Abstract
Lipopolysaccharide (LPS) is a commonly used agent for induction of neuroinflammation in preclinical studies. Upon injection, LPS causes activation of microglia and astrocytes, whose metabolism alters to favor glycolysis. Assessing in vivo neuroinflammation and its modulation following therapy remains challenging, and new non-invasive methods allowing for longitudinal monitoring would be greatly valuable. Hyperpolarized (HP) 13C magnetic resonance spectroscopy (MRS) is a promising technique for assessing in vivo metabolism. In addition to applications in oncology, the most commonly used probe of [1-13C] pyruvate has shown potential in assessing neuroinflammation-linked metabolism in mouse models of multiple sclerosis and traumatic brain injury. Here, we wished to investigate LPS-induced neuroinflammatory changes using HP [1-13C] pyruvate and HP 13C urea.
2D chemical shift imaging following simultaneous intravenous injection of HP [1-13C] pyruvate and HP 13C urea was performed at baseline (day 0), day 3 and day 7 post intracranial injection of LPS (n=6) or saline (n=5). Immunofluorescence (IF) analyses were performed for Iba1 (resting and activated microglia/macrophages), GFAP (resting and reactive astrocytes) and CD68 (activated microglia/macrophages).
A significant increase in HP [1-13C] lactate production was observed in the injected (ipsilateral) side at 3 and 7 days of the LPS-treated mouse brain, but not in either the contralateral side or saline-injected animals. HP 13C lactate/pyruvate ratio, without and with normalization to urea, was also significantly increased in the ipsilateral LPS-injected brain at 7 days compared to baseline. IF analyses showed a significant increase in CD68 and GFAP at 3 days, followed by increased numbers of Iba1 and GFAP positive cells at 7 days post-LPS injection.
In conclusion, we can detect LPS-induced changes in the mouse brain using HP 13C MRS, in alignment with increased numbers of microglia/macrophages and astrocytes. This study demonstrates that HP 13C spectroscopy holds much potential for providing non-invasive information on neuroinflammation.
Introduction
Lipopolysaccharide (LPS) is a bacterial endotoxin commonly used to induce neuroinflammation and generate preclinical animal models of the inflammatory response alone1, or to help model complex neurological disorders such as Alzheimer’s disease2. Upon in vivo injection (intravenous3, intraperitoneal4 or intracranial5), LPS causes an inflammatory response, with release of pro-inflammatory cytokines such as tumor necrosis factor alpha, following immune cell recognition of LPS by their cell surface receptors (specifically toll-like receptor 4)6. Studies have shown that intracranial injection of LPS in the mouse brain leads to an increased number and activation of microglia2,7 as well as increased astrogliosis8,9. Further, upon LPS-induced activation, both activated microglia and astrocytes demonstrate metabolic reprogramming, in particular a shift towards increased glycolysis. This has been shown in BV-2 mouse microglia by Voloboueva et al.10, where LPS induced an increase in lactate production and a decrease mitochondrial oxygen consumption and ATP production, assessed by both biochemical assays and a Seahorse extracellular flux analyzer. Further, Klimaszewska-Lata et al.11 showed pyruvate dehydrogenase inhibition in the N9 mouse microglial cell line following LPS treatment. Primary astrocytes in culture were similarly activated (by a combinatory LPS/interferon-gamma treatment) by Bal-Price et al.12 and were shown to produce more lactic acid, as measured by levels in the growth medium. With the knowledge that neuroinflammation is associated with changes in metabolism of immune and glial cells, one could use non-invasive, clinically-translatable metabolic imaging approaches to enable longitudinal monitoring of neuroinflammatory status, as well as response to anti-inflammatory therapies. Magnetic resonance (MR) techniques include 1H MR spectroscopy (MRS), and studies using this methodology have suggested that certain 1H-visible metabolites, such as myoinositol, choline, and total creatine could be linked to inflammation, for example in multiple sclerosis patients13. Increased lactate as detected by 1H MRS has also been reported in patients with traumatic brain injury14, and preclinical work by Lodygensky et al15. showed increased lactate in LPS-injected rat pups. 1H MRS in general is used widely in the clinic, and hardware and software is already in place for fairly straightforward implementation of novel applications. However, 1H MRS is not yet standard clinical procedure for assessment of neuroinflammation, and optimization work for this particular application is ongoing16.
13C MRS holds great promise for assessing in vivo metabolism. It allows identification of steady-state metabolism in the brain after intravenous administration of 13C-labeled substrates over >1h17, and has been applied in the healthy mouse18, rat19 and human brain20, the healthy aging brain21 and AD22. However, these methods require long infusions of substrate and extended scan times, which limits clinical translation. Hyperpolarized (HP) 13C MRS23 is a rapidly expanding alternative imaging technology for visualizing in vivo metabolism24,25. Acquisition occurs over a matter of minutes, thanks to the 10,000-fold increase in sensitivity over thermal 13C MRS. Thus far, HP 13C MRS has been particularly informative on the conversion of HP [1-13C] pyruvate to [1-13C] lactate via the enzyme lactate dehydrogenase, and there has been a focus on applications in cancer26,27 and cardiovascular disease28. Alongside analysis of enzymatic fluxes, HP probes can be used to assess perfusion. For this purpose, metabolically inactive probes such as HP 13C urea can be injected, as demonstrated in tumor imaging by von Morze et al.29. Further, if co-polarized and administered with pyruvate, HP 13C urea can provide a simultaneous readout of metabolism and perfusion, as shown by Lau et al.30 in the rat heart.
Recently, HP 13C MRS has been demonstrated to be applicable to the detection of neuroinflammation in models of multiple sclerosis (MS)31 and traumatic brain injury (TBI)32,33, where studies have taken advantage of the inflammation-related increase in production of HP lactate. In a mouse model of MS, HP [1-13C] lactate was increased in the corpus callosum, and was associated with a significant increase in activated microglia in that region. This increase was then no longer observed in transgenic mice with a deficiency in their ability to activate microglia31. HP 13C MRS has been applied to both a rat33 and mouse32 model of TBI. Both studies demonstrated an increase in HP 13C lactate/pyruvate ratio following injury, and in mice, the depletion of microglia prevented this increase from occurring.
In this study, we hypothesized that HP 13C MRS could be used to visualize the effect of intracranially-administered LPS in the in vivo mouse brain. Given the reports that LPS increases glycolysis in brain microglia and astrocytes, we hypothesized that the induced increase in lactate production could be measured by MRS following administration of HP [1-13C] pyruvate. We also co-administered HP 13C urea in order to control for any changes in perfusion that occurred as a result of the injection, and carried out our study at the clinically-relevant field strength of 3 Tesla. Our results showed that, following intracranial injection of LPS in the mouse brain, HP [1-13C] lactate levels and corresponding HP 13C lactate/pyruvate ratios were significantly increased at 3 and 7 days post-injection in the ipsilateral (injected) voxel. Moreover, upon normalization to contralateral side, to HP 13C urea, or both, increased HP [1-13C] lactate levels and increased HP 13C lactate/pyruvate ratios were systematically observed at the 7 day timepoint in the ipsilateral side of LPS-injected animals. Importantly, the 7 day timepoint corresponded to the maximum levels of Iba1 (resting and activated microglia/macrophages), and glial fibrillary acidic protein GFAP (resting and reactive astrocytes), as detected by immunostaining. Overall, our results show that 13C MRS of HP [1-13C] pyruvate and 13C urea can successfully visualize the effect of LPS on the mouse brain.
Materials and Methods
Animals
All animal procedures were approved by the Institutional Animal Care and Use Committee of the University of California, San Francisco.
A total of 26 mice were used in this study. Eleven mice (male C57BL/6J, 10-12 weeks old, Jackson Laboratories) underwent the imaging protocol described below prior to surgery (Baseline group). These animals were then injected intracranially with either LPS (n=6) or saline (n=5), and the imaging protocol was repeated at 3 and 7 days post-surgery. Separate groups of animals were euthanized at the experimental timepoints (n=5 baseline, n=6 at 3 days, n=6 at 7 days) for histological tissue analysis.
Intracranial injections
Mice were anesthetized with isoflurane in oxygen (isoflurane: 3% induction, 2% maintenance), and fur shaved from the top of the head. After placement in a stereotactic frame (Stoelting, IL, USA) and on a heating pad, a small incision was made in the skin to expose the skull. Following orientation using the bregma and lambda to ensure the head was flat, a small hole was made in the skull (1.55mm to right and 1mm front of the bregma, depth of 2.8mm), and 5μl of either saline or 1μg/ml LPS in saline (0.005mg; from E.coli O111:B4, Sigma Aldrich) injected automatically into the striatum using a Hamilton syringe (Figure 1A). The syringe was then removed and the wound sutured closed. On removal from the anesthesia, animals were ambulatory after 5-10 minutes.
MR acquisitions
MR acquisitions were performed on a 3 Tesla horizontal MR system (Bruker Biospec) with a dual-tuned 1H/13C mouse head volume coil (2cm diameter, Doty Scientific, South Carolina). Animals were anesthetized with isoflurane (2% in O2) and a 27G tail vein catheter placed before the animal was positioned in a home-built cradle inside the MR system. T2-weighted images of the brain were acquired for co-registration of the spectral voxels (field of view (FOV)=20×20mm, matrix 192×192, number of averages (NA)=4, repetition time (TR)=2s, echo time (TE)=60ms, 9 slices of thickness 1mm; total acquisition time 10min 8s). 24μl [1-13C] pyruvate sample (pyruvic acid, 15mM OX63 trityl radical (Oxford Instruments), and 1.5mM Gad-DOTA) and 55μl 13C urea (6.4M urea in glycerol, with 23mM OX63 trityl radical) were co-polarized for ~1 hour in a Hypersense polarizer (Oxford Instruments, 3.35T), and rapidly dissolved in 4.5ml heated buffer (80mM NaOH in Tris with EDTA) to give a pH7 solution of 80mM pyruvate and 78mM urea. Immediately following dissolution, 300μl of this HP solution was injected via the tail vein catheter over 14 seconds. Data were acquired from the start of intravenous injection every 4.2s using a dynamic 2D chemical shift imaging (CSI) sequence (slice thickness 5mm, FOV=24×24mm, matrix 8×8, TR=66.4ms, TE=1.24ms; total acquisition time 1min 25s).
Histological analysis
Animals were euthanized using an overdose of ketamine/xylazine, and then perfused with ice-cold phosphate-buffered saline solution (0.9%), followed by an ice-cold paraformaldehyde (PFA, 4%) solution. The brains were removed and submerged in PFA for 2 hours, before being transferred to a sucrose gradient (5% for 2 hours, 10% for 2 hours, 20% overnight). Brains were then frozen in liquid nitrogen and stored at −80°C. Cryosections (10μm) from the imaging voxels were obtained using a microtome (Leica Biosystems, Germany). Immunofluorescence staining was carried out using the following antibodies: a primary rabbit anti-GFAP (resting and reactive astrocytes, 1:500 dilution, Z0334, Dako), and a primary rabbit anti-Iba1 (resting and activated microglia/macrophages, 1:500 dilution, 019-19741, Wako), both with secondary antibodies goat anti-rabbit fluorescein isothiocyanate (1:500 dilution, 111-096-144, Jackson Immunoresearch Lab), and a primary rat anti-mouse CD68 antibody (activated microglia/macrophages, 1:200 dilution, MCA1957, Biorad) with secondary goat anti-rat Alexa-Fluor 555 (1:200 dilution, A21434, Invitrogen). Slides were counterstained using Hoechst 33342 (H3570, 1:2000 dilution; Invitrogen), then sections were mounted using Prolong Gold Antifade (P36930; Invitrogen).
Fluorescence image acquisition was performed using an inverted microscope (Ti, Nikon). The images were recorded with an Andor Zyla 5.5 sCMOS camera at 20x magnification. Quantitative analyses of immunofluorescence images from the striatum posterior to the injection site within the MRS imaging voxel were performed using NIH ImageJ (v2.0.0). Quantification was executed based on coverage, and expressed as percentage of the total area.
Analysis of hyperpolarized 13C data
For each animal at each timepoint, HP 13C 2D CSI data were analyzed using in-house MATLAB code. First, voxel shifts were applied to the raw data to generate data from ipsilateral (injection site) and contralateral voxels (symmetrical from midline, Figure 1A). Dynamic spectra over time (shown in grey) were summed to generate a summed spectrum (shown in black, Figure 1A). HP [1-13C] pyruvate, HP [1-13C] lactate, and HP 13C urea levels were estimated using a Lorentzian fit. HP 13C lactate/pyruvate and HP 13C pyruvate/urea ratios were calculated, and subsequently HP 13C lactate/(pyruvate/urea). Finally, all values (individual metabolites and all ratios) were normalized to data from the contralateral side of the brain to eliminate intra-animal variability.
Statistical analyses
For all CSI data, a repeated measures one-way analysis of variance (ANOVA) with a Tukey multiple comparisons test was used to establish differences within treatment groups over time, for each side of the brain. Histological data were analyzed using two-way ANOVAs with Tukey multiple comparisons tests to establish significant differences between timepoints and sides of the brain. Graphs show standard deviation, and statistical significance was considered when p≤0.05 (denoted *). Further significances are denoted **p≤0.01, ***p≤0.001, and ****p≤0.0001.
Results
HP [1-13C] lactate levels, HP 13C lactate/pyruvate ratio and HP 13C lactate/(pyruvate/urea) ratio are increased in the ipsilateral voxel following LPS injection
Figure 1B shows summed HP 13C spectra at each timepoint of interest (baseline, 3 days and 7 days) for an LPS (red) and a saline-treated (blue) mouse. The resonances of HP 13C urea (163ppm), HP [1-13C] pyruvate (171ppm) and its metabolic product HP [1-13C] lactate (183ppm) were detected at all experimental timepoints, with increased lactate visible at 7 days in the LPS-treated animal.
On full quantification, our results show that HP [1-13C] lactate levels were significantly increased in LPS-treated animals in the injected ipsilateral voxel at both 3 days and 7 days when compared to baseline levels (Figure 2A; 3 days: 175 ± 33% of baseline levels, p=0.042; 7 days:195 ± 32% of baseline levels, p=0.036). In contrast, no changes in HP [1-13C] lactate levels were observed in the contralateral voxel. In the saline-injected group, HP [1-13C] lactate levels remained unchanged in both contralateral and ipsilateral voxels throughout the experimental period. When looking at HP 13C urea or HP [1-13C] pyruvate levels, no significant changes in the levels of either metabolite were detected over time in either saline- or LPS-injected groups in either contralateral or ipsilateral voxels (Figure 2A).
As shown in Figure 2B, HP 13C lactate/pyruvate ratios were significantly increased in the ipsilateral side of the LPS brains at 3 days and 7 days when compared to baseline (3 days: 165 ± 28% of baseline, p=0.046; 7 days: 263 ± 16% of baseline, p=0.001). This ratio was also significantly increased between 3 days and 7 days (Figure 2B, 7 days: 159 ± 27% of 3 day data, p=0.043). Further, HP 13C lactate/pyruvate ratios were significantly increased in the contralateral side of the LPS brains at 7 days compared to baseline data (Figure 2B, 167 ± 33% of baseline, p=0.004). In saline-injected animals, no significant changes in HP 13C lactate/pyruvate ratios were detected in either ipsilateral or contralateral voxels at any time points.
No significant changes were observed in HP 13C pyruvate/urea ratios either in the LPS or saline-treated animals (Figure 2B).
Finally, our results show that the HP 13C lactate/(pyruvate/urea) ratios were significantly increased at 7 days compared to baseline in the ipsilateral side of the LPS-injected animals (Figure 2B, 347 ± 30% of baseline, p=0.012). No significant changes in this ratio could be observed in either the contralateral side of LPS-injected animals, or the ipsilateral and contralateral voxels in the saline-injected animals.
HP [1-13C] lactate levels, HP 13C lactate/pyruvate ratio and HP 13C lactate/(pyruvate/urea) ratio are increased following LPS injection, upon normalization to contralateral data
Following normalization to contralateral data, our results show that HP [1-13C] lactate levels were significantly increased in LPS-treated animals at 7 days when compared to baseline levels and levels at 3 days (Figure 3A: 7 days: 164 ± 19% of baseline, p=0.0007; 136 ± 19% of 3 days, p=0.018). In the saline-injected group, HP [1-13C] lactate levels remained unchanged throughout the experimental period. When looking at HP 13C urea or HP [1-13C] pyruvate levels, no significant changes in the levels of either metabolite were detected over time in either saline- or LPS-injected groups (Figure 3A).
As shown in Figure 3B, HP 13C lactate/pyruvate ratios were significantly increased in the LPS brains at 7 days when compared to baseline (7 days: 150 ± 28% of baseline, p=0.0097). In saline-injected animals, no significant changes in HP 13C lactate/pyruvate ratios were detected at any time point. Figure 3B also shows that we observed no significant changes in HP 13C pyruvate/urea ratios in either LPS or saline-treated animals.
Finally, our results show that the HP 13C lactate/(pyruvate/urea) ratios were significantly increased at 7 days compared to both baseline and 3 day data (Figure 3C, 7 days: 169 ± 23% of baseline p=0.026, 151 ± 23% of 3 day data, p=0.019). No significant changes in this ratio could be observed in the saline-injected animals.
Iba1, CD68 and GFAP levels are modulated following LPS injection
Figure 4 shows the results for Iba1 (resting and activated microglia/macrophages), CD68 (activated microglia/macrophages), and GFAP (astrogliosis) immunostaining performed in the ipsilateral (I, large square) and the contralateral side (C, small insert) on LPS-injected animals at baseline, 3 days and 7 days. All values for immunostaining from saline-injected animals were below 0.16% coverage (data not shown).
As shown in Figure 4A, Iba1 staining was significantly increased in the ipsilateral side of LPS-treated animals at 7 days compared to baseline and 3 day levels, indicating a large number of microglia/macrophages present at that time point (7 days: 1096% of baseline, p<0.0001; 363% of 3 day data, p=0.0006). At the 7 day timepoint, Iba1 staining was also significantly increased in the ipsilateral side as compared to contralateral (835% of contralateral p=0.0001). No significant differences between ipsilateral and contralateral sides were observed at baseline or 3 days. As depicted in Figure 4B, GFAP staining was significantly increased in the ipsilateral side of LPS-treated animals at 7 days compared to ipsilateral baseline and 3 day levels (7 days: 48550% of baseline, p<0.0001, 254% of 3 days, p=0.0002). Ipsilateral GFAP staining was also significantly higher at 3 days as compared to baseline data (3 days: 19130% of baseline, p=0.022). Overall we observed a maximum level of astrogliosis at the 7 day timepoint. When comparing brain sides, our results show that GFAP levels were significantly higher in the ipsilateral voxel than in the contralateral voxel at both 3 days and 7 days (3 days ipsilateral: 1733% of contralateral, p<0.0001; 7 days ipsilateral: 2209% of contralateral, p=0.0003). Figure 4C shows that CD68 staining was elevated in the ipsilateral side at 3 days post-injection compared to the ipsilateral side at baseline and 7 days, indicating that monocyte activation reached a maximum level at that time point (3 day data: 1752% of baseline p=0.0008, 557% of 7 days p=0.003). At the 3 day timepoint, CD68 staining was also significantly increased in the ipsilateral side as compared to contralateral (2769% of contralateral, p=0.005). No significant differences between ipsilateral and contralateral sides were observed at baseline or 7 days.
Discussion
In this study, we demonstrated our ability to image altered brain metabolism following intracranial injection of LPS. Metabolism was assessed using 13C MRS following an intravenous injection of HP [1-13C] pyruvate and HP 13C urea at the clinicially-relevant field strength of 3 Tesla.
Overall, we observed significant changes over time in the detected HP [1-13C] lactate, HP 13C lactate/pyruvate and HP 13C lactate/(pyruvate/urea) only in the LPS-treated group and not in the saline-injected group. This result is indicative of the fact that the metabolic changes observed at 7 days by HP 13C MRS were linked to the presence of LPS rather than being a side effect of the surgical procedure.
We did not observe any significant changes in either HP [1-13C] pyruvate or HP 13C urea at any timepoint at the group level, which indicates that the in situ delivery of HP substrates is not significantly different between groups. Recent work by Miller et al. has questioned our understanding of cerebral HP signal, and the authors demonstrated a vast increase in metabolic signal when the blood-brain barrier (BBB) is opened by mannitol34. The literature discussing BBB leakiness as a result of LPS administration is inconclusive, with a review by Varatharaj et al. observing BBB disruption in only 60% of studies considered35. Nevertheless, although we have not carried out contrast-enhanced imaging in this study, the fact that we did not observe any significant changes in urea or pyruvate between control and LPS animals suggests that the BBB was not significantly affected by LPS injections36.
HP [1-13C] lactate alone was significantly increased at 7 days and 3 days compared to baseline in the ipsilateral side of the LPS group. On normalization to HP [1-13C] pyruvate, which is typically performed to account for variability in pyruvate injection26, the change at 7 days was exacerbated (p=0.001 compared to p=0.036). Not only was ipsilateral HP 13C lactate/pyruvate significantly increased at 7 days and 3 days compared to baseline, but further, 7 days was increased compared to 3 days. On normalization to HP 13C urea, the 3 day increase in HP 13C lactate/pyruvate was no longer significant compared to baseline data. This result may indicate that, although no significant changes were measured when looking at HP 13C urea or [1-13C] pyruvate/urea data in group analyses, animal specific changes in delivery due to experimental technical variabilities (e.g. injection rate, or percentage polarization of the pyruvate) may have contributed to the increase HP 13C lactate/pyruvate ratio observed at the 3 day timepoint. However, at the 7 day timepoint, the observed significant increase in HP [1-13C] lactate production remained following normalization, indicating that the increased HP [1-13C] pyruvate to HP [1-13C] lactate conversion was robust enough to be detected by 13C MRS at 3 Tesla.
HP [1-13C] pyruvate to HP [1-13C] lactate conversion was not expected to be altered in the contralateral side of the brain. We observed no significant changes except for a significantly increased HP 13C lactate/pyruvate at 7 days compared to baseline. This unforeseen increase may be due to partial volume effects, as the HP 13C lactate/pyruvate ratio is dramatically increased in the adjacent ipsilateral side at that timepoint (263% increase). However, on normalization to HP 13C urea, HP 13C lactate/(pyruvate/urea) ratio was no longer different between baseline and 7 days, which demonstrates the value of co-injecting HP 13C urea to specifically elucidate metabolic changes, independent of experimental variation in intravenous injections.
To provide an internal normalization, and account for biological variability between animals, in vivo data were next normalized to the contralateral side of the brain. Once again, significant differences were only observed for HP [1-13C] lactate, HP 13C lactate/pyruvate and HP 13C lactate/(pyruvate/urea) data in the LPS-treated group, not in saline-injected animals, indicating the surgical procedure did not affect brain metabolism. Specifically, upon normalization to contralateral data, differences in HP [1-13C] lactate, HP 13C lactate/pyruvate and HP 13C lactate/(pyruvate/urea) between 7 day and baseline data remained highly significant. Differences in HP [1-13C] lactate and HP 13C lactate/pyruvate between 3 day and baseline data were no longer observed. For HP [1-13C] lactate and HP 13C lactate/(pyruvate/urea) parameters, data were significantly different between 3 and 7 days. Overall, data normalized to contralateral brain strengthen the results from the ipsilateral analyses, confirming that HP [1-13C] pyruvate to HP [1-13C] lactate conversion was increased independently of delivery at 7 days compared to baseline. To confirm the inflammatory response induced by LPS, we carried out histological analysis of animals at each timepoint studied by HP 13C MRS. Iba1 and GFAP staining confirmed a substantial increase in microglia/macrophages and astrocytes at 7 days following LPS injection, respectively (compared to both 7 day contralateral data and baseline/3 day ipsilateral data). This result was in line with several previous studies1,2,7,8,37,38; Go et al7 demonstrated a significant increase in microglia at 7 days following an intrahippocampal LPS injection, and Sharma et al38 showed a similar increase, this time following an intracerebroventricular injection, and additionally observed an increase in GFAP-positive astrocytes.
When considering the histology alongside our in vivo data, our results show that the time of maximum HP 13C lactate increase as observed by MRS (7 days), coincided with the time of maximal Iba1 and GFAP staining. An increase in number or a change in activation status of these cell types may contribute to the increased HP [1-13C] pyruvate to [1-13C] lactate conversion. Increased numbers of microglia/macrophages and astrocytes in the ipsilateral LPS-injected brain may be responsible for this increased conversion, given the 1096% and 48550% increase in cell types (respectively), compared to baseline values. Resting microglia express the necessary genes for glycolysis39, resting macrophages use both glycolysis and oxidative phosphorylation to produce ATP40, and resting astrocytes have been shown to produce lactate in culture41. Therefore the increase in number alone may be sufficient to be responsible for the increased MRS signal, irrespective of activation status.
Activation of these glial cells may also play a role. CD68, one of the most commonly-used markers for microglial activation, showed a significant but small increase in the ipsilateral side of the LPS-treated brain at 3 days compared to baseline and 7 days. Interestingly, this timepoint of maximum activation does not coincide with the timepoint of maximum HP [1-13C] lactate signal. However, it is recognized that assessing microglial/macrophage activation is not trivial, and likely necessitates measurement of a wide range of markers; such biological characterization is largely beyond the scope of this manuscript. Investigation of the association between CD68 levels and glycolysis would be required to conclude further on the contribution of CD68-activated microglia to the detected in vivo HP signal. When considering the contribution of astrocytes, maximum astrogliosis was observed at 7 days (the timepoint of maximum HP [1-13C] lactate). Studies have reported that GFAP levels as measured by IF are linked to reactive astrocytes42–44. It is thus plausible that astrogliosis as observed at 7 days may contribute to the increased HP 13C pyruvate to 13C lactate conversion.
Considering activation and cell number, our data suggest that the large increase in number of both cell types (as assessed by percentage coverage in IF) is likely the driving factor for the increased HP 13C lactate. However, one cannot distinguish the relative contribution of each cell type to the detected HP [1-13C] lactate signal. Studies using modulations of microglia or astrocytes levels could help elucidate cell-specific contributions to the HP signal. Guglielmetti et al.31 showed increased mononuclear phagocytes in the brain alongside increased HP 13C lactate/pyruvate in a multiple sclerosis model, and in a traumatic brain injury model32 demonstrated that increased HP 13C lactate/pyruvate following injury was no longer observed on microglial depletion. Similarly, Lewis et al.45 showed increased lactate production in the heart following a myocardial infarction, which was normalized following monocyte/macrophage depletion. Future bioreactor studies46 of the individual cell types could also be valuable to decipher the contributions of specific cell types. Only a few HP studies have been carried out on a preclinical, murine-dedicated, cryogen-free 3 Tesla system 47,48. This study contributes to the validation of HP acquisitions at this clinically relevant field strength, while taking advantage of the improved gradient strength leading to higher spatial resolution compared to a clinical 3 Tesla. We opted for a 2D CSI dynamic acquisition instead of a single timepoint to remove potential bias from variability in inter-user injection procedures, which might affect the kinetics of HP [1-13C] pyruvate and HP [1-13C] lactate detected by MRS. In future studies, calculations of rates of conversion (kpl) could be carried out, providing sufficient SNR is achieved.
Conclusion
In conclusion, we have shown that we can successfully detect increased HP [1-13C] lactate production in vivo following LPS injection into the mouse brain, coinciding with an increased number of microglia/macrophages and astrocytes as visualized by histology. Many diseases have inflammatory components, and HP 13C MRS could be a valuable additional tool with which to assess inflammatory status non-invasively and longitudinally.
Acknowledgements
This work was supported by research grants: NIH R01NS102156, Cal-BRAIN 349087, NMSS research grant RG-1701-26630, Hilton Foundation – Marilyn Hilton Award for Innovation in MS Research #17319, Dana Foundation: The David Mahoney Neuroimaging program, and the NIH Hyperpolarized MRI Technology Resource Center #P41EB013598. Fellowship from the NMSS FG-1507-05297 (to C.G.).
Abbreviations
- LPS
- lipopolysaccharide
- HP
- hyperpolarized
- IF
- immunofluorescence
- Iba 1
- ionized calcium binding adaptor molecule 1
- GFAP
- glial fibrillary acidic protein
- CD68
- Cluster of Differentiation 68
- MS
- multiple sclerosis
- TBI
- traumatic brain injury
- NA
- number of averages
- CSI
- chemical shift imaging
- PFA
- paraformaldehyde