Abstract
Carbon-13 NMR spectroscopy (13C MRS) offers the unique capability to measure brain metabolic rates in vivo. Hyperpolarized 13C reduces the time required to assess brain metabolism from hours to minutes compared to conventional 13C MRS. This study investigates metabolism of hyperpolarized [1-13C]pyruvate and [2-13C]pyruvate in the rat brain in vivo under various anesthetics: pentobarbital, isoflurane, α-chloralose, and morphine. The apparent metabolic rate from pyruvate to lactate modeled using time courses obtained after injection of hyperpolarized [1-13C]pyruvate was significantly greater for isoflurane than for all other anesthetic conditions, and significantly greater for morphine than for α-chloralose. The apparent metabolic rate from pyruvate to bicarbonate was significantly greater for morphine than for all other anesthetic conditions, and significantly lower for pentobarbital than for α-chloralose. Results show that relative TCA rates determined from hyperpolarized 13C data are consistent with TCA cycle rates previously measured using conventional 13C MRS under similar anesthetic conditions, and that using morphine for sedation greatly improves detection of downstream metabolic products compared to other anesthetics.
Keywords: hyperpolarized 13C MRS, brain metabolism, lactate, bicarbonate
Introduction
Conventional 13C NMR spectroscopy offers the unique capability to measure metabolic fluxes noninvasively in vivo. However, measurement of metabolic rates requires long data acquisition times (> 1 h) and large amounts of highly enriched 13C-labelled substrates1.
Hyperpolarization using dynamic nuclear polarization (DNP) yields dramatic 13C signal enhancement and reduces the time required to assess brain metabolism from hours to minutes2. Nonetheless, relatively few studies have been performed in the intact, healthy brain using substrates hyperpolarized with DNP2–8. This is due in part to the relatively slow uptake of hyperpolarized substrates in the healthy brain due to the blood-brain-barrier.
Assessment of metabolic activity using hyperpolarized 13C relies on the ability to measure the conversion of the hyperpolarized substrate into metabolic products. When using hyperpolarized [1-13C]pyruvate, carbon from pyruvate enters the TCA cycle by conversion to acetyl Co-A and hyperpolarized CO2 (in equilibrium with bicarbonate). Therefore, in principle, the time course of hyperpolarized bicarbonate directly reflects the TCA cycle activity2 since in the brain nearly all acetyl Co-A enters the TCA cycle. However, the extent to which hyperpolarized bicarbonate data can yield a quantitative estimate of the TCA cycle rate in the brain has not been validated.
Similarly, the use of hyperpolarized [2-13C]pyruvate and [1-13C]acetate generates metabolic hyperpolarized products 2-oxoglutarate (2OG) and glutamate6,7. Pyruvate and acetate might provide different information since pyruvate is primarily metabolized by neurons, while acetate is metabolized by glia. No previous study has examined the effect of different anesthetics on the detection of metabolic products from hyperpolarized [2-13C]pyruvate.
In this study, we investigated metabolism in the rat brain in vivo under different levels of brain activity, as measured by the TCA cycle rate in previous experiments with conventional 13C MRS1. The measurements were performed following injection of hyperpolarized [1-13C]pyruvate and [2-13C]pyruvate, and various levels of brain energy metabolism were achieved using different anesthetics.
Experimental
Samples
Samples of pure [1-13C]pyruvic acid (Cambridge Isotope Laboratories, Andover, MA) and pure [2-13C]pyruvic acid (Isotec, Miamisburg, OH) mixed with 15 mM trityl radical OX63 were hyperpolarized using a HyperSense DNP system (Oxford Instruments, UK) for 60 min and 90 min, respectively. [1-13C]pyruvate and [2-13C]pyruvate samples were then dissolved in TRIS buffer, NaOH and Na2EDTA solution, to produce 4 mL of hyperpolarized solutions at a concentration of ~35 mM and ~105 mM, respectively, and a pH of 7. For varied concentrations study, [1-13C]pyruvate samples of 21.2 mM, 36.6 mM, 72.3 mM were also used.
Animals
All animal experiments were performed in accordance with the NIH Guide for the Care and Use of Laboratory Animals and were approved by the Institutional Animal Care and Use Committee of the University of Minnesota. Male Sprague-Dawley rats (n = 26; weight = 249 ± 23 g, mean ± SD; Charles River Laboratories) were intubated and ventilated with a 70%:30% N2O:O2 mixture and 1.8% isoflurane. Body temperature was maintained at 37oC using a heating pad with warm water circulation. One femoral vein and both femoral arteries were cannulated for infusion of hyperpolarized substances, blood pressure monitoring, and blood sampling, respectively. If isoflurane was used for the entire experiment, the isoflurane level was set to 1.5% after completion of surgery. If another anesthetic was used, the isoflurane was discontinued after the surgery and replaced by intravenous administration of either pentobarbital (low dose: bolus - 30 mg/kg, then 30 mg/kg/h; high dose: bolus - 70 mg/kg, then 70 mg/kg/h), α-chloralose (bolus - 50 mg/kg, then 25.4 mg/kg/h), or morphine sulfate and pancuronium mixture (bolus - 50 mg/kg morphine sulfate and 1.0 mg/kg pancuronium, then 35.2 mg/kg/h in a molar ratio of 3:1) with a syringe pump (Model ‘11’ Plus, Harvard Apparatus, Holliston, MA). In such cases, at least one hour elapsed between switch in anesthetics and injection of hyperpolarized 13C-pyruvate, which is sufficient to achieve a new metabolic steady-state9,10. Ventilation was continued with a mixture of 30% O2 and 70% N2O with all four anesthetics. Animals were placed in a home-built holder, and the head position was fixed using ear rods and a bite-bar. Blood gases were measured every 20 minutes and ventilation rate was adjusted to maintain stable physiological conditions. The respiration rate was on average 26 breaths per minute for all anesthetics except for morphine for which it was 40 breaths per minute.
Following MR adjustments, animals were injected intravenously with hyperpolarized samples. Fourteen animals were injected with hyperpolarized [1-13C]pyruvate samples (~2.2 mL, 35 mM), and seven with hyperpolarized [2-13C]pyruvate samples (~2.2 mL, 105 mM). Additional five animals under pancuronium/morphine anesthesia were each injected with three samples of varied concentrations of hyperpolarized [1-13C]pyruvate (~2.2 mL, 21.2 mM, 36.6 mM, 72.3 mM). The order in which three different concentration samples were injected was randomized and at least 70 minutes elapsed between each injection. Injections started about 18 s after the dissolution, lasted for ~6 s and did not affect the physiology of the animals.
In Vivo Spectroscopy
All 13C spectra were acquired on a 9.4-T, 31-cm horizontal bore magnet (Magnex Scientific, Oxford, UK) interfaced with an Agilent Direct Drive console (Agilent, Santa Clara, CA, USA). The radiofrequency coil assembly consisted of an inner 13C linearly polarized surface coil (12 mm diameter) and a 1H quadrature surface coil (two loops of 14 mm diameter). A sealed external reference sphere of 4.1 mm diameter containing the 99% enriched [13C]-formic acid (Aldrich Chemical Co., Milwaukee, WI) was attached in the center of the inner carbon coil.
Spectra (30,000 complex points, spectral width 50 kHz) were acquired using a pulse-acquire sequence with a 10 μs, 43° flip angle square pulse at the coil center (on average 18° in the brain area detected by the coil), and 1H decoupling during acquisition. [1-13C]pyruvate data were acquired with TR = 1.5 s and 128 scans, and [2-13C]pyruvate data were acquired with TR = 1 s and 128 scans.
Modeling
A two-pool linear model was used to fit the hyperpolarized 13C time courses of [1-13C]lactate and 13C-bicarbonate obtained following [1-13C]pyruvate injection to determine the apparent metabolic rates from pyruvate to lactate (rate constant kP-L) and from pyruvate to bicarbonate (kP-B):
| (1) |
| (2) |
where Pyr, Lac, and HCO3- are peak integrals of hyperpolarized pyruvate, lactate and bicarbonate, respectively, normalized by the averaged integral of formate (external reference); t is time; and and are spin-lattice relaxation times for lactate and bicarbonate, respectively. The rate constants kP-L and kP-B reflect the combined effect of transport to the brain through the blood-brain-barrier, transport into cells and cell organelles, and lactate dehydrogenase (LDH) and pyruvate dehydrogenase (PDH) complex activities in cytosol and mitochondria, respectively. Note that kP-L and kP-B are “apparent” rate constants, but the actual reaction rates may vary with time.
The model assumes that the contribution of brain pyruvate to the total pyruvate is negligible compared to plasma pyruvate. Simulation of pyruvate transport with KM, Vmax and Kd using previously published values11 shows that the concentration of brain 13C pyruvate is ~100 times smaller than plasma 13C-pyruvate signal (not shown). Assuming that 10% of the MR signal detected by the surface coil comes from the blood (based on the rat’s head anatomy and the sensitivity profile of the surface coil), the contribution of brain 13C pyruvate to the total 13C-pyruvate signal would be only ~10%. Similarly, the model assumes that all detected lactate signal comes from the brain. This is justified by the lack of detection of hyperpolarized 13C lactate in the blood using an implanted arterial coil12. Finally, constant concentrations of lactate and bicarbonate, and were assumed. Any loss of 13C bicarbonate or lactate (e.g., through dilution of unlabeled molecules) was incorporated into the apparent T1. The normalized hyperpolarized 13C pyruvate time courses were used as an input function to fit lactate and bicarbonate time courses. Three parameters were fitted, kP-L, kP-B, and T1.
Similarly, equation 1 was used to fit the hyperpolarized 13C time courses of [2-13C]lactate obtained following [2-13C]pyruvate injection to determine the apparent metabolic rates from pyruvate to lactate (rate constant kP-L).
The system of linear differential equations was solved with a Runge-Kutta 4th order procedure. Least-squares minimization was performed with BFGS or Simplex algorithms. The errors for the fitted parameters were estimated using Monte Carlo simulations with experimental noise levels. All numerical procedures were carried out in Matlab (The MathWorks, Inc., Natick, MA, USA).
Statistical Analysis
Statistical analysis was conducted using SAS Software for Windows (version 9.1, SAS Institute, Cary, NC, USA). For [1-13C]pyruvate data, one-way analysis of variance (ANOVA) was used to compare rate constants and T1 for each anesthetic condition. For [2-13C]pyruvate data, unpaired, two-tailed Student’s t-tests were used to compare rate constants and T1 for each anesthetic condition.
Results
After injection of hyperpolarized [1-13C]pyruvate, resonances corresponding to [1-13C]pyruvate, [1-13C]pyruvate hydrate, [1-13C]lactate and 13C-bicarbonate were observed in the rat brain in vivo under all anesthetic conditions. Representative time courses of bicarbonate signal with different anesthetics are shown in Figure 1A. The maximum bicarbonate signal was observed ~22 s after beginning of the injection for all anesthetics. In addition, the 13CO2 signal was observed only in the morphine group (Figure 1B). A two-pool linear model was used to simultaneously fit the time courses of the hyperpolarized [1-13C]lactate and 13C-bicarbonate (Figure 1C) and determine the values of the apparent unidirectional rate constants and T1 (Figure 3). The kP-L ranged from 0.007 (α-chloralose) to 0.019 (isoflurane) and was significantly greater for isoflurane than for all other anesthetic conditions (p < 0.0001). Additionally, kP-L was significantly greater for morphine than for α-chloralose (p = 0.0064). However, no significant difference between morphine and pentobarbital, or between α-chloralose and pentobarbital was measured. The kP-B ranged from 0.0014 (pentobarbital) to 0.0050 (morphine) and was significantly greater for morphine than for all other anesthetic conditions (p < 0.0001). The kP-B was significantly lower for pentobarbital than for α-chloralose (p = 0.04), but there was no significant difference between isoflurane and pentobarbital, or isoflurane and α-chloralose. T1 was significantly shorter for α-chloralose than for pentobarbital (p = 0.0037) and isoflurane (p < 0.0001), but not significantly different than that obtained for morphine.
Figure 1.

Hyperpolarized [1-13C]pyruvate studies. (A) Single-shot in vivo 1H decoupled 13C spectra acquired 15 s after injection of hyperpolarized [1-13C]pyruvate solution in two representative rats under isoflurane and morphine. Spectra are shown with 10-Hz line-broadening and scaled to the external reference. Pulse-acquire, 43° pulse at the center of the coil. (B) Representative in vivo time courses of bicarbonate measured in four rats after injection of hyperpolarized [1-13C]pyruvate solution into femoral vein under different anesthetic conditions with the radiofrequency coil placed over the rat head. The integral of bicarbonate was scaled by averaged integral of external reference (formic acid). Pulse-acquire, 1H decoupling during acquisition, 43° pulse at the center of the coil, TR = 1.5 s, number of experiments (NEX) = 68. (C) In vivo hyperpolarized 13C time courses of lactate and bicarbonate measured in one representative animal under morphine fitted with a two-pool model. pyr: pyruvate; lac: lactate; ext ref: external reference
Figure 3.

Kinetic rate constants and effective T1 measured under different anesthesia. Data are shown as means and standard deviations. (A) [1-13C]pyruvate studies using pentobarbital (5 animals, 11 injections), isoflurane (3 animals, 6 injections), α-chloralose (3 animals, 10 injections), and morphine (3 animals, 11 injections). * - different at 0.05 significance level. (B) [1-13C]pyruvate studies using isoflurane (4 animals, 7 injections), and morphine (5 animals, 8 injections).
After injection of hyperpolarized [2-13C]pyruvate, resonances corresponding to [2-13C]pyruvate, [2-13C]pyruvate hydrate, and [2-13C]lactate were observed in the rat brain in vivo under isoflurane and morphine (Figure 2A). In addition to these metabolites, [5-13C]2OG and [1-13C]citrate were also observed in the rat brain in vivo under morphine (Figure 2A). In vivo time courses of 13C metabolites, pyruvate, lactate, and 2OG, were measured with a temporal resolution of 1 s in the rat brain under morphine (Figure 2B). The time courses of the hyperpolarized [2-13C]lactate were fitted (Figure 2C) to determine the values of the apparent unidirectional rate constants and T1 (Figure 3). The kP-L was significantly higher for isoflurane than for morphine (p = 0.02), and T1 was significantly lower for isoflurane than for morphine (p = 0.001). Additionally, the kP-L for isoflurane and morphine obtained from fitting the time courses of the hyperpolarized [1-13C]lactate and [2-13C]lactate were not significantly different.
Figure 2.

Hyperpolarized [2-13C]pyruvate studies. (A) Single-shot in vivo 1H decoupled 13C spectra acquired in two representative rats after injection of hyperpolarized [2-13C]pyruvate solution into femoral vein under isoflurane and morphine at the same time point after beginning of injection. Spectra are shown with 10-Hz line-broadening and scaled to the external reference (formic acid). Pulse-acquire, 43° pulse at the center of the coil. (B) Representative in vivo time courses of [2-13C]pyruvate, [2-13C]lactate, and [5-13C]2-oxoglutarate measured after injection of hyperpolarized [2-13C]pyruvate solution into femoral vein with the radiofrequency coil placed over the rat head. Pulse-acquire, 1H decoupling during acquisition, 43° pulse at the center of the coil, TR = 1 s, NEX = 90. (C) In vivo hyperpolarized 13C time courses of lactate measured in one representative animal under morphine fitted with a two-pool model. 2OG: 2-oxoglutarate
Discussion
Results obtained with hyperpolarized [1-13C]pyruvate show that the conversion rate of pyruvate to bicarbonate is consistent with previously reported values of TCA cycle rates under different anesthetics. The lowest rate was detected for pentobarbital, which is known to strongly depress brain metabolism10,13. The highest rate was detected for morphine, and intermediate values were obtained for the other anesthetics, isoflurane and α-chloralose. Relative kP-B values are consistent with previous studies with conventional 13C, which showed that the TCA cycle rate is approximately two times higher with morphine than with α-chloralose (VTCA = 1.01 ± 0.23 μmol/min/g vs. VTCA = 0.53 ± 0.08 μmol/min/g9; and VTCA = 1.09 μmol/min/g vs. VTCA = 0.56 μmol/min/g14). In addition, the faster metabolic rate under morphine greatly improved the measurement of the hyperpolarized CO2 signal in the brain, which was barely detectable with other anesthetics.
In contrast to bicarbonate, the conversion rate of pyruvate to lactate did not change significantly with different anesthetics. The lowest rate was detected for α-chloralose and pentobarbital, and the highest for isoflurane. This is consistent with known effect of isoflurane, which greatly increases lactate concentration in the brain15. The use of isoflurane or similar anesthetics is therefore advantageous for lactate detection. The fit for the lactate curve is good, but not perfect, suggesting that some of the assumptions made in the modeling may not be fulfilled. For example, we assumed that no lactate is generated in the blood, based on the lack of lactate using an implanted arterial coil, but there may still be a small amount of lactate generated below the detection threshold. Nonetheless, the modeling approach used here works reasonably well for this application and has the advantage of simplicity.
As with [1-13C]pyruvate, results obtained with hyperpolarized [2-13C]pyruvate in the brain show that morphine greatly improves detection of downstream metabolic products, in this case 2OG and citrate. There was no overlap between 2OG and the infused substrate as in the case of hyperpolarized [1-13C]acetate6. The resonance at 182 ppm, referred to as 2OG in the present work, was identified previously as either [5-13C]glutamate7 or [5-13C]2OG6 since they both resonate at the same frequency as confirmed by our high-resolution, liquid-state NMR experiments. Assignment of 2OG was confirmed with a polarization transfer experiment after injection of hyperpolarized [1,2-13C2]acetate6, but the definite assignment of the 182 ppm resonance when using other hyperpolarized substrates (especially substrates primarily metabolized by neurons, such as pyruvate) remains to be confirmed experimentally. Surprisingly, the 2OG resonance was much higher than the citrate resonance, whereas the concentration of citrate is generally thought to be 2-fold higher than 2OG. This possibly reflects a contribution of [5-13C]glutamate to the 182 ppm resonance when using a neuronal substrate such as pyruvate. The assignment of [1-13C]citrate is based on the chemical shift previously reported in the perfused heart16.
The kP-L values obtained through the modeling of [1-13C]lactate and [2-13C]lactate time courses were not significantly different for the same anesthetic. The difference in kP-L between anesthetics was consistent for [1-13C]lactate and [2-13C]lactate data. Additionally, the effective T1 were significantly different for [1-13C]lactate and [2-13C]lactate data as expected.
We report detection of 2OG under morphine, but not isoflurane. Although another study reported detection of a resonance at 182 ppm under isoflurane7, that study differed from ours in a number of ways: 1. the data was averaged from two injections improving signal-to-noise ratio (SNR); 2. the magnetic field strength was different: 3 T vs. 9.4 T in our study, and faster relaxation of hyperpolarized 13C spins at higher field could explain signal loss; 3. the diameter of the 13C detection coil was different (28 mm vs. 12 mm in our study); 4. the amount of injected hyperpolarized pyruvate was 1.7 times higher (1.56 mmol/kg body weight vs. 0.9 mmol/kg body weight on average in the present study). All these factors could explain the higher sensitivity. The 1.7 times higher amount of injected pyruvate probably accounts for no more than 20% improvement in SNR, since it relies primarily on the nonsaturable component of pyruvate transport (passive diffusion)4. Consistent with this, separate experiments using [1-13C]pyruvate showed only a 15–20% improvement in SNR in lactate and bicarbonate when increasing the amount of injected pyruvate from 0.35 to 0.68 mmol/kg (Figure 4). Considering the low signal of 2OG and citrate, higher doses of pyruvate were used for [2-13C]pyruvate studies than for [1-13C]pyruvate to have a better chance of observing these signals.
Figure 4.

The influence of injected amount of hyperpolarized [1-13C]pyruvate on the lactate and bicarbonate signal observed with the surface coil placed over the rat head. Data points are shown with mean and standard deviations from five animals. Pulse-acquire, 1H decoupling during acquisition, 43° pulse at the center of the coil, TR = 1.5 s, NEX = 128.
Nitrous oxide has analgesic properties in humans and other species and has been used in conjunction with other volatile anesthetics as balancing agent17. With the use of N2O, it is possible to reduce the administered dose of the primary (volatile agent) and thus minimize its side effects18,19. The use of N2O in conjunction with isoflurane has led to the higher and less variable values of blood pressure and heart rate and thus the more stable physiological status than isoflurane alone when used in mice20. In addition, previous studies which investigated TCA rates under different anesthesia with conventional 13C MRS used O2/N2O mixture for ventilation9,13,21. Since as a sole agent, N2O is incapable of producing general anesthesia22 and not affecting the entropy of EEG23, it is expected to have a small effect on brain metabolism. In addition, differences we observed between groups are most likely not due to N2O since it was used in all animals.
A number of limitations related to anesthesia must be acknowledged. First, in this study as in many studies investigating the influence of anesthesia on brain metabolism, male Sprague-Dawley rats were used. However, different strains can respond differently to anesthetics and analgesics24. Second, the use of any anesthesia can have long term effects especially with repeated exposure25. Third, while using morphine results in faster metabolism, it could be problematic for long-term (survival) studies due to the high risk of dependency and is better suited for non-survival studies. In addition, high doses of morphine may be problematic with free-breathing animals due to potential respiratory arrest (as opposed to artificial ventilation in the present study). Finally, anesthetics can affect the dilation of the blood vessels which influences the cerebral blood flow26. This effect would affect mostly pyruvate signal.
One drawback of hyperpolarized 13C is that it is difficult to obtain “absolute” values for metabolic rates. Most hyperpolarized 13C papers in the brain report signal intensity of the metabolic product, without attempting to determine metabolic rates. In studies that have attempted to determine metabolic rates27–29 including the present study, the reported rates are apparent rate constants of conversion of 13C labelled substrate (in s−1) from which absolute metabolic rates cannot be easily derived. Nonetheless, such “relative” conversion rates can be valuable to compare metabolic rates in different conditions, for example a control vs. disease group, with the ability to measure these rates in just few minutes.
Conclusion
In conclusion, we show that the rate of conversion of hyperpolarized [1-13C]pyruvate to bicarbonate reflects TCA cycle activity, and therefore constitutes a good indicator of brain energy production. In addition, we show that using morphine as an anesthetic greatly improves detection of downstream metabolic products. Therefore, the use of morphine could be of great benefit for hyperpolarized brain 13C studies in animal models.
Acknowledgements
The authors thank Manda Vollmers and William Mander from Oxford Instruments Molecular Biotools for technical support and Joanna Lukas, Ph.D. for help with the statistical analysis.
Sponsors: This work was supported by the National Institutes of Health [grant numbers P41 EB015894, P30 NS076408] and the W.M. Keck Foundation.
List of abbreviations:
- DNP
dynamic nuclear polarization
- LDH
lactate dehydrogenase
- PDH
pyruvate dehydrogenase
References
- 1.Henry PG, Adriany G, Deelchand D, et al. In vivo 13C NMR spectroscopy and metabolic modeling in the brain: a practical perspective. Magn Reson Imaging May 2006;24(4):527–539. [DOI] [PubMed] [Google Scholar]
- 2.Marjanska M, Iltis I, Shestov AA, et al. In vivo 13C spectroscopy in the rat brain using hyperpolarized [1-13C]pyruvate and [2-13C]pyruvate. J Magn Reson October 2010;206(2):210–218. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Hurd RE, Yen YF, Mayer D, et al. Metabolic imaging in the anesthetized rat brain using hyperpolarized [1-13C] pyruvate and [1-13C] ethyl pyruvate. Magn Reson Med May 2010;63(5):1137–1143. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Hurd RE, Yen YF, Tropp J, Pfefferbaum A, Spielman DM, Mayer D. Cerebral dynamics and metabolism of hyperpolarized [1-13C]pyruvate using time-resolved MR spectroscopic imaging. J Cereb Blood Flow Metab October 2010;30(10):1734–1741. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Butt SA, Sogaard LV, Magnusson PO, et al. Imaging cerebral 2-ketoisocaproate metabolism with hyperpolarized 13C magnetic resonance spectroscopic imaging. J Cereb Blood Flow Metab August 2012;32(8):1508–1514. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Mishkovsky M, Comment A, Gruetter R. In vivo detection of brain Krebs cycle intermediate by hyperpolarized magnetic resonance. J Cereb Blood Flow Metab December 2012;32(12):2108–2113. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Park JM, Josan S, Grafendorfer T, et al. Measuring mitochondrial metabolism in rat brain in vivo using MR Spectroscopy of hyperpolarized [2-13C]pyruvate. NMR Biomed October 2013;26(10):1197–1203. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Josan S, Hurd R, Billingsley K, et al. Effects of isoflurane anesthesia on hyperpolarized 13C metabolic measurements in rat brain. Magn Reson Med October 2013;70(4):1117–1124. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Sibson NR, Dhankhar A, Mason GF, Rothman DL, Behar KL, Shulman RG. Stoichiometric coupling of brain glucose metabolism and glutamatergic neuronal activity. Proc Natl Acad Sci U S A January 6 1998;95(1):316–321. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Du F, Zhang Y, Iltis I, et al. In vivo proton MRS to quantify anesthetic effects of pentobarbital on cerebral metabolism and brain activity in rat. Magn Reson Med December 2009;62(6):1385–1393. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Pardridge WM. Brain metabolism: a perspective from the blood-brain barrier. Physiol Rev October 1983;63(4):1481–1535. [DOI] [PubMed] [Google Scholar]
- 12.Marjanska M, Teisseyre TZ, Halpern-Manners NW, et al. Measurement of arterial input function in hyperpolarized C-13 studies. Appl Magn Reson July 2012;43(1–2):289–297. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Choi IY, Lei H, Gruetter R. Effect of deep pentobarbital anesthesia on neurotransmitter metabolism in vivo: on the correlation of total glucose consumption with glutamatergic action. J Cereb Blood Flow Metab November 2002;22(11):1343–1351. [DOI] [PubMed] [Google Scholar]
- 14.Henry P-G, Ugurbil K, Gruetter R. In vivo 13C NMR measurement of activity-dependent malate-aspartate shuttle flux in the brain. Paper presented at: ISMRM2004; Kyoto, Japan. [Google Scholar]
- 15.Valette J, Guillermier M, Besret L, Hantraye P, Bloch G, Lebon V. Isoflurane strongly affects the diffusion of intracellular metabolites, as shown by 1H nuclear magnetic resonance spectroscopy of the monkey brain. J Cereb Blood Flow Metab March 2007;27(3):588–596. [DOI] [PubMed] [Google Scholar]
- 16.Schroeder MA, Atherton HJ, Ball DR, et al. Real-time assessment of Krebs cycle metabolism using hyperpolarized 13C magnetic resonance spectroscopy. FASEB J March 27 2009. [DOI] [PMC free article] [PubMed]
- 17.Lew V, McKay E, Maze M. Past, present, and future of nitrous oxide. Br Med Bull March 1 2018;125(1):103–119. [DOI] [PubMed] [Google Scholar]
- 18.Ropcke H, Schwilden H. Interaction of isoflurane and nitrous oxide combinations similar for median electroencephalographic frequency and clinical anesthesia. Anesthesiology April 1996;84(4):782–788. [DOI] [PubMed] [Google Scholar]
- 19.Constantinides C, Murphy K. Molecular and Integrative Physiological Effects of Isoflurane Anesthesia: The Paradigm of Cardiovascular Studies in Rodents using Magnetic Resonance Imaging. Front Cardiovasc Med 2016;3:23. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Constantinides C, Mean R, Janssen BJ. Effects of isoflurane anesthesia on the cardiovascular function of the C57BL/6 mouse. Ilar J 2011;52(3):e21–31. [PMC free article] [PubMed] [Google Scholar]
- 21.Patel AB, de Graaf RA, Mason GF, Rothman DL, Shulman RG, Behar KL. The contribution of GABA to glutamate/glutamine cycling and energy metabolism in the rat cortex in vivo. Proc Natl Acad Sci U S A April 12 2005;102(15):5588–5593. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Becker DE, Rosenberg M. Nitrous oxide and the inhalation anesthetics. Anesth Prog Winter 2008;55(4):124–130; quiz 131–122. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Anderson RE, Jakobsson JG. Entropy of EEG during anaesthetic induction: a comparative study with propofol or nitrous oxide as sole agent. Br J Anaesth February 2004;92(2):167–170. [DOI] [PubMed] [Google Scholar]
- 24.Avsaroglu H, van der Sar AS, van Lith HA, van Zutphen LFM, Hellebrekers LJ. Differences in response to anaesthetics and analgesics between inbred rat strains. Lab Anim-Uk July 2007;41(3):337–344. [DOI] [PubMed] [Google Scholar]
- 25.Hohlbaum K, Bert B, Dietze S, Palme R, Fink H, Thone-Reineke C. Severity classification of repeated isoflurane anesthesia in C57BL/6JRj mice-Assessing the degree of distress. PLoS One 2017;12(6):e0179588. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Hendrich KS, Kochanek PM, Melick JA, et al. Cerebral perfusion during anesthesia with fentanyl, isoflurane, or pentobarbital in normal rats studied by arterial spin-labeled MRI. Magn Reson Med July 2001;46(1):202–206. [DOI] [PubMed] [Google Scholar]
- 27.Harrison C, Yang C, Jindal A, et al. Comparison of kinetic models for analysis of pyruvate-to-lactate exchange by hyperpolarized 13C NMR. NMR Biomed November 2012;25(11):1286–1294. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Khegai O, Schulte RF, Janich MA, et al. Apparent rate constant mapping using hyperpolarized [1-13C]pyruvate. NMR Biomed October 2014;27(10):1256–1265. [DOI] [PubMed] [Google Scholar]
- 29.Park JM, Josan S, Jang T, et al. Metabolite kinetics in C6 rat glioma model using magnetic resonance spectroscopic imaging of hyperpolarized [1-13C]pyruvate. Magn Reson Med December 2012;68(6):1886–1893. [DOI] [PMC free article] [PubMed] [Google Scholar]
