Caroline Guglielmetti1,2, Huihui Li3, Yoshitaka Sei3, Lydia Le Page1,2, Lauren Schields3,4, Brice Tiret1,2, Xiao Gao1,2,5, Iris Lo3, Talya Dayton6, Jeffrey Rathmell7, Matthew Vander Heiden6,8, Ken Nakamura3,4,9,10, and Myriam Chaumeil1,2,4,5
1Department of Physical Therapy and Rehabilitation Science, University of California San Francisco, San Francisco, CA, United States, 2Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, United States, 3Gladstone Institute of Neurological Disease, Gladstone Institutes, San Francisco, CA, United States, 4Graduate Program in Biomedical Sciences, University of California San Francisco, San Francisco, CA, United States, 5UCSF/UCB Graduate Program in Bioengineering, University of California San Francisco, San Francisco, CA, United States, 6Koch Institute for Integrative Cancer Research and the Department of Biology, Massachusetts Institute of Technology, Boston, MA, United States, 7Department of Pathology, Microbiology, and Immunology, Vanderbilt Center for Immunobiology, Nashville, TN, United States, 8Dana-Farber Cancer Institute, Boston, MA, United States, 9Department of Neurology, University of California San Francisco, San Francisco, CA, United States, 10Graduate Program in Neuroscience, University of California San Francisco, San Francisco, CA, United States
Synopsis
Keywords: Hyperpolarized MR (Non-Gas), Neuro
We generated mice with
deletion of the glucose transporter 3 (GLUT3cKO) or pyruvate kinase 1 (PKM1cKO)
in CA1 hippocampal neurons. GLUT3cKO and PKM1cKO mice showed memory impairment.
Hyperpolarized (HP)
13C magnetic resonance spectroscopic imaging showed
that female, but not male, PKM1cKO mice had increased HP [1-
13C]pyruvate-to-lactate
conversion, while female GLUT3cKO mice had decreased conversion and brain
volume, evaluated by T
2-MRI. Fluorine-18-fluorodeoxyglucose ([
18F]-FDG)
positron emission tomography imaging did not detect changes, highlighting HP
[1-
13C]pyruvate’s potential to detect downstream alterations in
brain glucose metabolism. Altogether, our findings demonstrated that neurons
metabolize glucose through glycolysis in vivo, and require glycolysis
for normal function.
Introduction
Hyperpolarized
13C magnetic resonance spectroscopic imaging (HP 13C
MRSI) is increasingly used to study brain metabolism in health and diseases, in
preclinical models and patients1-6. Importantly, HP [1-13C]pyruvate detects [1-13C]lactate
production in the brain, providing information on downstream glucose
metabolism. Because of its capability to inform on metabolic fluxes, HP 13C
MRSI provides complementary information to fluorine-18 fluorodeoxyglucose positron
emission tomography ([18F]-FDG PET) imaging, which is well-established
to image glucose uptake. Although the brain requires
large amount of glucose, it remains controversial whether neurons import and
metabolize functionally significant amount of glucose through glycolysis. To dissect out the contribution of neurons to glucose
uptake and metabolism in vivo, we generated mouse models with postnatal
deletion of the glucose transporter 3 (GLUT3) and pyruvate kinase 1 (PKM1) in
neurons of the CA1 hippocampal region, a key structure involved in memory. We
investigated whether GLUT3 or PKM1 deletion led to behavioral deficits and
whether brain metabolic changes could be detected by HP 13C MRSI, anatomical
T2-MRI, and [18F]-FDG PET imaging.
Methods
Animals: Floxed GLUT3 mice were bred with CamKII alpha
(CamKCre) mice, which express Cre recombinase in essentially all CA1 neurons
and in scattered forebrain neurons to obtain GLUT3cKO and littermate GLUT3WT
controls. PKM1WT and PKM1cKO were obtained using a similar breeding approach (Figure
1A). Mice underwent PET, MRI, and behavioral testing as shown in Figure
1B.
Behavioral analyses: The active place avoidance test was used
to assess hippocampal-dependent spatial learning. Using visual cues, mice learn
to avoid the shock zone of a rotating arena. The number of entrances into the
shock zone was calculated.
PET/computerized
tomography (CT) acquisitions and analyses: PET/CT was acquired 55 minutes after 18F-FDG intravenous
injection (71±4.5μCi).
We co-registered PET and T2-MR images using VivoQuant software to
delineate the hippocampus and CA1 region based on MR contrast and calculated
the corresponding mean percent-injected dose per grams (%ID/g) values.
MR acquisitions and
analyses: T2-MRI and
HP 2D 13C CSI
were acquired on
a 14.1T MR scanner using the parameters shown in Figure 1C. For 13C MRS, 24μl [1-13C]
pyruvate was polarized for ~1h in a Hypersense polarizer, dissolved in 4.5mL
buffer (80mM NaOH in PBS), and data were acquired 18 seconds after intravenous
injection. HP 13C MRSI data were analyzed
using the SIVIC software and MATLAB. K-space dimensions were zero-filled by two.
The area-under-the-curve of HP [1-13C]pyruvate and [1-13C]lactate
Lorentzian fits were measured and [1-13C]lactate/pyruvate ratios were
calculated. For analyses of T2-MRI
data, brain, thalamus, ventricles, hippocampus and CA1 regions were delineated and
the corresponding volumes were calculated.
Immunofluorescence: Immunofluorescence analyses were
performed for PKM1 and neurons (NeuN).
Spatial Gene
Expression: Spatial transcriptomics were acquired
with Visium spatial gene expression kits (10X Genomics).
Statistical analyses: Welch
ANOVA with Dunnett’s T3 multiple comparisons test, unpaired t-test, and Welch’s t tests were used to
compare WT and cKO groups.
*p<0.05, **p<0.01, ***p<0.001, ****p<0.001.Results
We first confirmed that
GLUT3 and PKM1 expression were decreased in GLUT3cKO and PKM1cKO mice (Figure
2.A-B).
To determine if GLUT3 or PKM1 is required for normal hippocampal
function, we examined how GLUT3cKO or PKM1cKO impacted spatial learning and
memory assessed by active place avoidance. Higher number of entries and
lower time of avoidance of the aversive shock zone reflected memory deficits in
female and male GLUT3cKO and in
female PKM1cKO. (Figure
2.C-E). Interestingly, male PKM1cKO did not show memory deficits.
T2-MRI revealed
smaller brain, hippocampus and thalamus in female GLUT3cKO (Figure 3.A-B,
p=0.0009, p=0.0033, p=0.0045, respectively), while ventricle size
remained unchanged. No changes in brain regions were detected in male
GLUT3cKO, and in female and male PKM1cKO (Figure 3.C-E).
Following injection of HP [1-13C]pyruvate,
we observed production of [1-13C]lactate in the brain (Figure 4A).
In the region containing hippocampus and CA1, we observed lower HP [1-13C]lactate-to-pyruvate
ratios in female GLUT3cKO (p=0.0282),
whereas this difference was not seen in males (Figure 4.B-C). We
observed higher HP [1-13C]lactate-to-pyruvate ratios in female PKM1cKO
(p=0.0018), but no difference in male
PKM1cKO (Figure 4D-E).
Interestingly,
[18F]FDG PET signal from the hippocampus
and CA1 did not detect any differences between GLUT3cKO and GLUT3WT, and
between PKM1cKO and PKM1WT (Figure 5A-D).Discussion
We showed that GLUT3 and
PKM1 deletion in CA1 neurons led to memory impairment, establishing that
glucose uptake and glycolysis are required to maintain normal neuronal
function. MRI detected sex-specific alterations as HP [1-13C]pyruvate
revealed metabolic changes in female PKM1cKO and GLUT3cKO, and T2-MRI
detected smaller brain regions in female GLUT3cKO. Biological interpretation of
this sex-specific HP change remains complex, however, it likely reflects not
only the primary disruption in neuronal glycolysis, but also potential
secondary compensatory changes in glial metabolism and neuro-glial coupling. MR
acquisition parameters (flip angles) are likely to play a crucial role in the
relative contribution of the HP lactate/pyruvate7, representing an area for future investigation. [18F]FDG-PET
imaging remained unchanged following GLUT3 or PKM1 deletion, likely due to high
background, or indicating that most signal originates from glial cells.
Altogether our findings add to the growing evidence suggesting that HP 13C
MRSI metabolic imaging has considerable clinical potential to study changes in
brain energy metabolism in both health and disease.Acknowledgements
CG, HL, KN and MMC
contributed equally to this work. This work was supported by National
Institutes of Health RF1 AG064170 (to K.N. and M.M.C.), R01 NS102156 (M.M.C.),
R21 AI153749 (M.M.C., C.G.), R01 CA168653 and R35 CA242379 (M.G.V.H.) and
National Institutes of Health RR18928 (Gladstone Institutes). It was also
supported by the UCSF Bakar Aging Research Institute (BARI, K.N.), the Alzheimer’s
Association (H.L. and LLP), a Berkelhammer Award for Excellence in Neuroscience
(Y.S.). References
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