3.1 Magnetic resonance spectroscopy techniques for detecting and differentiating cancer based on glucose metabolism
Glucose metabolism in cancer can be studied using various MRS techniques. High resolution MRS can be applied to cell cultures, tissue samples and extracts. Proton spectroscopy is routinely used in cancer diagnosis and management, and assessment of lactate production is an important parameter in brain cancer. Other metabolites in the glycolysis are present in low concentrations and are seldom considered as biomarkers in proton spectroscopy. Most studies of the glycolytic pathway use
13C MRS for tracing the metabolic fate of [1-
13C] glucose or other isotopically enriched substrates.
13C MRS has also been used to study glucose metabolism
in vivo (
121,
122). Following administration of
13C-enriched substrates to tumor-bearing animals, the fate of the substrates can be studied taking tumor microenvironmental factor into account. However,
13C MRS is not yet routinely employed in clinical diagnosis or management of cancer. This may change as new spectroscopic techniques, such as hyperpolarised
13C MRSI, are further developed.
3.1.1 Clinical 1H MRS/I of glucose metabolism Clinical 1H MRS has proven valuable in assessment of several cancer types due to tissue-specific changes in metabolite pattern (
123). However, assessment of glycolysis using
1H MRS is difficult in several cancer types, as concentrations of most glycolytic metabolites cannot be measured. The exception is lactate, which may be present in measurable concentrations in cancer. Therefore,
1H MRS is widely used in diagnosis, staging and treatment monitoring of brain cancer. Lactate is present in minute concentrations in normal brain tissue, but reaches high concentrations in cancer due to abnormal glycolytic activity. Together with decrease in N-acetyl-aspartate (NAA) due to displacement of healthy neurons, lactate is a functional biomarker for brain cancer.
Typically,
1H MRS/I is used in combination with MR imaging for diagnostic purposes. The relative intensities of lactate, choline and NAA can be used to distinguish between cancer, benign lesions and post-surgery lesions in the brain. High levels of lactate are associated with high-grade tumors, allowing grading of brain tumors based on metabolite concentrations (
124). High resolution MRSI may also aid in tumor delineation, which is a key factor in brain tumor surgery planning (
125,
126).
In situations where
in vivo does not allow evaluation of lactate concentration, e
x vivo analysis of biopsy tissue may be an alternative approach. Great care must be taken in sample collection and handling to avoid anaerobic glucose metabolism (
127). However, provided that samples are collected, stored and prepared for analysis under controlled conditions, the concentration of lactate can be accurately determined
ex vivo using HR MAS MRS (
7). In prostate cancer, significant differences in lactate and alanine concentration between benign lesions and prostate cancer biopsies has been reported (
128).
3.1.2 Regulation of glycolytic activity studied by 13C MRS 13C MR spectroscopy is a powerful tool for studies of metabolic pathways. The natural abundance of 13C is low (1.1%), which gives this technique low inherent sensitivity. However, this can be turned into an advantage by use of isotopically enriched substrates. The metabolism of 13C-labeled substrates can be traced in both in cultured cells and in vivo, as the fate of the incorporated 13C can be monitored over time with little interference from background signals. The large chemical shift range for carbon allows resolution and identification of metabolites throughout entire metabolic pathways.
The abnormal glucose metabolism in cancer has been studied by
13C MRS for more than two decades (
120). For studies of glucose uptake, glycolytic flux and lactate formation, [1-
13C] glucose or [1,6-
13C]glucose is typically used. These isomers allow evaluation of the uptake and degradation of glucose, as well as the formation of metabolic intermediates and ultimately the formation and elimination of [3-
13C] lactate. The rate of glycolysis can be quantitatively estimated through compartmental modeling, which is advantageous in studies of drug efficacy (
129).
Initial studies in this field verified high flux through glycolysis in cancer cells (
120,
130-
133).
In vivo investigation of the effect of tumor hemodynamics, hypoxia and substrate supply, has confirmed that high lactate concentrations principally are associated with aerobic glycolysis, not inadequate perfusion (
134). It has also repeatedly been demonstrated that the rate of glycolysis can be modulated through cytotoxic drugs or, in the case of breast cancer, endocrine treatment (
135-
137). The effect of direct glycolytic inhibitors has also been investigated using
13C MRS. Through dynamic studies of both cultured cells and culture medium, the kinetics of glucose metabolism can be studied, including the rates of glucose uptake and lactate secretion (
138).
13C MRS of tumors has the advantage of allowing longitudinal studies of glucose metabolism
in vivo. In some applications, however, limitations in sensitivity or quantitative performance suggest the use of other methods. Glucose metabolism in tumors may in such cases be evaluated
ex vivo using
13C HR MAS MRS. After administration of
13C-enriched tracers to the tumor-bearing animals and subsequent harvesting of tumor tissue, samples are available for immunohistochemistry or gene expression analyses after acquiring the
13C spectra (
139).
Overall, 13C MRS is a versatile technique for evaluating the effect of drugs on glucose metabolism in cancer. Targeting the metabolic abnormalities of cancer with new drug entities is likely to benefit from 13C MR spectroscopy as it allows noninvasive monitoring of surrogate biomarkers for therapeutic effect.
The low sensitivity constitutes a problem for clinical use of
13C MRS. However, through optimized MRS protocols and injection of [1-
13C] glucose, it has been shown that the kinetics of lactate formation in brain cancer can be investigated (
140). Compared to
1H MRS of brain cancer, this approach may be advantageous as it allows assessment of lactate formation rather than just presence of lactate in tumor tissue. The rate of lactate formation reflects the glycolytic capacity of the cancer cells, and are therefore suggested to be a better biomarker for grading brain tumors (
134). In order to minimize the dose of [1-
13C] glucose needed, polarization transfer pulse sequences and high field strengths (3T and above) are preferential. Although the method described by Wijnen
et al suffers from relatively low spatial (50 cm
3) and temporal (2.3 min) resolution, it can be used to demonstrate that the rate of lactate formation in tumor tissue is higher than in normal brain tissue.
The potential clinical value of
13C MRS has also been demonstrated
ex vivo in biopsies from prostate, lung and colon cancer. In natural abundance spectra, cancer-specific changes in various metabolites were found, allowing differentiation of tumor tissue from that of adjacent non-malignant tissue (
141). Although similar data may be obtained more conveniently using proton MRS, the amount of information in
13C spectra could theoretically contain information that is not available in proton spectra. When applying multivariate analysis methods to metabolite patterns,
13C MRS data could potentially add statistical power and be used either alone or in combination with proton MRS data to resolve subtle differences between tissues.
3.1.3 Hyperpolarized MRS Through the introduction of dynamic nuclear polarization (DNP), the interest in studies of glucose metabolism using MRS has been greatly increased. This technique can increase the signal-to-noise ratio by more than 50,000-fold, using hyperpolarized
13C-labeled substrates (
142,
143). At 1.5T, the polarization level of
13C at thermal equilibrium is as low as 1×10
−6. Using a relatively rapid hyperpolarization procedure, polarization levels of >2×10
−1 can be achieved (
143). The substrate to be hyperpolarized is present in the solid state and doped with a single-electron containing compound. At low temperatures (1K), the electrons can be highly polarized due to their high gyromagnetic ratio. In DNP, this polarization is transferred to coupled nuclear spins by microwave irradiation near the resonance frequency of the electrons. The hyperpolarization is retained when the material is rapidly heated and dissolved, producing an injectable liquid within few seconds.
Due to time constraints and specific properties of hyperpolarized material, dynamic MRSI of hyperpolarized substrates offers challenges, which typically are absent in spectroscopic imaging at thermal equilibrium. Firstly, the time window for imaging is restricted to two to three times the T1 relaxation time. This means that hyperpolarized
13C MRSI must be completed within a few minutes after preparation of the tracer. Secondly, the longitudinal magnetization that has been created in the hyperpolarization procedure is not recovering during imaging. Thus, in addition to the inevitable loss due to T1 relaxation, the RF pulses applied in imaging convert longitudinal magnetization to transverse magnetization. In order to minimize magnetization loss, two imaging strategies are employed. Through the use of rapid low flip-angle RF pulses, only a small fraction of longitudinal magnetization is destroyed by each pulse. In addition, as much signal as possible is acquired per excitation through the use of rephasing pulses (
144). Another issue is that imaging metabolic conversion is associated with rapid changes in signal. In sequences that use multiple excitations, these changes may convolve into k-space and cause image artifacts (
145). Due to the very low interference from background and the more than 50,000-fold increase in signal after DNP, the signal-to-noise ratio is very high in the initial phase of hyperpolarized
13C MRSI. As hyperpolarized
13C imaging primarily is restricted by time and not by signal strength, EPI-based readout has often been found suitable (
146). By using metabolite-specific low flip-angle excitation pulses, adiabatic refocusing pulses and echo planar readout, hyperpolarized
13C MRSI is performed in small animals with voxel sizes in the range of 0.135 cm
3 with a temporal resolution of around 5 seconds, as shown in an example of a preclinical prostate cancer model in (
146,
147).
The first substrate to be proven useful in characterization of cancer was [1-
13C] pyruvate (
148). For both physiochemical and biochemical reasons, this is an attractive substrate for
13C enrichment. Biologically, pyruvate is the end product of glycolysis and a starting point for the TCA cycle, lactate production and alanine production. Among its desirable physiochemical properties is its compatibility with the DNP hyperpolarization method. Pyruvate forms an amorphous solid at low temperatures, which, after hyperpolarization can be readily dissolved in a suitable heated buffer (
144). In addition, the signal from the C-1 carbon of both pyruvate, lactate and alanine has a long T1 (approximately 45 seconds in blood) (
149). Thus, longitudinal magnetization of [1-
13C] pyruvate is maintained for a clinically relevant period of time, allowing spectroscopic imaging of pyruvate uptake and metabolism in distal tissues. In humans, intravenously injected substances reach all major organs within approximately 15-40 seconds (
144). Pyruvate is rapidly taken up and metabolized by most organs. After uptake, the pyruvate metabolite pattern is dependent on the nature of the tissue. In tissues where [1-
13C] pyruvate predominantly is feeding into the TCA cycle, it is decarboxylated, producing acetyl-CoA. The resulting generation of H
13CO
3− can be assessed in real-time using MRS (
150). In muscle tissue, transamination of [1-
13C] pyruvate leads to formation of [1-
13C] alanine, whereas its predominant metabolic fate in cancer is reduction to [1-
13C] lactate (
148,
151). The rate of [1-
13] lactate formation depends on LDH expression and the endogenous pyruvate and lactate concentrations, and application of dynamic modeling has suggested that the rate of conversion may be associated with tumor grade (
152,
153). The conversion rate is dose-dependent, which must be taken into account during interpretation of MRSI data following [1-
13C] pyruvate injection (
153). The blood-brain barrier (BBB) may be a limiting factor for pyruvate uptake in healthy brain tissue within the time frame of hyperpolarized MRSI. However, in xenografted gliomas, it has been shown that uptake and lactate production differs significantly from normal tissue (
154). This is assumed to be an effect of disrupted BBB in tumor tissue.
Primarily, [1-
13C] pyruvate has been shown to be useful in distinguishing tumor tissue from healthy surrounding tissue, both in prostate cancer, brain cancer and sarcoma. However, as treatment with cytotoxic drugs may reduce the glycolytic rate in cancer, hyperpolarized [1-
13C] pyruvate could also potentially be used in therapy monitoring. This was first shown in a solid murine lymphoma model, where the rate of [1-
13C] lactate formation and the LDH activity was significantly decreased after treatment with etoposide (
155). The potential value of hyperpolarised
13C MRS in monitoring the effect of drugs targeting metabolic pathway has recently been demonstrated by Ward
et al, who showed that inhibition of PI3K by LY294002 or everolimus caused a decrease in [1-
13C] lactate formation both in glioblastoma (
in vitro and
in vivo) and breast cancer (
in vitro) (
156). This reduction was associated with decreased HIF-1 expression and LDH activity, in accordance with downstream effects of PI3K inhibition.
Although [1-
13C] pyruvate is well suited for studies of glucose metabolism in cancer, several other substrates have also been suggested. One example is [2-
13C] fructose, which can reach sufficient polarization levels through DNP and has a T1 which allows hyperpolarised MRSI studies. Fructose has an early entry into glycolysis through the action of hexokinase, yielding fructose-6-phosphate. In a transgenic mouse model of prostate cancer, it was shown that hyperpolarized [2-
13C] fructose was taken up by both benign and malignant tissue, but that significant conversion to [2-
13C] fructose-6-phosphate only occurred in voxels containing malignant tissue (
157). Another potential marker of tumor response to therapy is [1,4-
13C] fumarate. In a murine lymphoma model, the production of [1,4-
13C] malate was significantly increased 24 hr after administration of etoposide (
158). This change correlated with loss of plasma membrane integrity, suggesting the use of [1,4-
13C] fumarate for early detection of cell death following chemotherapy.
For concurrent assessment of different metabolic pathways and tumor microenvironment, several substrates may be hyperpolarized, injected and imaged at the same time. Simultaneous hyperpolarization of [1-
13C] pyruvate, H
13CO
3− (allowing tumor pH measurements), [1,4-
13C] fumarate and
13C urea (allowing evaluation of tumor perfusion) has been reported, providing a multimodal approach to evaluation of tumor aggressivity and response to therapy (
159).
In summary, labeling and hyperpolarizing endogenous or exogenous substrates with
13C in specified locations allow downstream tracing of metabolic within clinically relevant timeframes. The polarization is retained through serial metabolic conversions, and the ability to image metabolic fluxes is in principle limited only by the longitudinal relaxation (
160). This technology is rapidly developing and holds the potential to revolutionize the use of MRSI in molecular imaging of cancer. The method has been applied to a wide range of preclinical applications, and clinical studies have recently been initiated. Due to the combination of endogenous tracers, high sensitivity, non-invasiveness and absence of ionizing radiation, it is expected that hyperpolarized MRSI will be a valuable supplement to existing imaging modalities in the management of cancer.