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1.
Proc Natl Acad Sci U S A ; 119(29): e2123527119, 2022 07 19.
Article in English | MEDLINE | ID: mdl-35858309

ABSTRACT

A promising clinical trial utilizing gold-silica core-shell nanostructures coated with polyethylene glycol (PEG) has been reported for near-infrared (NIR) photothermal therapy (PTT) of prostate cancer. The next critical step for PTT is the visualization of therapeutically relevant nanoshell (NS) concentrations at the tumor site. Here we report the synthesis of PEGylated Gd2O3-mesoporous silica/gold core/shell NSs (Gd2O3-MS NSs) with NIR photothermal properties that also supply sufficient MRI contrast to be visualized at therapeutic doses (≥108 NSs per milliliter). The nanoparticles have r1 relaxivities more than three times larger than those of conventional T1 contrast agents, requiring less concentration of Gd3+ to observe an equivalent signal enhancement in T1-weighted MR images. Furthermore, Gd2O3-MS NS nanoparticles have r2 relaxivities comparable to those of existing T2 contrast agents, observed in agarose phantoms. This highly unusual combination of simultaneous T1 and T2 contrast allows for MRI enhancement through different approaches. As a rudimentary example, we demonstrate T1/T2 ratio MR images with sixfold contrast signal enhancement relative to its T1 MRI and induced temperature increases of 20 to 55 °C under clinical illumination conditions. These nanoparticles facilitate MRI-guided PTT while providing real-time temperature feedback through thermal MRI mapping.


Subject(s)
Contrast Media , Gadolinium , Gold , Magnetic Resonance Imaging , Nanoshells , Photothermal Therapy , Contrast Media/chemical synthesis , Gadolinium/chemistry , Gold/chemistry , Magnetic Resonance Imaging/methods , Nanoshells/chemistry , Photothermal Therapy/methods , Polyethylene Glycols/chemistry , Silicon Dioxide/chemistry
2.
Magn Reson Med ; 91(6): 2204-2228, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38441968

ABSTRACT

MRI with hyperpolarized (HP) 13C agents, also known as HP 13C MRI, can measure processes such as localized metabolism that is altered in numerous cancers, liver, heart, kidney diseases, and more. It has been translated into human studies during the past 10 years, with recent rapid growth in studies largely based on increasing availability of HP agent preparation methods suitable for use in humans. This paper aims to capture the current successful practices for HP MRI human studies with [1-13C]pyruvate-by far the most commonly used agent, which sits at a key metabolic junction in glycolysis. The paper is divided into four major topic areas: (1) HP 13C-pyruvate preparation; (2) MRI system setup and calibrations; (3) data acquisition and image reconstruction; and (4) data analysis and quantification. In each area, we identified the key components for a successful study, summarized both published studies and current practices, and discuss evidence gaps, strengths, and limitations. This paper is the output of the "HP 13C MRI Consensus Group" as well as the ISMRM Hyperpolarized Media MR and Hyperpolarized Methods and Equipment study groups. It further aims to provide a comprehensive reference for future consensus, building as the field continues to advance human studies with this metabolic imaging modality.


Subject(s)
Magnetic Resonance Imaging , Pyruvic Acid , Humans , Pyruvic Acid/metabolism , Magnetic Resonance Imaging/methods , Image Processing, Computer-Assisted , Heart , Liver/diagnostic imaging , Liver/metabolism , Carbon Isotopes/metabolism
3.
Mol Cell ; 61(4): 520-534, 2016 Feb 18.
Article in English | MEDLINE | ID: mdl-26853146

ABSTRACT

Altered energy metabolism is a cancer hallmark as malignant cells tailor their metabolic pathways to meet their energy requirements. Glucose and glutamine are the major nutrients that fuel cellular metabolism, and the pathways utilizing these nutrients are often altered in cancer. Here, we show that the long ncRNA CCAT2, located at the 8q24 amplicon on cancer risk-associated rs6983267 SNP, regulates cancer metabolism in vitro and in vivo in an allele-specific manner by binding the Cleavage Factor I (CFIm) complex with distinct affinities for the two subunits (CFIm25 and CFIm68). The CCAT2 interaction with the CFIm complex fine-tunes the alternative splicing of Glutaminase (GLS) by selecting the poly(A) site in intron 14 of the precursor mRNA. These findings uncover a complex, allele-specific regulatory mechanism of cancer metabolism orchestrated by the two alleles of a long ncRNA.


Subject(s)
Glutaminase/genetics , Neoplasms/metabolism , RNA, Long Noncoding/genetics , RNA, Long Noncoding/metabolism , mRNA Cleavage and Polyadenylation Factors/metabolism , Alleles , Alternative Splicing , Energy Metabolism , HCT116 Cells , Humans , Neoplasms/genetics , RNA Precursors/chemistry , RNA Precursors/metabolism , RNA, Messenger/metabolism
4.
Br J Cancer ; 128(11): 2013-2024, 2023 06.
Article in English | MEDLINE | ID: mdl-37012319

ABSTRACT

BACKGROUND: Cisplatin (CDDP) is a mainstay treatment for advanced head and neck squamous cell carcinomas (HNSCC) despite a high frequency of innate and acquired resistance. We hypothesised that tumours acquire CDDP resistance through an enhanced reductive state dependent on metabolic rewiring. METHODS: To validate this model and understand how an adaptive metabolic programme might be imprinted, we performed an integrated analysis of CDDP-resistant HNSCC clones from multiple genomic backgrounds by whole-exome sequencing, RNA-seq, mass spectrometry, steady state and flux metabolomics. RESULTS: Inactivating KEAP1 mutations or reductions in KEAP1 RNA correlated with Nrf2 activation in CDDP-resistant cells, which functionally contributed to resistance. Proteomics identified elevation of downstream Nrf2 targets and the enrichment of enzymes involved in generation of biomass and reducing equivalents, metabolism of glucose, glutathione, NAD(P), and oxoacids. This was accompanied by biochemical and metabolic evidence of an enhanced reductive state dependent on coordinated glucose and glutamine catabolism, associated with reduced energy production and proliferation, despite normal mitochondrial structure and function. CONCLUSIONS: Our analysis identified coordinated metabolic changes associated with CDDP resistance that may provide new therapeutic avenues through targeting of these convergent pathways.


Subject(s)
Antineoplastic Agents , Head and Neck Neoplasms , Humans , Cisplatin/metabolism , Squamous Cell Carcinoma of Head and Neck , Kelch-Like ECH-Associated Protein 1/genetics , NF-E2-Related Factor 2/genetics , Drug Resistance, Neoplasm/genetics , Cell Line, Tumor , Glucose , Antineoplastic Agents/pharmacology
5.
Magn Reson Med ; 89(4): 1481-1495, 2023 04.
Article in English | MEDLINE | ID: mdl-36468638

ABSTRACT

PURPOSE: Model-constrained reconstruction with Fourier-based undersampling (MoReFUn) is introduced to accelerate the acquisition of dynamic MRI using hyperpolarized [1-13 C]-pyruvate. METHODS: The MoReFUn method resolves spatial aliasing using constraints introduced by a pharmacokinetic model that describes the signal evolution of both pyruvate and lactate. Acceleration was evaluated on three single-channel data sets: a numerical digital phantom that is used to validate the accuracy of reconstruction and model parameter restoration under various SNR and undersampling ratios, prospectively and retrospectively sampled data of an in vitro dynamic multispectral phantom, and retrospectively undersampled imaging data from a prostate cancer patient to test the fidelity of reconstructed metabolite time series. RESULTS: All three data sets showed successful reconstruction using MoReFUn. In simulation and retrospective phantom data, the restored time series of pyruvate and lactate maintained the image details, and the mean square residual error of the accelerated reconstruction increased only slightly (< 10%) at a reduction factor up to 8. In prostate data, the quantitative estimation of the conversion-rate constant of pyruvate to lactate was achieved with high accuracy of less than 10% error at a reduction factor of 2 compared with the conversion rate derived from unaccelerated data. CONCLUSION: The MoReFUn technique can be used as an effective and reliable imaging acceleration method for metabolic imaging using hyperpolarized [1-13 C]-pyruvate.


Subject(s)
Prostatic Neoplasms , Pyruvic Acid , Male , Humans , Pyruvic Acid/metabolism , Retrospective Studies , Magnetic Resonance Imaging/methods , Prostatic Neoplasms/diagnostic imaging , Phantoms, Imaging , Lactates
6.
Br J Cancer ; 124(10): 1670-1679, 2021 05.
Article in English | MEDLINE | ID: mdl-33742144

ABSTRACT

BACKGROUND: Lactate dehydrogenase (LDH) is a critical metabolic enzyme. LDH A (LDHA) overexpression is a hallmark of aggressive malignancies and has been linked to tumour initiation, reprogramming and progression in multiple tumour types. However, successful LDHA inhibition strategies have not materialised in the translational and clinical space. We sought to develop a rational strategy for LDHA suppression in the context of solid tumour treatment. METHODS: We utilised a doxycycline-inducible short hairpin RNA (shRNA) system to generate LDHA suppression. Lactate and LDH activity levels were measured biochemically and kinetically using hyperpolarised 13C-pyruvate nuclear magnetic resonance spectroscopy. We evaluated effects of LDHA suppression on cellular proliferation and clonogenic survival, as well as on tumour growth, in orthotopic models of anaplastic thyroid carcinoma (ATC) and head and neck squamous cell carcinoma (HNSCC), alone or in combination with radiation. RESULTS: shRNA suppression of LDHA generated a time-dependent decrease in LDH activity with transient shifts in intracellular lactate levels, a decrease in carbon flux from pyruvate into lactate and compensatory shifts in metabolic flux in glycolysis and the Krebs cycle. LDHA suppression decreased cellular proliferation and temporarily stunted tumour growth in ATC and HNSCC xenografts but did not by itself result in tumour cure, owing to the maintenance of residual viable cells. Only when chronic LDHA suppression was combined with radiation was a functional cure achieved. CONCLUSIONS: Successful targeting of LDHA requires exquisite dose and temporal control without significant concomitant off-target toxicity. Combinatorial strategies with conventional radiation are feasible as long as the suppression is targeted, prolonged and non-toxic.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Head and Neck Neoplasms/drug therapy , L-Lactate Dehydrogenase/genetics , Molecular Targeted Therapy/methods , Squamous Cell Carcinoma of Head and Neck/drug therapy , Algorithms , Animals , Cell Line, Tumor , Down-Regulation/drug effects , Down-Regulation/genetics , Enzyme Inhibitors/administration & dosage , Enzyme Inhibitors/pharmacology , Feasibility Studies , Female , Gene Expression Regulation, Enzymologic/drug effects , Gene Expression Regulation, Neoplastic/drug effects , Gene Knockdown Techniques , Head and Neck Neoplasms/genetics , Head and Neck Neoplasms/metabolism , Head and Neck Neoplasms/pathology , Humans , L-Lactate Dehydrogenase/antagonists & inhibitors , Metabolomics , Mice , Mice, Nude , RNA, Small Interfering/administration & dosage , RNA, Small Interfering/pharmacology , Squamous Cell Carcinoma of Head and Neck/genetics , Squamous Cell Carcinoma of Head and Neck/metabolism , Squamous Cell Carcinoma of Head and Neck/pathology , Xenograft Model Antitumor Assays
7.
Nature ; 517(7536): 626-30, 2015 Jan 29.
Article in English | MEDLINE | ID: mdl-25409149

ABSTRACT

TP53 is commonly altered in human cancer, and Tp53 reactivation suppresses tumours in vivo in mice (TP53 and Tp53 are also known as p53). This strategy has proven difficult to implement therapeutically, and here we examine an alternative strategy by manipulating the p53 family members, Tp63 and Tp73 (also known as p63 and p73, respectively). The acidic transactivation-domain-bearing (TA) isoforms of p63 and p73 structurally and functionally resemble p53, whereas the ΔN isoforms (lacking the acidic transactivation domain) of p63 and p73 are frequently overexpressed in cancer and act primarily in a dominant-negative fashion against p53, TAp63 and TAp73 to inhibit their tumour-suppressive functions. The p53 family interacts extensively in cellular processes that promote tumour suppression, such as apoptosis and autophagy, thus a clear understanding of this interplay in cancer is needed to treat tumours with alterations in the p53 pathway. Here we show that deletion of the ΔN isoforms of p63 or p73 leads to metabolic reprogramming and regression of p53-deficient tumours through upregulation of IAPP, the gene that encodes amylin, a 37-amino-acid peptide co-secreted with insulin by the ß cells of the pancreas. We found that IAPP is causally involved in this tumour regression and that amylin functions through the calcitonin receptor (CalcR) and receptor activity modifying protein 3 (RAMP3) to inhibit glycolysis and induce reactive oxygen species and apoptosis. Pramlintide, a synthetic analogue of amylin that is currently used to treat type 1 and type 2 diabetes, caused rapid tumour regression in p53-deficient thymic lymphomas, representing a novel strategy to target p53-deficient cancers.


Subject(s)
Islet Amyloid Polypeptide/metabolism , Lymphoma/metabolism , Lymphoma/pathology , Tumor Suppressor Protein p53/deficiency , Animals , Cell Line, Tumor , Cell Transformation, Neoplastic/genetics , Cell Transformation, Neoplastic/pathology , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Female , Genes, Tumor Suppressor , Humans , Islet Amyloid Polypeptide/pharmacology , Islet Amyloid Polypeptide/therapeutic use , Lymphoma/drug therapy , Lymphoma/genetics , Male , Mice , Nuclear Proteins/genetics , Nuclear Proteins/metabolism , Phosphoproteins/genetics , Phosphoproteins/metabolism , Receptor Activity-Modifying Protein 3/metabolism , Receptors, Calcitonin/metabolism , Thymus Gland/metabolism , Thymus Gland/pathology , Trans-Activators/genetics , Trans-Activators/metabolism , Tumor Protein p73 , Tumor Suppressor Protein p53/genetics , Tumor Suppressor Proteins/genetics , Tumor Suppressor Proteins/metabolism
8.
NMR Biomed ; 33(10): e4373, 2020 10.
Article in English | MEDLINE | ID: mdl-32743881

ABSTRACT

Magnetic resonance imaging of hyperpolarized pyruvate provides a new imaging biomarker for cancer metabolism, based on the dynamic in vivo conversion of hyperpolarized pyruvate to lactate. Methods for quantification of signal evolution need to be robust and reproducible across a range of experimental conditions. Pharmacokinetic analysis of dynamic spectroscopic imaging data from hyperpolarized pyruvate and its metabolites generally assumes that signal arises from ideal rectangular slice excitation profiles. In this study, we examined whether this assumption could lead to bias in kinetic analysis of hyperpolarized pyruvate and, if so, whether such a bias can be corrected. A Bloch-McConnell simulator was used to generate synthetic data using a known set of "ground truth" pharmacokinetic parameter values. Signal evolution was then analyzed using analysis software that either assumed a uniform slice profile, or incorporated information about the slice profile into the analysis. To correct for slice profile effects, the expected slice profile was subdivided into multiple sub-slices to account for variable excitation angles along the slice dimension. An ensemble of sub-slices was then used to fit the measured signal evolution. A mismatch between slice profiles used for data acquisition and those assumed during kinetic analysis was identified as a source of quantification bias. Results indicate that imperfect slice profiles preferentially increase detected lactate signal, leading to an overestimation of the apparent metabolic exchange rate. The slice profile-correction algorithm was tested in simulation, in phantom measurements, and applied to data acquired from a patient with prostate cancer. The results demonstrated that slice profile-induced biases can be minimized by accounting for the slice profile during pharmacokinetic analysis. This algorithm can be used to correct data from either single or multislice acquisitions.


Subject(s)
Magnetic Resonance Imaging , Pyruvic Acid/metabolism , Area Under Curve , Computer Simulation , Humans , Lactic Acid/metabolism , Male , Phantoms, Imaging , Prostatic Neoplasms/diagnostic imaging , Pyruvic Acid/pharmacokinetics , Reproducibility of Results
9.
J Vasc Interv Radiol ; 31(1): 169-175, 2020 Jan.
Article in English | MEDLINE | ID: mdl-31537410

ABSTRACT

PURPOSE: To evaluate trifluoroacetic acid (TFA) as a theranostic chemical ablation agent and determine the efficacy of TFA for both noninvasive imaging and tissue destruction. MATERIALS AND METHODS: Fluorine-19 magnetic resonance imaging (19F-MRI) was optimized at 7 T using a custom-built volume coil. Fluorine images were acquired with both rapid acquisition with relaxation enhancement and balanced steady-state free precession (bSSFP) sequences with varying parameters to determine the optimal sequence for TFA. The theranostic efficacy of chemical ablation was examined by injecting TFA (100 µL; 0.25, 0.5, 1.0, and 2.0M) into ex vivo porcine liver. 19F and proton MRI were acquired and superimposed to visualize distribution of TFA in tissue and quantify sensitivity. Tissue damage was evaluated with gross examination, histology, and fluorescence microscopy. RESULTS: The optimal 19F-MRI sequence was found to be bSSFP with a repetition time of 2.5 ms and flip angle of 70°. The minimum imageable TFA concentration was determined to be 6.7 ± 0.5 mM per minute of scan time (0.63×0.63×5.00 mm voxel), and real-time imaging (temporal resolution of at least 1 s-1) was achieved with 2M TFA both in vitro and in ex vivo tissue. TFA successfully coagulated tissue, and damage was locally confined. In addition to hepatic cord disruption, cytoskeletal collapse and chromatin clumping were observed in severely damaged areas in tissues treated with 0.5M or higher TFA concentrations. CONCLUSIONS: TFA was determined to be a theranostic agent for chemical ablation of solid tissue. Ablation was both efficacious and imageable in ex vivo healthy tissue, even at low concentrations or with high temporal resolution.


Subject(s)
Ablation Techniques , Liver/surgery , Trifluoroacetic Acid/administration & dosage , Ablation Techniques/adverse effects , Animals , Fluorine/administration & dosage , Liver/diagnostic imaging , Liver/pathology , Magnetic Resonance Imaging, Cine , Sus scrofa , Trifluoroacetic Acid/toxicity
10.
Acta Oncol ; 59(10): 1193-1200, 2020 Oct.
Article in English | MEDLINE | ID: mdl-32678696

ABSTRACT

BACKGROUND: Typically, cardiac substructures are neither delineated nor analyzed during radiation treatment planning. Therefore, we developed a novel machine learning model to evaluate the impact of cardiac substructure dose for predicting radiation-induced pericardial effusion (PCE). MATERIALS AND METHODS: One-hundred and forty-one stage III NSCLC patients, who received radiation therapy in a prospective clinical trial, were included in this analysis. The impact of dose-volume histogram (DVH) metrics (mean and max dose, V5Gy[%]-V70Gy[%]) for the whole heart, left and right atrium, and left and right ventricle, on pericardial effusion toxicity (≥grade 2, CTCAE v4.0 grading) were examined. Elastic net logistic regression, using repeat cross-validation (n = 100 iterations, 75%/25% training/test set data split), was conducted with cardiac-based DVH metrics as covariates. The following model types were constructed and analyzed: (i) standard model type, which only included whole-heart DVH metrics; and (ii) a model type trained with both whole-heart and substructure DVH metrics. Model performance was analyzed on the test set using area under the curve (AUC), accuracy, calibration slope and calibration intercept. A final fitted model, based on the optimal model type, was developed from the entire study population for future comparisons. RESULTS: Grade 2 PCE incidence was 49.6% (n = 70). Models using whole heart and substructure dose had the highest performance (median values: AUC = 0.820; calibration slope/intercept = 1.356/-0.235; accuracy = 0.743) and outperformed the standard whole-heart only model type (median values: AUC = 0.799; calibration slope/intercept = 2.456/-0.729; accuracy = 0.713). The final fitted elastic net model showed high performance in predicting PCE (median values: AUC = 0.879; calibration slope/intercept = 1.352/-0.174; accuracy = 0.801). CONCLUSIONS: We developed and evaluated elastic net regression toxicity models of radiation-induced PCE. We found the model type that included cardiac substructure dose had superior predictive performance. A final toxicity model that included cardiac substructure dose metrics was developed and reported for comparison with external datasets.


Subject(s)
Carcinoma, Non-Small-Cell Lung/radiotherapy , Heart/radiation effects , Lung Neoplasms/radiotherapy , Pericardial Effusion/diagnosis , Radiation Injuries/diagnosis , Humans , Logistic Models , Machine Learning , Prospective Studies , Radiation Dosage
11.
J Oral Maxillofac Surg ; 78(6): 1034.e1-1034.e10, 2020 06.
Article in English | MEDLINE | ID: mdl-32147226

ABSTRACT

PURPOSE: Osteoradionecrosis (ORN), a potentially debilitating complication of maxillofacial radiation, continues to present a challenging clinical scenario, with limited treatment options that often fail. Translational animal models that can accurately mimic the human characteristics of the condition are lacking. In the present pilot study, we aimed to characterize the effects of radiation on the dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) pharmacokinetic parameters in a rabbit model of compromised maxillofacial wound healing to determine its potential as a translational model of ORN. MATERIALS AND METHODS: An experimental group underwent fractionated radiation of the mandible totaling 36 Gy. At 4 weeks after irradiation, the experimental and control groups (n = 8 rabbits each) underwent a surgical procedure to create a critical size defect in the mandibular bone. DCE-MRI scans were acquired 1 week after arrival (baseline; time point 1), 4 weeks after completion of irradiation in the experimental group (just before surgery, time point 2), and 4 weeks after surgery (time point 3). RESULTS: No differences in the analyzed DCE-MRI parameters were noted within the experimental or control group between the baseline values (time point 1) and those after irradiation (time point 2). The whole blood volume fraction (vb) in the experimental group was increased compared with that in the control group after irradiation (time point 2; P < .05). After surgery (time point 3), both the forward flux rate of contrast from blood plasma and the extracellular extravascular space and the vb were increased in the control group compared with the experimental group (P < .05). CONCLUSIONS: The results of the present study suggest that DCE-MRI of a rabbit model of compromised maxillofacial wound healing could reflect the DCE-MRI characteristics of human patients with ORN and those at risk of developing the condition. Future studies will focus on further characterization of this rabbit model as a translational preclinical model of ORN.


Subject(s)
Contrast Media , Magnetic Resonance Imaging , Animals , Humans , Pilot Projects , Rabbits , Wound Healing
12.
Proc Natl Acad Sci U S A ; 114(27): 6960-6965, 2017 07 03.
Article in English | MEDLINE | ID: mdl-28630340

ABSTRACT

Multifunctional nanoparticles for biomedical applications have shown extraordinary potential as contrast agents in various bioimaging modalities, near-IR photothermal therapy, and for light-triggered therapeutic release processes. Over the past several years, numerous studies have been performed to synthesize and enhance MRI contrast with nanoparticles. However, understanding the MRI enhancement mechanism in a multishell nanoparticle geometry, and controlling its properties, remains a challenge. To systematically examine MRI enhancement in a nanoparticle geometry, we have synthesized MRI-active Au nanomatryoshkas. These are Au core-silica layer-Au shell nanoparticles, where Gd(III) ions are encapsulated within the silica layer between the inner core and outer Au layer of the nanoparticle (Gd-NM). This multifunctional nanoparticle retains its strong near-IR Fano-resonant optical absorption properties essential for photothermal or other near-IR light-triggered therapy, while simultaneously providing increased T1 contrast in MR imaging by concentrating Gd(III) within the nanoparticle. Measurements of Gd-NM revealed a strongly enhanced T1 relaxivity (r1 ∼ 24 mM-1⋅s-1) even at 4.7 T, substantially surpassing conventional Gd(III) chelating agents (r1 ∼ 3 mM-1⋅s-1 at 4.7 T) currently in clinical use. By varying the thickness of the outer gold layer of the nanoparticle, we show that the observed relaxivities are consistent with Solomon-Bloembergen-Morgan (SBM) theory, which takes into account the longer-range interactions between the encapsulated Gd(III) and the protons of the H2O molecules outside the nanoparticle. This nanoparticle complex and its MRI T1-enhancing properties open the door for future studies on quantitative tracking of therapeutic nanoparticles in vivo, an essential step for optimizing light-induced, nanoparticle-based therapies.


Subject(s)
Contrast Media/chemistry , Gadolinium/chemistry , Gold/chemistry , Magnetic Resonance Imaging/methods , Metal Nanoparticles/chemistry , Models, Theoretical , Animals , Humans
13.
Radiology ; 293(1): 168-173, 2019 10.
Article in English | MEDLINE | ID: mdl-31385757

ABSTRACT

BackgroundA generation of therapies targeting tumor metabolism is becoming available for treating glioma. Hyperpolarized MRI is uniquely suited to directly measure the metabolic effects of these emerging treatments.PurposeTo explore the feasibility of the use of hyperpolarized [1-carbon 13 {13C}]-pyruvate for real-time measurement of metabolism and response to treatment with a glycolytic inhibitor in an orthotopic mouse model of glioma.Materials and MethodsIn this animal study, anatomic MRI and dynamic 13C MR spectroscopy were performed at 7 T during intravenous injection of hyperpolarized [1-13C]-pyruvate on mice with orthotopic U87MG glioma and healthy control mice. Anatomic MRI and dynamic 13C MR spectroscopy were repeated after administration of the glycolytic inhibitor WP1122, a prodrug of 2-deoxy-d-glucose. All experiments were conducted in athymic nude mice between October 2016 and March 2017. Hyperpolarized lactate production was quantified as an apparent reaction rate, or kPL, and normalized lactate ratio (nLac). The Wilcoxon signed-rank test was used to assess changes in paired measures of lactate production before and after treatment.ResultsThirteen 12-16-week-old female mice and five healthy female mice underwent anatomic MRI and hyperpolarized [1-13C]-pyruvate spectroscopy. Large contrast agent-enhanced tumors were shown in mice with glioma at T2-weighted and T1-weighted postcontrast MRI by postimplantation day 40. After treatment with WP1122, a decrease in lactate was observed in mice with glioma (baseline and treatment mean kPL, 0.027 and 0.018 sec-1, respectively, P = .01; baseline and posttreatment mean nLac, 0.28 and 0.22, respectively, P = .01) whereas no significant decrease was observed in healthy control mice (baseline and posttreatment mean kPL, 0.011 and 0.017 sec-1, respectively, P = .91; baseline and posttreatment mean nLac, 0.16 and 0.21, respectively, P = .84).ConclusionHyperpolarized carbon 13 measurements of pyruvate metabolism can provide rapid feedback for monitoring treatment response in glioma.© RSNA, 2019.


Subject(s)
Brain Neoplasms/metabolism , Carbon-13 Magnetic Resonance Spectroscopy/methods , Glioma/metabolism , Glycolysis/drug effects , Animals , Brain/diagnostic imaging , Brain/metabolism , Brain Neoplasms/diagnostic imaging , Disease Models, Animal , Feasibility Studies , Female , Glioma/diagnostic imaging , Mice , Mice, Nude , Pyruvic Acid
14.
Magn Reson Med ; 81(6): 3754-3762, 2019 06.
Article in English | MEDLINE | ID: mdl-30793791

ABSTRACT

PURPOSE: Various excitation strategies have been proposed for dynamic imaging of hyperpolarized agents such as [1-13 C]-pyruvate, but the impact of these strategies on quantitative evaluation of signal evolution remains unclear. To better understand their relative performance, we compared the accuracy and repeatability of measurements made using variable excitation angle strategies and conventional constant excitation angle strategies. METHODS: Signal evolution for constant and variable excitation angle schedules was simulated using a pharmacokinetic model of hyperpolarized pyruvate with 2 chemical pools and 2 physical compartments. Noisy synthetic data were then fit using the same pharmacokinetic model with the apparent chemical exchange term as an unknown, and fit results were compared with simulation parameters to determine accuracy and reproducibility. RESULTS: Constant excitations and a variable excitation strategy that maximizes the HP lactate signal yielded data that supported quantitative analyses with similar accuracy and repeatability. Variable excitation angle strategies that were designed to produce a constant signal level resulted in lower signal and worse quantitative accuracy and repeatability, particularly for longer acquisition times. CONCLUSIONS: These results suggest that either constant excitation angle or variable excitation angles that attempt to maximize total signal, as opposed to maintaining a constant signal level, are preferred for metabolic quantification using hyperpolarized pyruvate.


Subject(s)
Magnetic Resonance Spectroscopy/methods , Pyruvic Acid , Signal Processing, Computer-Assisted , Carbon Isotopes/chemistry , Computer Simulation , Lactic Acid/analysis , Lactic Acid/chemistry , Pyruvic Acid/analysis , Pyruvic Acid/chemistry , Reproducibility of Results
16.
J Neurooncol ; 142(3): 395-407, 2019 May.
Article in English | MEDLINE | ID: mdl-30788681

ABSTRACT

PURPOSE: Medulloblastoma (MB) is the most common malignant brain tumor in children. Recent studies have shown the ability of natural killer (NK) cells to lyse MB cell lines in vitro, but in vivo successes remain elusive and the efficacy and fate of NK cells in vivo remain unknown. METHODS: To address these questions, we injected MB cells into the cerebellum of immunodeficient mice and examined tumor growth at various days after tumor establishment via bioluminescence imaging. NK cells were labeled with a fluorine-19 (19F) MRI probe and subsequently injected either intratumorally or contralaterally to the tumor in the cerebellum and effect on tumor growth was monitored. RESULTS: The 19F probe efficiently labeled the NK cells and exhibited little cytotoxicity. Fluorine-19 MRI confirmed the successful and accurate delivery of the labeled NK cells to the cerebellum of the mice. Administration of 19F-labeled NK cells suppressed MB growth, with the same efficacy as unlabeled cells. Immunohistochemistry confirmed the presence of NK cells within the tumor, which was associated with induction of apoptosis in tumor cells. NK cell migration to the tumor from a distal location as well as activation of apoptosis was also demonstrated by immunohstochemistry. CONCLUSIONS: Our results show that NK cells present a novel opportunity for new strategies in MB treatment. Further, 19F-labeled NK cells can suppress MB growth while enabling 19F MRI to provide imaging feedback that can facilitate study and optimization of therapeutic paradigms.


Subject(s)
Cerebellar Neoplasms/prevention & control , Drug Monitoring/methods , Fluorine Radioisotopes/therapeutic use , Killer Cells, Natural/transplantation , Magnetic Resonance Imaging/methods , Medulloblastoma/prevention & control , Animals , Apoptosis , Cell Proliferation , Cerebellar Neoplasms/immunology , Cerebellar Neoplasms/pathology , Humans , Medulloblastoma/immunology , Medulloblastoma/pathology , Mice , Mice, Inbred NOD , Mice, SCID , Tumor Cells, Cultured , Xenograft Model Antitumor Assays
17.
J Chem Inf Model ; 59(1): 605-614, 2019 01 28.
Article in English | MEDLINE | ID: mdl-30602117

ABSTRACT

Hyperpolarized carbon-13 magnetic resonance (HP-MR) is a new metabolic imaging method the does not use ionizing radiation. Due to the inherent chemical specificity of MR, not only tracer uptake but also downstream metabolism of the agent is detected in a straightforward manner. HP [2-13C] dihydroxyacetone (DHA) is a promising new agent that directly interrogates hepatic glucose metabolism. DHA has three metabolic fates in the liver: glucose production, glycerol production and potential inclusion into triglycerides, and oxidation in the tricarboxylic acid cycle. Each pathway is regulated by flux through multiple enzymes. Using Duhamel's formula, the kinetics of DHA metabolism is modeled, resulting in estimates of specific reaction rate constants. The multiple enzymatic steps that control DHA metabolism make more simplified methods for extracting kinetic data less than satisfactory. The described modeling paradigm effectively identifies changes in metabolism between gluconeogenic and glycogenolytic models of hepatic function.


Subject(s)
Dihydroxyacetone/chemistry , Dihydroxyacetone/pharmacology , Liver/drug effects , Liver/metabolism , Models, Biological , Glucose/metabolism , Kinetics , Magnetic Resonance Spectroscopy
19.
Magn Reson Med ; 79(6): 3239-3248, 2018 06.
Article in English | MEDLINE | ID: mdl-29090487

ABSTRACT

PURPOSE: To explore the effects of noise and error on kinetic analyses of tumor metabolism using hyperpolarized [1-13 C] pyruvate. METHODS: Numerical simulations were performed to systematically investigate the effects of noise, the number of unknowns, and error in kinetic parameter estimates on kinetic analysis of the apparent rate of chemical conversion from hyperpolarized pyruvate to lactate (kPL ). A pharmacokinetic model with two physical and two chemical pools of hyperpolarized spins was used to generate and analyze the synthetic data. RESULTS: The reproducibility of kPL estimates worsened quickly when peak signal-to-noise ratio for hyperpolarized pyruvate was below approximately 20. The accuracy of kPL estimates was most sensitive to errors in high excitation angles, the vascular blood volume fraction (vb ), and the rate of pyruvate extravasation (kve ), and was least sensitive to errors in the T1 of pyruvate. When vb and/or kve were fit as additional unknowns, the accuracy of kPL estimates suffered, and when the vascular input function of pyruvate was also fit, the reproducibility of kPL estimates worsened. CONCLUSIONS: The accuracy and precision of kPL estimates improve substantially for peak signal-to-noise ratio above approximately 20. Accurate estimates of perfusion parameters (combinations of vb , kve , and the pyruvate vascular input function) and transmit calibration at high excitation angles have the greatest effect on the accuracy of kinetic analyses. Magn Reson Med 79:3239-3248, 2018. © 2017 International Society for Magnetic Resonance in Medicine.


Subject(s)
Carbon Isotopes/pharmacokinetics , Image Processing, Computer-Assisted/methods , Magnetic Resonance Imaging/methods , Neoplasms , Pyruvic Acid , Computer Simulation , Humans , Kinetics , Models, Biological , Neoplasms/diagnostic imaging , Neoplasms/metabolism , Pyruvic Acid/analysis , Pyruvic Acid/pharmacokinetics
20.
Radiology ; 285(3): 830-838, 2017 12.
Article in English | MEDLINE | ID: mdl-28707963

ABSTRACT

Purpose To assess in a mouse model whether early or late components of glucose metabolism, exemplified by fluorine 18 (18F) fluorodeoxyglucose (FDG) positron emission tomography (PET) and hyperpolarized carbon 13 (13C)-pyruvate magnetic resonance (MR) spectroscopy, can serve as indicators of response in ovarian cancer to multityrosine kinase inhibitor pazopanib. Materials and Methods In this Animal Care and Use Committee approved study, 17 days after the injection of 2 × 106 human ovarian SKOV3 tumors cells into 14 female nude mice, treatment with vehicle or pazopanib (2.5 mg per mouse peroral every other day) was initiated. Longitudinal T2-weighted MR imaging, dynamic MR spectroscopy of hyperpolarized pyruvate, and 18F-FDG PET/computed tomographic (CT) imaging were performed before treatment, 2 days after treatment, and 2 weeks after treatment. Results Pazopanib inhibited ovarian tumor growth compared with control (0.054 g ± 0.041 vs 0.223 g ± 0.112, respectively; six mice were treated with pazopanib and seven were control mice; P < .05). Significantly higher pyruvate-to-lactate conversion (lactate/pyruvate + lactate ratio) was found 2 days after treatment with pazopanib than before treatment (0.46 ± 0.07 vs 0.31 ± 0.14, respectively; P < .05; six tumors after treatment, seven tumors before treatment). This was not observed with the control group or with 18F-FDG PET/CT imaging. Conclusion The findings suggest that hyperpolarized 13C-pyruvate MR spectroscopy may serve as an early indicator of response to tyrosine kinase (angiogenesis) inhibitors such as pazopanib in ovarian cancer even when 18F-FDG PET/CT does not indicate a response. © RSNA, 2017 Online supplemental material is available for this article.


Subject(s)
Carbon-13 Magnetic Resonance Spectroscopy/methods , Drug Monitoring/methods , Ovarian Neoplasms/diagnostic imaging , Ovarian Neoplasms/drug therapy , Positron Emission Tomography Computed Tomography/methods , Pyrimidines/administration & dosage , Sulfonamides/administration & dosage , Animals , Antineoplastic Agents/administration & dosage , Cell Line, Tumor , Female , Fluorodeoxyglucose F18 , Humans , Indazoles , Magnetic Resonance Imaging/methods , Mice , Mice, Nude , Molecular Imaging/methods , Multimodal Imaging/methods , Outcome Assessment, Health Care/methods , Ovarian Neoplasms/pathology , Protein-Tyrosine Kinases/antagonists & inhibitors , Radiopharmaceuticals , Reproducibility of Results , Sensitivity and Specificity , Treatment Outcome
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