer showed c2-enriched while the deep layer showed c3-enriched. The subcortical regions showed c4-enriched distribution. The bottom
c5 and c6 clusters were located outside the parenchyma or in the cerebrospinal
fluid. The time-course of each cluster showed long-lasting steady-state period after
30 min of injection (Fig. 2B). To quantify the regional
differences of each cluster, the percent volume was computed based on AMBMC
atlas (Fig. 3). Cingulate, frontal, occipital, and parietal
regions showed higher micro-vasculature density (from c2 to c4) compared with
other cortical regions (Fig. 3A). In the hippocampus, the molecular layer
showed higher micro-vasculature density (from c2 to c4) compared with
other hippocampal subregions (Fig. 3B).Discussion
By increasing the
spatial resolution of CBV map, we were able to identify macro- and
micro-vasculature clusters in the mouse brain, which implies that, while avoiding
the partial volume effects of macro-vascular components, we were able to
provide the micro-vasculature density map that should be more linked to underlying
neuronal activity. Although typical functional MRI allows scans on the order of
seconds, it relies on neurovascular coupling. The previous studies reported
neurovascular “uncoupling” in the frontal cortex11 and during resting-state12,
indicating that neurovascular coupling does not holds for certain brain regions and conditions. In addition, the signal source of gradient-echo typed functional
MRI at lower field (such as 3.0-T) are dominated by the macro-vasculature contribution7.
Higher resolution CBV map acquired with spin-echo sequence at higher magnetic field
should reflect more neuronal origin in principle and would be considered as
“direct” tool for functional MRI. Further technical advancements such as
development of novel contrast agent (safer and longer half-life),
improvements in coil sensitivity, faster imaging sequence, and higher magnetic
field are expected in the future study to seek for “ultimate” functional MRI tool.Acknowledgements
This work was supported by JSPS KAKENHI Grant Number 19K07797 and the
Intramural Research Program of QST, Chiba, Japan.References
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