Abstract
Purpose
To investigate acute changes in glucose metabolism in liver and kidneys in vivo after a bolus injection of either fructose or glucose, using hyperpolarized [2‐13C]dihydroxyacetone.
Methods
Spatially registered, dynamic, multi-slice MRS were acquired for the metabolic products of [2-13C]dihydroxyacetone in liver and kidneys. Metabolism was probed in 13 fasted rats at three time points: 0, 70 and 140 minutes. At 60 minutes, rats were injected intravenously with fructose (n=5) or glucose (n=4) at 0.8 g/kg to initiate acute response. Controls (n=4) did not receive a carbohydrate challenge.
Results
Ten minutes after fructose infusion, levels of [2-13C]phosphoenolpyruvate and [2-13C]glycerol-3-phosphate halved in liver: 51% (P=0.0010) and 47% (P=0.0001) of baseline, respectively. Seventy minutes later, levels returned to baseline. The glucose challenge did not alter the signals significantly, nor did repeated administration of the dihydroxyacetone imaging bolus. In kidneys, no statistically significant changes were detected after sugar infusion other than a 20% increase of the glycerol-3-phosphate signal between 10 and 80 minutes after fructose injection (P=0.0028).
Conclusion
Hyperpolarized [2-13C]dihydroxyacetone detects a real-time, transient metabolic response of the liver to an acute fructose challenge. Observed effects possibly include ATP depletion and changes in the unlabeled pool sizes of glycolytic intermediates.
Keywords: dynamic nuclear polarization, hyperpolarization, metabolic imaging, gluconeogenesis, glycolysis, glycerol-3-phosphate, phosphoenolpyruvate
INTRODUCTION
Gluconeogenesis (GNG) in the liver and to a lesser extent the kidney is integrally associated with whole body glucose homeostasis 1,2. This process is poorly controlled in diabetes, and it is now recognized that GNG is dysregulated in non-alcoholic fatty liver disease (NAFLD) 3, which has prevalence of 80-90% in obese adults 4. NAFLD can progress to non‐alcoholic steatohepatitis (NASH), which is projected to be the primary cause for liver transplantation within the next decade 5. GNG is likewise known to be disrupted in cirrhosis 3, which results from progressive fibrotic liver injury. Invasive liver biopsy, despite its associated complications with bleeding and mortality, remains the primary method of monitoring the progression of NAFLD to NASH 6 or staging liver fibrosis 7. The development of improved methodology for non-invasive diagnosis and monitoring of these conditions represents an extremely important unmet clinical need in hepatology.
The highly prevalent fructose-rich diet promotes liver injury. High-fructose diets have been shown to increase insulin resistance, hypertension, lipid synthesis, obesity and metabolic syndrome 8. It is believed that fructose toxicity is primarily related to its unregulated uptake and subsequent hepatic ATP depletion 9. The strong association of diet composition with NAFLD as well as progression to NASH indicates that derangement of energy metabolism underlies disease pathogenesis, with fructose metabolism playing a key role 6.
The acute response to a fructose insult may provide valuable information on metabolic status of liver and kidneys. Recently, a metabolic challenge using fructose has been used to assay ATP availability in the liver 10. The fructose challenge manifested changes in 31P spectroscopy studies, with subjects that consumed a high level of dietary fructose reflecting lower ATP/inorganic phosphate ratio than subjects that consumed less. Fewer studies have investigated the impact of fructose on energy metabolism in the kidney 11. Given the strong known association of diabetes and hypertension (exemplified in the metabolic syndrome), the impact could be significant and therefore fructose metabolism in the kidney warrants further study as well.
Hyperpolarized (HP) 13C MRI is a new method for investigating local tissue metabolism non-invasively, based on >10,000-fold signal enhancement 12 compared to conventional 13C NMR. HP [1-13C]pyruvate MRI was recently applied for first-in-man studies of cancer metabolism 13. New preclinical studies have demonstrated the feasibility of probing gluconeogenic pathways using HP [2-13C]dihydroxyacetone (DHAc) 14,15. DHAc has superior properties for imaging GNG/glycolysis compared to pyruvate, as it enters the Embden-Meyerhof pathway at dihydroxyacetone phosphate (DHAP) (Fig. 1), sidestepping the rate limiting enzyme phosphoenolpyruvate carboxykinase (PEPCK). DHAc metabolism should be responsive to changes in the Embden-Meyerhof pathway induced by fructose. Furthermore, DHAc shares with pyruvate the favorable properties of long T1 relaxation time (resulting in long signal lifetime) and rapid metabolism into multiple distinct metabolic fates (providing rich metabolic data). Here, a spectrally selective imaging protocol 14 was used to image HP DHAc metabolism in the kidney and liver after an intravenous fructose challenge. The goal of this study was to investigate the effects of fructose vs. glucose challenge, as compared with controls, on metabolic status in the liver and kidneys using HP [2-13C]DHAc.
METHODS
Hyperpolarization of [2-13C]dihydroxyacetone
A stock solution of [2-13C]DHAc was prepared as in Marco-Rius et al. 2016 14. Briefly, a sample containing 8 M [2-13C]DHAc, 21 mM trityl radical OX063 (Oxford Instruments, Abingdon, UK), and 1.0 mM gadolinium-DOTA chelate dissolved in 2:1 water:DMSO was polarized using an Oxford HyperSense polarizer operating at 3.35 T and 1.3 K. The frozen sample was then dissolved in a superheated solution of phosphate-buffered saline to obtain a final concentration of 80 mM of [2‐13C]DHAc with neutral pH.
Animal preparation
All animal studies were carried out under a protocol approved by the University of California San Francisco (UCSF) Institutional Animal Care and Use Committee.
The concentration of glucose in the blood was measured immediately prior to the first DHAc injection and every 10-20 minutes after that using a glucometer (Contour, Bayer Corporation, Parsippany, NJ, US). A drop of blood was collected by pricking the end of the tail for every glucose reading. Glucose blood level measurements were corrected for the added blood volume due to injections in the rat, assuming an initial blood volume of 13.5 ml for every 0.25 kg of body weight 16, which increased by ~2.7 ml after each DHAc injection and by ~0.7 ml after the fructose or glucose infusion.
Glucose and fructose loading effects probed with [2-13C]dihydroxyacetone
Thirteen Sprague Dawley rats (age = 4-6 months, weight = 0.4-0.5 kg) were fasted for 20-24 hours with ad libitum water access, and anesthetized immediately prior to the MRS experiments by administration of inhalational isoflurane via nose cone (3.5% isoflurane/oxygen mixture for induction, gas flow rate 1 l/min). A tail-vein cannula was inserted, and its patency maintained with heparin diluted in sterile saline (4 U/ml). The animal was placed on a warm pad inside a dual-tuned birdcage coil to maintain its body temperature at 37°C and isoflurane delivery was kept at 1.5‐1.7% (1 l/min) throughout the experiment. During each experimental session, all animals underwent multi-slice HP [2-13C]DHAc MRS scans at three time points (except one control that received only the first two): 0 (baseline), 70, and 140 minutes after baseline. Five animals received an intravenous bolus of 0.8 g/kg of fructose in phosphate buffer (0.5 g/ml, neutral pH) 60 minutes after the first DHAc injection (10 minutes prior to the second DHAc injection), 4/13 were given an intravenous bolus of 0.8 g/kg of glucose in phosphate buffer (0.5 g/ml, neutral pH) 60 minutes after the first DHAc injection (10 minutes prior to the second DHAc injection), and 4/13 were used as controls (did not receive any glucose or fructose but received 3 doses of DHAc).
Acquisition details of hyperpolarized MR studies in vivo
MRS experiments were performed using a 3T clinical MRI system (MR 750, GE Healthcare, Waukesha, WI, USA) equipped with 50 mT/m, 200 mT/m/ms gradients and a broadband RF amplifier. 1H and 13C RF transmission and signal reception was performed with a custom-built, dual-tuned rat birdcage coil.
1H images were acquired for anatomic reference using a 3D balanced steady-state free precession (bSSFP) sequence (0.6mm isotropic resolution, TE = 2.2 ms, TR = 5.3 ms). 13C RF power and center frequency calibration were performed using a 1 ml vial filled with 6.0 M 13C‐urea placed on the rat abdomen in the coil.
Hyperpolarized [2-13C]DHAc was injected into the tail vein of a rat over 12 s (2.7 ml, 80 mM solution, <20 s after dissolution). Dynamic 13C MRS acquisition started 15 s after the beginning of the injection.
Two adjacent axial slabs of 1 cm thickness centered on the liver and kidneys, respectively, were excited in a dynamic, alternating manner using a five-band spectral-spatial RF pulse centered on a urea phantom resonance (δurea = 163.2 ppm). The inter-slice spacing was 15‐20 mm, depending on rat anatomy (Fig. 2). There was a temporal delay of 1.5 s between the liver and kidney acquisitions. Additional acquisition parameters included: TR for dynamic acquisition = 3 s; receiver bandwidth = 10 kHz; number of points = 2048; flip angle = 0.3° at the DHAc resonance (δC2-DHAc = 213 ppm), 26° at the phosphoenolpyruvate (PEP) resonance (δC2‐PEP = 151 ppm), 2.3° at the DHAc hydrate resonance (δC2-hydr = 96 ppm), 20° at an additional resonance at 88 ppm, and 20° at the glycerol 3-phosphate (G3P) resonance (δC2-G3P = 73 ppm).
Data processing and T1 calculation
Data were processed using Matlab (Mathworks, Natick, MA). Prior to Fourier transformation, raw data were truncated to 1000 points, a 10 Hz line broadening was applied, and data were zero-filled to 4000 points. The spectral baseline offset was corrected by calculating the mean intensity of the noise (400 points on the edge of each spectrum) and subtracting it from all of the points in the spectrum.
The areas under the metabolic peaks of interest (magnitude spectra) were measured to obtain a time-course of the signal decay. Integral limits were defined for liver and kidney spectra separately. The same integral limits were used across the three spectra of the same organ acquired in the same experimental session. Figure 4 displays the results after summing the integral values of the first 10 acquisitions, normalized to the DHAc hydrate sum in the same slab. This ratiometric approach of normalizing to the hydrate was selected in order to minimize variations due to several factors, including substrate polarization, concentration, volume of infusion, tracer delivery, and coil loading and placement.
To calculate the apparent T1’s of the metabolic products of DHAc in vivo, the integrals of the resonances of the metabolic products of HP DHAc were corrected for the applied flip angle and an exponential decay was fitted to the time-course of the corrected integrals. A summary of the apparent T1 results are presented in Table 1.
Table 1.
T1 G3P [s] | T1 DHAc hydrate [s] | ||
---|---|---|---|
Liver | Kidney | Liver | Kidney |
31.2 ± 5.9 | 28.9 ± 8.9 | 17.3 ± 3.5 | 17.2 ± 1.3 |
Statistical analysis
All results are expressed as mean ± standard deviation. Statistical significance of the results was determined calculating a two-way, repeated-measurement ANOVA with Tukey’s multiple comparison test in Prism 7 (GraphPad Inc., La Jolla, CA). Performing one ANOVA test for each metabolite and organ, the test accounted for the three groups and the repeated, matched measurements. One control rat that received only two DHAc injections was excluded from the statistical analysis. An adjusted P-value < 0.0167 (Bonferroni correction for 3 ANOVA tests 17) was considered significant (0.001 < P < 0.0167 was indicated with *, and P < 0.001 was indicated with **).
RESULTS
Characterization of the MRS spectra of hyperpolarized [2-13C]dihydroxyacetone
To assign the resonances produced through the metabolism of [2-13C]DHAc in vivo, an initial 13C MRS acquisition was performed on a syringe containing HP DHAc solution. The liquid state HP [2-13C]DHAc solution was found to attain a polarization level of 15% upon dissolution after a buildup of 70 minutes (buildup time constant τ = 1080s). Following in vivo administration of HP DHAc via tail vein injection, the resonances corresponding to DHAc (δC2-DHAc = 213.4 ppm) and DHAc hydrate (δC2-hydr = 96.5 ppm) were observed, as well as resonances originating from unknown impurities in the sample. Additionally, three metabolic products of HP DHAc were observed at distinct resonances: [2-13C]glycerol-3-phosphate (G3P) as a doublet (δC2-G3P = 75.0 and 70.4 ppm, JCH ≈ 147 Hz), [2‐13C]glyceraldehyde-3-phosphate (GA3P) in between the G3P doublet (δC2-Ga3P = 73.8 ppm), and [2-13C]PEP (δC2-PEP = 151.1 ppm) (Fig. 3). Since the G3P doublet was much larger than the GA3P signal, they were integrated together, and throughout we will use G3P to refer to the area including both metabolites.
The lifetime of HP DHAc at 3T was sufficiently long to be used as a substrate to study metabolism (T1 = 39 s in solution, 20 s in vivo – estimated from a separate acquisition using a conventional slice-selective sinc RF pulse centered on the DHAc resonance). Table 1 shows the apparent T1 relaxation times of G3P and DHAc hydrate in vivo, which were determined by fitting an exponential decay function to the time curve of the integrals of the resonances of the metabolic products of HP DHAc (corrected for the applied flip angle). The apparent T1s of G3P (~30s) and DHAc hydrate (~17s) were the same in the kidneys and in the liver. The signal intensity of PEP was too low to determine the T1 accurately. Based on the disappearance of the PEP signal after 3-4 acquisitions (~25 s after the beginning of the injection), the estimated apparent T1 of PEP was ~5-10 s in vivo. Since there were no differences among repeated HP DHAc injections, apparent T1 data of the metabolites is presented as one value (n=39).
An example of the timecourse of the integrals for liver and kidneys is shown in figure 5.
Assessment of the metabolic effects of hyperpolarized [2-13C]dihydroxyacetone
To test whether the repeated injection of HP DHAc produced any metabolic changes, a control group (n=4) received three injections of HP DHAc alone, each 70 minutes apart (except one control rat that received only the first two injections).
Glucometer readings in figure 4a (black circle) taken every 10-20 minutes indicate that repeated injections of 80 mM HP DHAc solution did not induce detectable changes in blood glucose levels (there was a ± 30 mg/dl intrinsic variability of the glucometer readings).
Also, in the control group no metabolic changes were detected by 13C-MRS when probed with DHAc, i.e. the ratios G3P/DHAc hydrate and PEP/DHAc hydrate in liver (Fig. 4b) and kidneys (Fig. 4c) did not change significantly across the three injections.
Glucose loading effects on metabolism probed with [2-13C]dihydroxyacetone
Four Sprague Dawley rats received an intravenous bolus of glucose solution (0.8 g/kg) 60 minutes after the first HP DHAc injection (i.e. baseline), and their metabolism was probed with two additional HP DHAc injections at 70 and 140 minutes after baseline.
The glucose concentration in blood increased immediately after glucose administration, surpassing 300 mg/dl seven minutes after glucose infusion. A maximum of (328 ± 45) mg/dl (n=4) was reached ~20 minutes after glucose infusion, which is ~3 times the baseline level (Fig. 4a, blue square). Despite this increase in the blood glucose level, no metabolic changes were detected by probing the metabolism of liver and kidneys with DHAc, i.e. the integral of the G3P and PEP resonances remained at baseline levels. Eighty minutes after glucose infusion, blood glucose levels had dropped to just ~30% higher than baseline, and the DHAc spectra showed no differences with the previous two 13C-MRS acquisitions (Fig. 3b, Fig. 4b, Fig. 4c).
Fructose loading effects on metabolism probed with [2-13C]dihydroxyacetone
A bolus of fructose given at the same dose as glucose, (0.8 g/kg), also produced an increase in the blood glucose level, albeit the maximum [(212 ± 30) mg/dl, n=4] was only ~ 1.8 times larger than the baseline blood glucose value (Fig. 4a, red triangle). For the first 10 minutes post-fructose infusion, the glucose concentration in blood remained close to baseline levels. The increase was noticeable about 20 minutes after the fructose injection, while the maximum level was reached 30-40 minutes after administration of fructose.
Ten minutes after fructose infusion blood glucose levels had not departed from baseline. However, the integral of the G3P and PEP metabolic peaks in the liver decreased with respect to baseline by 47% (P=0.0001) and 51% (P=0.0010), respectively (Fig. 3c, Fig. 4b, Fig. 4c). In the kidneys, the slight decrease of the G3P integral measured was not significant (11%, P=0.0731).
Seventy minutes later (third HP DHAc injection), both blood glucose levels and resonances had returned to baseline. No statistical significance was found between baseline and 140 minutes later in any of the groups. The integrals of the G3P and PEP in the liver increased significantly with respect to the ten minutes time point (second HP DHAc injection) by 150% (P=0.00002) and 109% (P=0.0039), respectively (Fig. 3c, Sup. Fig. S2, Sup. Fig. S3). In the kidneys, there was a significant 28% increase of the G3P signal (P=0.0028).
DISCUSSION
Hyperpolarized [2-13C]dihydroxyacetone as a metabolic imaging agent
Our results demonstrate the feasibility of using HP DHAc to assess gluconeogenic metabolism and ATP availability in the liver and in the kidneys non-invasively, which could potentially alter patient care standards, minimizing patient pain and discomfort associated with biopsies (particularly in patients with clotting problems due to liver dysfunction) and enabling longitudinal studies of disease progression or the effects of treatment 6.
We have shown that HP DHAc satisfies key requirements for HP metabolic imaging, including high polarization (~15%, providing a 50,000-fold increase in detection sensitivity at 3T), and sufficiently long T1 of DHAc and its downstream metabolites to acquire kinetic data in vivo (Fig. 5, Table 1). Moreover, the uptake and metabolism of DHAc is on the timescale of T1. DHAc enters the glycolytic/gluconeogenic pathway at the DHAP level (Fig. 1), and it has previously been shown that in perfused liver it is rapidly metabolized into upstream and downstream metabolites 15. Our results in vivo indicated that liver but not kidney is the primary site of DHAc metabolism. Here, MRS signal localization is limited to 1-cm slabs. The “liver slab” comprises mainly the liver, with traces of stomach, spleen and vasculature. The kidneys are the metabolically-active organs enclosed in the “kidney slabs”, but the circulating HP substrate in the aorta contributes to the HP DHAc and hydrate signal. Since the kidney slab produces a larger HP DHAc hydrate signal than the liver, and perfusion and metabolic uptake is different in each organ, the acute changes in the metabolites ratios at the three time-points are compared for liver and kidneys independently. While the precise mechanism of DHAc transport is not known, its entry into the hepatic Embden-Meyerhof pathway is rapid as evidenced by the downstream metabolites observed. DHAc kinase produces DHAP from DHAc, and has an activity of 0.71 units/mg protein in the rat liver 18. Similar activities for the kinase are expected in the kidney 19. Since the amplitudes of downstream DHAc metabolites in the kidney are notably decreased as compared to the liver (Fig. 3), we surmise that transport of DHAc into kidney is restricted on the timescale of the MR experiment. Also, the higher hepatic metabolism of fructose is evidenced by the muted effect of the fructose challenge in the kidney as compared to the liver 20 (Fig. 4b and c). The origin of the resonance at ~89 ppm has not been identified. Since we did not detect this peak in solution, it is possible that it arose from metabolic conversion, but is currently unidentified.
The results indicate that DHAc produces minimal interference of the metabolic pathway of interest. Our study design included multiple injections of DHAc to assess the serial effects of the substrate administration on glucose homeostasis 21. Figure 4a and supporting figure S1 demonstrate that the quantity of DHAc used for metabolic imaging does not perturb circulating glucose levels.
Glucose Challenge
Intravenous glucose was administered after a fast of 24 h, when the rat liver would be expected to be in a gluconeogenic regime with little stored glycogen remaining 22. Circulating glucose is transported into liver cells by Glut2, where glucokinase phosphorylates glucose and prevents its export 2. Despite ATP utilization by this process, the glucose challenge failed to produce significant changes in any of the measured variables (Fig. 4, Sup. Fig. S2, Sup. Fig. S3). Because of the tight metabolic regulation associated with glucokinase, it is highly likely that hepatic glucose uptake was well controlled, and therefore glycolysis/GNG was largely unperturbed. Additionally, it has been reported that the glucose regulatory system of rats is less responsive to an increase in the circulating glucose than other animal species 23. The lack of variability in the measured parameters using the glucose challenge serves as an excellent control for the fructose challenge.
A recent study reports a large change on HP pyruvate metabolism by the kidney due to acute sucrose ingestion 24. The oral glucose tolerance test has some important biological differences compared to the intravenous glucose challenge. An equivalent quantity of intragastric glucose, as in normal meal ingestion, is associated with a much larger insulin response, via the incretin effect 25, i.e. gut-specific glucose sensors that stimulate insulin secretion from the pancreatic beta-cells are by-passed when glucose is injected intravenously. Furthermore, ingested glucose is delivered to the liver first via the portal vein, while intravenously-injected glucose is distributed in the systemic circulation, reaching heart, brain, lungs and kidneys before being delivered to the liver 26.
Fructose challenge
The metabolism of fructose is well-known for its highly gluconeogenic nature 21, but it is also connected to glycolysis, glycogen synthesis, and lipogenesis 20,27 (Fig. 1). A high-fructose diet, for example, induces long term changes in ATP availability and enzyme activities 10. The rats used here were fed on normal chow, and therefore any metabolic changes detected with our method result solely from the acute effect of the bolus of fructose injected.
The infusion of fructose, which is also transported into the cells by Glut2, results in accumulation of fructose 1-phosphate (F1P) due to a high fructokinase activity, low aldolase B activity, and a shifted equilibrium constant towards F1P 28. The conversion of fructose to F1P depletes the liver of ATP as the process is not strongly regulated, and the inorganic phosphate pool needed for phosphorylation of ADP is challenged 28,29. This perturbation of the energy homeostasis triggers several biochemical reactions, such as the inhibition of phosphorylase a and enhanced glycogen production 30. The two trioses resulting from the metabolism of F1P (DHAP and glyceraldehyde) can be further metabolized to enter the gluconeogenic/glycolytic/glycogen synthesis pathway (via GA3P) or the lipid synthesis pathway (via G3P) (Fig. 1).
The fructose challenge produced significant drops (even with Bonferroni correction) in the liver PEP and G3P resonances (Fig. 4b, Sup. Fig. S2a, Sup. Fig. S3a) prior to any changes in the circulating glucose concentration (Fig. 4a) while kidney PEP and G3P remained unperturbed (Fig. 4c, Sup. Fig. S2b, Sup. Fig. S3b). Seventy minutes later, the G3P and PEP integrals had return to baseline levels. In the kidneys, G3P integral changed significantly between the second and third DHAc shots. However, the lack of a significant difference between time-points 1 and 3, and between time-points 1 and 2, corroborate that the difference between points 2 and 3 was not indicative of an important change in biology following injection of fructose. This agrees well with the fact that fructose is mainly metabolized in the liver 27. A decrease of the observed hepatic PEP and G3P may be explained by the decrease in ATP availability immediately after the fructose injection, which inhibits the phosphorylation of DHAc. Additionally, it had been previously reported that DHAP concentration in liver increases 10 minutes after fructose administration (in continuous infusion in perfused liver 29 and after a bolus injection via tail vein in rats in vivo 28). In the context of our HP experiments, this may translate into an increase of the unlabeled pool of DHAP and a consequent decrease in carbon‐13 labeled G3P and PEP production from the exogenous HP 13C-DHAc. These experiments at 3T, like prior experiments in perfused liver at 9.4T 15, were not able to distinguish the DHAP resonance from DHAc. Since the high HP DHAc signal would mask any changes in DHAP and no additional information would be extracted from this resonance, a spectral-spatial pulse was used to minimize excitation of DHAc (and DHAP) and preserve magnetization of the metabolites beyond DHAP.
While changes in individual metabolites were significant, the ratio of G3P/PEP was not particularly sensitive to any protocol used here. Although this is in apparent contradiction to previous work 15, a closer analysis of fructose metabolism provides a possible explanation. While fructose is highly gluconeogenic, it does not drive GNG from 3-carbon metabolism and the TCA cycle. Given that it consumes phosphate moieties in its initial metabolism to F1P and drives 3-carbon intermediate pool sizes, changes in DHAc metabolism would most likely manifest in the 6-carbon intermediates of the Embden-Meyerhof pathway. Unfortunately, with the sensitivity achieved, these intermediates were not detected using the current protocol. Future experiments could be enhanced by using proton decoupling or higher field DNP polarizers that produce commensurate increases in the signal enhancement.
CONCLUSIONS
We have demonstrated that DHAc metabolism is responsive to fructose challenge. Because DHAc enters the glucose metabolism at the intermediate triose phosphate level, in the vicinity of fructose, it is ideally suited for assessing changes in aberrant glucose or glycerol metabolism. This observation is complementary to prior 31P NMR studies in humans 10. DHAc may probe alterations in hepatic energy homeostasis or key enzyme activities (such as G3P dehydrogenase) occurring in diabetes31, NASH 32, obesity10,33,34 or cirrhosis 35, in a non-invasive manner. The clinical translational potential of this probe benefits from an exceptional safety profile, having been given as an oral metabolic challenge nearly a century ago 36. Future work is proceeding along these lines.
Supplementary Material
ACKNOWLEDGEMENTS
We thank Dr. I. E. Allen from the Epidemiology and Biostatistics Department (UCSF) for advice on the statistical analysis. This work was supported by an intramural UCSF radiology department seed grant, and NIH grants P41EB013598, P41EB015908, R21EB016197, and R37HL34557. CVM was supported by NIH K01DK099451. This publication was supported by the National Center for Advancing Translational Sciences, National Institutes of Health, through UCSF-CTSI Grant Number UL 1 TR991872. Its contents are solely the responsibility of the authors and do not necessarily represent the official views of the NIH.
REFERENCES
- 1.Gerich J, Meyer C, Woerle H, Stumvoll M. Renal gluconeogenesis. Its importance in human glucose homeostasis. Diabetes Care. 2001;24(2):382–391. doi: 10.2337/diacare.24.2.382. [DOI] [PubMed] [Google Scholar]
- 2.Pilkis SJ, Granner DK. Molecular physiology of the regulation of hepatic gluconeogenesis and glycolysis. Annu Rev Physiol. 1992;54(1):885–909. doi: 10.1146/annurev.ph.54.030192.004321. [DOI] [PubMed] [Google Scholar]
- 3.Sunny N, Parks E, Browning J, Burgess S. Excessive hepatic mitochondrial TCA cycle and gluconeogenesis in humans with nonalcoholic fatty liver disease. Cell Metab. 2011;14(6):804–810. doi: 10.1016/j.cmet.2011.11.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Bellentani S, Scaglioni F, Marino M, Bedogni G. Epidemiology of non-alcoholic fatty liver disease. Dig Dis. 2010;28(1):155–161. doi: 10.1159/000282080. [DOI] [PubMed] [Google Scholar]
- 5.Mahady SE, George J. Management of nonalcoholic steatohepatitis. An evidence-based approach. Clin Liver Dis. 2012;16(3):631–645. doi: 10.1016/j.cld.2012.05.003. [DOI] [PubMed] [Google Scholar]
- 6.Wree A, Broderick L, Canbay A, Hoffman HM, Feldstein AE. From NAFLD to NASH to cirrhosis-new insights into disease mechanisms. Nat Rev Gastroenterol Hepatol. 2013;10(11):627–36. doi: 10.1038/nrgastro.2013.149. [DOI] [PubMed] [Google Scholar]
- 7.Varenika V, Fu Y, Maher JJ, Gao D, Kakar S, Cabarrus MC, Yeh BM. Hepatic fibrosis: evaluation with semiquantitative contrast-enhanced CT. Radiology. 2013;266(1):151–8. doi: 10.1148/radiol.12112452. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Rutledge AC, Adeli K. Fructose and the metabolic syndrome?: pathophysiology and molecular mechanisms. Nutrition. 2007;65(6):13–23. doi: 10.1111/j.1753-4887.2007.tb00322.x. [DOI] [PubMed] [Google Scholar]
- 9.van den Berghe G, Bronfman M, Vanneste R, Hers HG. The mechanism of adenosine triphosphate depletion in the liver after a load of fructose. A kinetic study of liver adenylate deaminase. Biochem J. 1977;162(3):601–9. doi: 10.1042/bj1620601. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Abdelmalek MF, Lazo M, Horska A, Bonekamp S, Lipkin EW, Balasubramanyam A, Bantle JP, Johnson RJ, Diehl AM, Clark JM. Higher dietary fructose is associated with impaired hepatic adenosine triphosphate homeostasis in obese individuals with type 2 diabetes. Hepatology. 2012;56(3):952–960. doi: 10.1002/hep.25741. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Johnson RJ, Sanchez-Lozada LG, Nakagawa T. The effect of fructose on renal biology and disease. J Am Soc Nephrol. 2010;21(12):2036–2039. doi: 10.1681/ASN.2010050506. [DOI] [PubMed] [Google Scholar]
- 12.Ardenkjaer-Larsen JH, Fridlund B, Gram A, Hansson G, Hansson L, Lerche MH, Servin R, Thaning M, Golman K. Increase in signal-to-noise ratio of >10,000 times in liquid-state NMR. Proc. Natl. Acad. Sci. USA. 2003;100(18):10158–10163. doi: 10.1073/pnas.1733835100. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Nelson SJ, Kurhanewicz J, Vigneron DB, Larson PEZ, Harzstark AL, Ferrone M, van Criekinge M, Chang JW, Bok R, Park I, et al. Metabolic imaging of patients with prostate cancer using hyperpolarized [1-13C]pyruvate. Sci Transl Med. 2013;5(198):198ra108. doi: 10.1126/scitranslmed.3006070. [accessed 2014 Sep 30] http://www.ncbi.nlm.nih.gov/pubmed/23946197. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Marco-Rius I, Cao P, von Morze C, Merritt M, Moreno KX, Chang G-Y, Ohliger M a., Pearce D, Kurhanewicz J, Larson PEZ, et al. Multiband spectral-spatial RF excitation for hyperpolarized [2- 13 C]dihydroxyacetone 13 C-MR metabolism studies. Magn Reson Med. 2016 doi: 10.1002/mrm.26226. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Moreno KX, Satapati S, DeBerardinis RJ, Burgess SC, Malloy CR, Merritt ME. Real-time detection of hepatic gluconeogenic and glycogenolytic states using hyperpolarized [2-13C]dihydroxyacetone. J Biol Chem. 2014;289:35859–35867. doi: 10.1074/jbc.M114.613265. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Davies B, Davies B, Morris T, Morris T. Physiological parameters in laboratory animals and humans. Pharmaceut Res. 1993;10(7):1093. doi: 10.1023/a:1018943613122. [DOI] [PubMed] [Google Scholar]
- 17.McDonald JH. Handbook of biological statistics. Sparky House Publishing; Baltimore, Maryland, USA: 2008. [Google Scholar]
- 18.Tsao MU, Teagan SJ, Borondy PE, Hogg JF. Metabolism of dihydroxyacetone in rat liver preparations. Metabolism. 1965;14(3):246–252. doi: 10.1016/0026-0495(65)90065-x. [DOI] [PubMed] [Google Scholar]
- 19.Burch HB, Lowry OH, Meinhardt L, Max P, Chyu K. Effect of fructose, dihydroxyacetone, glycerol, and glucose on metabolites and related compounds in liver and kidney. J Biol Chem. 1970;245(8):2092–2102. [PubMed] [Google Scholar]
- 20.Mayes PA. Intermediary metabolism of fructose. Am J Clinical Nutrition. 1993;58(suppl):754S–65S. doi: 10.1093/ajcn/58.5.754S. [DOI] [PubMed] [Google Scholar]
- 21.Ross BD, Hems R, Krebs HA. The rate of gluconeogenesis from various precursors in the perfused rat liver. Biochem J. 1967;102(3):942–51. doi: 10.1042/bj1020942. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Nowland MH, Hugunin KMS, Rogers KL. Effects of short-term fasting in male Sprague-Dawley rats. Comp Med. 2011;61(2):138–44. [PMC free article] [PubMed] [Google Scholar]
- 23.Sacca L, Perez G, Rengo F, Critelli G. Some peculiarities of the glucoregulatory response to glucose infusion in the rat. Acta Diabet. 1976;13(1):1–7. doi: 10.1007/BF02591575. [DOI] [PubMed] [Google Scholar]
- 24.Laustsen C, Hansen ESS, Kjaergaard U, Bertelsen LB, Ringgaard S, Stødkilde-Jørgensen H. Acute porcine renal metabolic effect of endogastric soft drink administration assessed with hyperpolarized [1-13c]pyruvate. Magn Reson Med. 2015;74(2):558–563. doi: 10.1002/mrm.25692. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Nauck M, Stöckmann F, Ebert R, Creutzfeldt W. Reduced incretin effect in type 2 (non-insulin-dependent) diabetes. Diabetologia. 1986;29(1986):46–52. doi: 10.1007/BF02427280. [DOI] [PubMed] [Google Scholar]
- 26.McIntyre N, Turner DS, Holdsworth CD. The role of the portal circulation in glucose and fructose tolerance. Diabetologia. 1970;6:593–596. doi: 10.1007/BF00418227. [DOI] [PubMed] [Google Scholar]
- 27.Hallfrisch J. Metabolic effects of dietary fructose. FASEB J. 1990;4(9):2652–60. doi: 10.1096/fasebj.4.9.2189777. [DOI] [PubMed] [Google Scholar]
- 28.Heinz F. Metabolism of fructose in liver. Acta Med Scand Suppl. 1972;542:27–36. doi: 10.1111/j.0954-6820.1972.tb05316.x. [DOI] [PubMed] [Google Scholar]
- 29.Woods HF, Eggleston L V, Krebs HA. The cause of hepatic accumulation of fructose 1-phosphate on fructose loading. Biochem. J. 1970;119:501–510. doi: 10.1042/bj1190501. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Parniak MA, Kalant N. Enhancement of glycogen concentrations in primary cultures of rat hepatocytes exposed to glucose and fructose. Biochem J. 1988;251(3):795–802. doi: 10.1042/bj2510795. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Szendroedi J, Chmelik M, Schmid AI, Nowotny P, Brehm A, Krssak M, Moser E, Roden M. Abnormal hepatic energy homeostasis in type 2 diabetes. Hepatology. 2009;50(4):1079–1086. doi: 10.1002/hep.23093. [DOI] [PubMed] [Google Scholar]
- 32.Cortez-Pinto H, Chatham J, Chacko VP, Arnold C, Rashid A, Diehl AM. Alterations in liver ATP homeostasis in human nonalcoholic steatohepatitis: a pilot study. J Am Med Assoc. 1999;282(17):1659–1664. doi: 10.1001/jama.282.17.1659. [DOI] [PubMed] [Google Scholar]
- 33.Nair S, Chacko VP, Arnold C, Diehl AM. Hepatic ATP reserve and efficiency of replenishing: Comparison between obese and nonobese normal individuals. Am J Gastroenerol. 2003;98(2):466–470. doi: 10.1111/j.1572-0241.2003.07221.x. [DOI] [PubMed] [Google Scholar]
- 34.Swierczynski J, Zabrocka L. Enhanced glycerol 3-phosphate dehydrogenase activity in adipose tissue of obese humans. Mol Cell Biochem. 2003;254:55–59. doi: 10.1023/a:1027332523114. [DOI] [PubMed] [Google Scholar]
- 35.Changani KK, Jalan R, Cox IJ, Ala-Korpela M, Bhakoo K, Taylor-Robinson SD, Bell JD. Evidence for altered hepatic gluconeogenesis in patients with cirrhosis using in vivo 31-phosphorus magnetic resonance spectroscopy. Gut. 2001;49(4):557–64. doi: 10.1136/gut.49.4.557. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Mason E, Hill E. Dihydroxyacetone studies I. Its respiratory and carbohydrate metabolism in normal men. J Clin Invest. 1926;2(6):521–532. doi: 10.1172/JCI100062. [DOI] [PMC free article] [PubMed] [Google Scholar]
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