1
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Sunassee ED, Jardim-Perassi BV, Madonna MC, Ordway B, Ramanujam N. Metabolic Imaging as a Tool to Characterize Chemoresistance and Guide Therapy in Triple-Negative Breast Cancer (TNBC). Mol Cancer Res 2023; 21:995-1009. [PMID: 37343066 PMCID: PMC10592445 DOI: 10.1158/1541-7786.mcr-22-1004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 04/07/2023] [Accepted: 06/15/2023] [Indexed: 06/23/2023]
Abstract
After an initial response to chemotherapy, tumor relapse is frequent. This event is reflective of both the spatiotemporal heterogeneities of the tumor microenvironment as well as the evolutionary propensity of cancer cell populations to adapt to variable conditions. Because the cause of this adaptation could be genetic or epigenetic, studying phenotypic properties such as tumor metabolism is useful as it reflects molecular, cellular, and tissue-level dynamics. In triple-negative breast cancer (TNBC), the characteristic metabolic phenotype is a highly fermentative state. However, during treatment, the spatial and temporal dynamics of the metabolic landscape are highly unstable, with surviving populations taking on a variety of metabolic states. Thus, longitudinally imaging tumor metabolism provides a promising approach to inform therapeutic strategies, and to monitor treatment responses to understand and mitigate recurrence. Here we summarize some examples of the metabolic plasticity reported in TNBC following chemotherapy and review the current metabolic imaging techniques available in monitoring chemotherapy responses clinically and preclinically. The ensemble of imaging technologies we describe has distinct attributes that make them uniquely suited for a particular length scale, biological model, and/or features that can be captured. We focus on TNBC to highlight the potential of each of these technological advances in understanding evolution-based therapeutic resistance.
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Affiliation(s)
- Enakshi D. Sunassee
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
| | | | - Megan C. Madonna
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
| | - Bryce Ordway
- Department of Cancer Physiology, Moffitt Cancer Center, Tampa, FL 33612, USA
- Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Nirmala Ramanujam
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
- Department of Pharmacology and Cancer Biology, Duke University Medical Center, Durham, NC 27708, USA
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2
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Yang J, Zhu B, Ran C. The Application of Bio-orthogonality for In Vivo Animal Imaging. CHEMICAL & BIOMEDICAL IMAGING 2023; 1:434-447. [PMID: 37655167 PMCID: PMC10466453 DOI: 10.1021/cbmi.3c00033] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 06/06/2023] [Accepted: 06/08/2023] [Indexed: 09/02/2023]
Abstract
The application of bio-orthogonality has greatly facilitated numerous aspects of biological studies in recent years. In particular, bio-orthogonal chemistry has transformed biological research, including in vitro conjugate chemistry, target identification, and biomedical imaging. In this review, we highlighted examples of bio-orthogonal in vivo imaging published in recent years. We grouped the references into two major categories: bio-orthogonal chemistry-related imaging and in vivo imaging with bio-orthogonal nonconjugated pairing. Lastly, we discussed the challenges and opportunities of bio-orthogonality for in vivo imaging.
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Affiliation(s)
- Jun Yang
- Athinoula
A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital/Harvard Medical School, Room 2301, Building 149, Charlestown, Boston, Massachusetts 02129, United States
| | - Biyue Zhu
- Athinoula
A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital/Harvard Medical School, Room 2301, Building 149, Charlestown, Boston, Massachusetts 02129, United States
| | - Chongzhao Ran
- Athinoula
A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital/Harvard Medical School, Room 2301, Building 149, Charlestown, Boston, Massachusetts 02129, United States
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3
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Guarin DO, Joshi SM, Samoilenko A, Kabir MSH, Hardy EE, Takahashi AM, Ardenkjaer-Larsen JH, Chekmenev EY, Yen YF. Development of Dissolution Dynamic Nuclear Polarization of [ 15 N 3 ]Metronidazole: A Clinically Approved Antibiotic. Angew Chem Int Ed Engl 2023; 62:e202219181. [PMID: 37247411 PMCID: PMC10524734 DOI: 10.1002/anie.202219181] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 05/12/2023] [Accepted: 05/26/2023] [Indexed: 05/31/2023]
Abstract
We report dissolution Dynamic Nuclear Polarization (d-DNP) of [15 N3 ]metronidazole ([15 N3 ]MNZ) for the first time. Metronidazole is a clinically approved antibiotic, which can be potentially employed as a hypoxia-sensing molecular probe using 15 N hyperpolarized (HP) nucleus. The DNP process is very efficient for [15 N3 ]MNZ with an exponential build-up constant of 13.8 min using trityl radical. After dissolution and sample transfer to a nearby 4.7 T Magnetic Resonance Imaging scanner, HP [15 N3 ]MNZ lasted remarkably long with T1 values up to 343 s and 15 N polarizations up to 6.4 %. A time series of HP [15 N3 ]MNZ images was acquired in vitro using a steady state free precession sequence on the 15 NO2 peak. The signal lasted over 13 min with notably long T2 of 20.5 s. HP [15 N3 ]MNZ was injected in the tail vein of a healthy rat, and dynamic spectroscopy was performed over the rat brain. The in vivo HP 15 N signals persisted over 70 s, demonstrating an unprecedented opportunity for in vivo studies.
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Affiliation(s)
- David O Guarin
- Department of Radiology, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, 149 13th St., MA 02129, Charlestown, USA
- Polarize ApS., Asmussens Alle 1, 1808, Frederiksberg, Denmak
| | - Sameer M Joshi
- Department of Chemistry, Integrative Biosciences (Ibio), Karmanos Cancer Institute (KCI), Wayne State University, MI 48202, Detroit, USA
| | - Anna Samoilenko
- Department of Chemistry, Integrative Biosciences (Ibio), Karmanos Cancer Institute (KCI), Wayne State University, MI 48202, Detroit, USA
| | - Mohammad S H Kabir
- Department of Chemistry, Integrative Biosciences (Ibio), Karmanos Cancer Institute (KCI), Wayne State University, MI 48202, Detroit, USA
| | - Erin E Hardy
- Department of Radiology, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, 149 13th St., MA 02129, Charlestown, USA
| | - Atsush M Takahashi
- Department of Brain and Cognitive Sciences, McGovern Institute for Brain Research, Massachusetts Institute of Technology, MA 02139, Cambridge, USA
| | - Jan H Ardenkjaer-Larsen
- Polarize ApS., Asmussens Alle 1, 1808, Frederiksberg, Denmak
- Department of Health Technology, Technical University of Denmark, 348, Ørsteds Pl., 2800, Kongens Lyngby, Denmark
| | - Eduard Y Chekmenev
- Department of Chemistry, Integrative Biosciences (Ibio), Karmanos Cancer Institute (KCI), Wayne State University, MI 48202, Detroit, USA
- Russian Academy of Sciences (RAS), 14 Leninskiy Prospekt, 119991, Moscow, Russia
| | - Yi-Fen Yen
- Department of Radiology, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, 149 13th St., MA 02129, Charlestown, USA
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4
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Zlobina VV, Kiryutin AS, Nikovskiy IA, Artyushin OI, Kozinenko VP, Peregudov AS, Yurkovskaya AV, Novikov VV. Parahydrogen-Induced Hyperpolarization of Unsaturated Phosphoric Acid Derivatives. Int J Mol Sci 2022; 24:ijms24010557. [PMID: 36613997 PMCID: PMC9820518 DOI: 10.3390/ijms24010557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 12/21/2022] [Accepted: 12/27/2022] [Indexed: 12/31/2022] Open
Abstract
Parahydrogen-induced nuclear polarization offers a significant increase in the sensitivity of NMR spectroscopy to create new probes for medical diagnostics by magnetic resonance imaging. As precursors of the biocompatible hyperpolarized probes, unsaturated derivatives of phosphoric acid, propargyl and allyl phosphates, are proposed. The polarization transfer to 1H and 31P nuclei of the products of their hydrogenation by parahydrogen under the ALTADENA and PASADENA conditions, and by the PH-ECHO-INEPT+ pulse sequence of NMR spectroscopy, resulted in a very high signal amplification, which is among the largest for parahydrogen-induced nuclear polarization transfer to the 31P nucleus.
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Affiliation(s)
- Veronika V. Zlobina
- Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilova Str. 28, 119991 Moscow, Russia
- Moscow Institute of Physics and Technology, National Research University, Institutskiy per. 9, 141700 Dolgoprudny, Russia
| | - Alexey S. Kiryutin
- International Tomography Center, Siberian Branch of the Russian Academy of Sciences, Institutskaya Str. 3A, 630090 Novosibirsk, Russia
- Department of Physics, Novosibirsk State University, Pirogova Str. 2, 30090 Novosibirsk, Russia
| | - Igor A. Nikovskiy
- Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilova Str. 28, 119991 Moscow, Russia
| | - Oleg I. Artyushin
- Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilova Str. 28, 119991 Moscow, Russia
| | - Vitaly P. Kozinenko
- International Tomography Center, Siberian Branch of the Russian Academy of Sciences, Institutskaya Str. 3A, 630090 Novosibirsk, Russia
- Department of Physics, Novosibirsk State University, Pirogova Str. 2, 30090 Novosibirsk, Russia
| | - Alexander S. Peregudov
- Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilova Str. 28, 119991 Moscow, Russia
| | - Alexandra V. Yurkovskaya
- International Tomography Center, Siberian Branch of the Russian Academy of Sciences, Institutskaya Str. 3A, 630090 Novosibirsk, Russia
- Department of Physics, Novosibirsk State University, Pirogova Str. 2, 30090 Novosibirsk, Russia
| | - Valentin V. Novikov
- Moscow Institute of Physics and Technology, National Research University, Institutskiy per. 9, 141700 Dolgoprudny, Russia
- BMSTU Center of National Technological Initiative “Digital Material Science: New Material and Substances”, Bauman Moscow State Technical University, 2nd Baumanskaya Str. 5, 105005 Moscow, Russia
- Correspondence:
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5
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Monga S, Valkovič L, Tyler D, Lygate CA, Rider O, Myerson SG, Neubauer S, Mahmod M. Insights Into the Metabolic Aspects of Aortic Stenosis With the Use of Magnetic Resonance Imaging. JACC Cardiovasc Imaging 2022; 15:2112-2126. [PMID: 36481080 PMCID: PMC9722407 DOI: 10.1016/j.jcmg.2022.04.025] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Revised: 02/25/2022] [Accepted: 04/29/2022] [Indexed: 01/13/2023]
Abstract
Pressure overload in aortic stenosis (AS) encompasses both structural and metabolic remodeling and increases the risk of decompensation into heart failure. A major component of metabolic derangement in AS is abnormal cardiac substrate use, with down-regulation of fatty acid oxidation, increased reliance on glucose metabolism, and subsequent myocardial lipid accumulation. These changes are associated with energetic and functional cardiac impairment in AS and can be assessed with the use of cardiac magnetic resonance spectroscopy (MRS). Proton MRS allows the assessment of myocardial triglyceride content and creatine concentration. Phosphorous MRS allows noninvasive in vivo quantification of the phosphocreatine-to-adenosine triphosphate ratio, a measure of cardiac energy status that is reduced in patients with severe AS. This review summarizes the changes to cardiac substrate and high-energy phosphorous metabolism and how they affect cardiac function in AS. The authors focus on the role of MRS to assess these metabolic changes, and potentially guide future (cellular) metabolic therapy in AS.
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Affiliation(s)
- Shveta Monga
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Ladislav Valkovič
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom; Department of Imaging Methods, Institute of Measurement Science, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Damian Tyler
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom; Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, United Kingdom
| | - Craig A Lygate
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom; Wellcome Centre for Human Genetics, Oxford, United Kingdom
| | - Oliver Rider
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Saul G Myerson
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Stefan Neubauer
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Masliza Mahmod
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom.
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6
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Yurista SR, Eder RA, Kwon DH, Farrar CT, Yen YF, Tang WHW, Nguyen CT. Magnetic resonance imaging of cardiac metabolism in heart failure: how far have we come? Eur Heart J Cardiovasc Imaging 2022; 23:1277-1289. [PMID: 35788836 PMCID: PMC10202438 DOI: 10.1093/ehjci/jeac121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Revised: 06/06/2022] [Accepted: 06/10/2022] [Indexed: 11/12/2022] Open
Abstract
As one of the highest energy consumer organs in the body, the heart requires tremendous amount of adenosine triphosphate (ATP) to maintain its continuous mechanical work. Fatty acids, glucose, and ketone bodies are the primary fuel source of the heart to generate ATP with perturbations in ATP generation possibly leading to contractile dysfunction. Cardiac metabolic imaging with magnetic resonance imaging (MRI) plays a crucial role in understanding the dynamic metabolic changes occurring in the failing heart, where the cardiac metabolism is deranged. Also, targeting and quantifying metabolic changes in vivo noninvasively is a promising approach to facilitate diagnosis, determine prognosis, and evaluate therapeutic response. Here, we summarize novel MRI techniques used for detailed investigation of cardiac metabolism in heart failure including magnetic resonance spectroscopy (MRS), hyperpolarized MRS, and chemical exchange saturation transfer based on evidence from preclinical and clinical studies and to discuss the potential clinical application in heart failure.
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Affiliation(s)
- Salva R Yurista
- Cardiovascular Research Center, Corrigan Minehan Heart Center, Massachusetts General Hospital, Harvard Medical School, 149 13th St, Charlestown, MA 02129, USA
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School, 149 13th St, Charlestown, MA 02129, USA
| | - Robert A Eder
- Cardiovascular Research Center, Corrigan Minehan Heart Center, Massachusetts General Hospital, Harvard Medical School, 149 13th St, Charlestown, MA 02129, USA
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School, 149 13th St, Charlestown, MA 02129, USA
| | - Deborah H Kwon
- Department of Cardiovascular Medicine, Heart, Vascular, and Thoracic Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, USA
| | - Christian T Farrar
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School, 149 13th St, Charlestown, MA 02129, USA
| | - Yi Fen Yen
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School, 149 13th St, Charlestown, MA 02129, USA
| | - W H Wilson Tang
- Department of Cardiovascular Medicine, Heart, Vascular, and Thoracic Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, USA
| | - Christopher T Nguyen
- Cardiovascular Research Center, Corrigan Minehan Heart Center, Massachusetts General Hospital, Harvard Medical School, 149 13th St, Charlestown, MA 02129, USA
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School, 149 13th St, Charlestown, MA 02129, USA
- Division of Health Science Technology, Harvard-Massachusetts Institute of Technology, 77 Massachusetts Ave, Cambridge, MA 02139, USA
- Cardiovascular Innovation Research Center, Heart, Vascular, and Thoracic Institute, Cleveland Clinic, Cleveland, 9500 Euclid Avenue, Cleveland, OH 44195, USA
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7
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Abstract
Major advances in biomedical imaging have occurred over the last 2 decades and now allow many physiological, cellular, and molecular processes to be imaged noninvasively in small animal models of cardiovascular disease. Many of these techniques can be also used in humans, providing pathophysiological context and helping to define the clinical relevance of the model. Ultrasound remains the most widely used approach, and dedicated high-frequency systems can obtain extremely detailed images in mice. Likewise, dedicated small animal tomographic systems have been developed for magnetic resonance, positron emission tomography, fluorescence imaging, and computed tomography in mice. In this article, we review the use of ultrasound and positron emission tomography in small animal models, as well as emerging contrast mechanisms in magnetic resonance such as diffusion tensor imaging, hyperpolarized magnetic resonance, chemical exchange saturation transfer imaging, magnetic resonance elastography and strain, arterial spin labeling, and molecular imaging.
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Affiliation(s)
- David E Sosnovik
- Cardiology Division, Cardiovascular Research Center (D.E.S.), Massachusetts General Hospital and Harvard Medical School, Boston.,A.A. Martinos Center for Biomedical Imaging (D.E.S.), Massachusetts General Hospital and Harvard Medical School, Boston.,Harvard-MIT Program in Health Sciences and Technology, Harvard Medical School and Massachusetts Institute of Technology, Cambridge (D.E.S.)
| | - Marielle Scherrer-Crosbie
- Cardiology Division, Hospital of the University of Pennsylvania and Perelman School of Medicine, Philadelphia (M.S.-C)
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8
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Lin Q, Yang Y, Shao Z. Non-metallic T2-MRI agents based on conjugated polymers. Nat Commun 2022; 13:1994. [PMID: 35422068 PMCID: PMC9010432 DOI: 10.1038/s41467-022-29569-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Accepted: 03/16/2022] [Indexed: 01/18/2023] Open
Abstract
Developing non-metallic contrast agents of clinically applied magnetic resonance imaging (MRI) is an alternative strategy to reduce the toxicity of heavy metal elements in current MRI agents. These non-metallic MRI agents usually generate contrasts by unpaired electrons, which are prone to be deactivated by in vivo radical scavenging pathways. Since the unpaired electrons in conjugated polymers exhibit satisfying stability for in vivo imaging, developing conjugated polymers based MRI agents may solve the in vivo stability problem of current non-metallic agents. However, MRI-active properties have not been reported in existing conjugated polymers yet. Herein we report on MRI-active conjugated polymer nanoparticles based on polypyrrole (PPy), which can be used for in vivo imaging. Our method not only introduce a kind of non-metallic MRI agents but extends the applications of conjugated polymers from optical imagings to MRI. The toxicity of heavy metals for MRI contrast agents is an issue. Here, the authors report on the development of conjugated polymers nanoparticles based on paramagnetic polypyrrole to generate T2 MRI contrast effects by changing the interactions between polarons and water protons.
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9
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Cadour F, Thuny F, Sourdon J. New Insights in Early Detection of Anticancer Drug-Related Cardiotoxicity Using Perfusion and Metabolic Imaging. Front Cardiovasc Med 2022; 9:813883. [PMID: 35198613 PMCID: PMC8858802 DOI: 10.3389/fcvm.2022.813883] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Accepted: 01/06/2022] [Indexed: 12/16/2022] Open
Abstract
Cardio-oncology requires a good knowledge of the cardiotoxicity of anticancer drugs, their mechanisms, and their diagnosis for better management. Anthracyclines, anti-vascular endothelial growth factor (VEGF), alkylating agents, antimetabolites, anti-human epidermal growth factor receptor (HER), and receptor tyrosine kinase inhibitors (RTKi) are therapeutics whose cardiotoxicity involves several mechanisms at the cellular and subcellular levels. Current guidelines for anticancer drugs cardiotoxicity are essentially based on monitoring left ventricle ejection fraction (LVEF). However, knowledge of microvascular and metabolic dysfunction allows for better imaging assessment before overt LVEF impairment. Early detection of anticancer drug-related cardiotoxicity would therefore advance the prevention and patient care. In this review, we provide a comprehensive overview of the cardiotoxic effects of anticancer drugs and describe myocardial perfusion, metabolic, and mitochondrial function imaging approaches to detect them before over LVEF impairment.
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Affiliation(s)
- Farah Cadour
- Aix-Marseille Université, CNRS, CRMBM, Marseille, France
- APHM, Hôpital Universitaire Timone, CEMEREM, Marseille, France
| | - Franck Thuny
- Aix-Marseille University, University Mediterranean Center of Cardio-Oncology, Unit of Heart Failure and Valvular Heart Diseases, Department of Cardiology, North Hospital, Assistance Publique - Hôpitaux de Marseille, Centre for CardioVascular and Nutrition Research (C2VN), Inserm 1263, Inrae 1260, Marseille, France
| | - Joevin Sourdon
- Aix-Marseille Université, CNRS, CRMBM, Marseille, France
- APHM, Hôpital Universitaire Timone, CEMEREM, Marseille, France
- *Correspondence: Joevin Sourdon
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10
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Bech SK, Qi H, Mariager CØ, Hansen ESS, Ilicak E, Zöllner FG, Laustsen C. The number of glomeruli and pyruvate metabolism is not strongly coupled in the healthy rat kidney. Magn Reson Med 2021; 87:896-903. [PMID: 34554602 DOI: 10.1002/mrm.29025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 08/23/2021] [Accepted: 09/07/2021] [Indexed: 11/10/2022]
Abstract
PURPOSE The number of glomeruli is different in men and women, as they also present different prevalence and progression of chronic kidney disease. A recent study has demonstrated a potential difference in renal metabolism between sexes, and a potential explanation could be the differences in glomeruli number. This study investigates the potential correlation between glomerular number and pyruvate metabolism in healthy kidneys. METHODS This study is an experimental study with rats (N = 12). We used cationized-ferritin MRI to visualize and count glomeruli and hyperpolarized [1-13 C]pyruvate to map the metabolism. Dynamic contrast-enhanced MRI was used to analyze kidney hemodynamics using gadolinium tracer. RESULTS Data showed no or subtle correlation between the number of glomeruli and the pyruvate metabolism. Minor differences were observed in the number of glomeruli (female = 24,509 vs. male = 26 350; p = .16), renal plasma flow (female = 606.6 vs. male= 455.7 ml/min/100 g; p = .18), and volume of distribution (female = 87.44 vs. male = 76.61 ml/100 ml; p = .54) between sexes. Mean transit time was significantly prolonged in males compared with females (female = 8.868 s vs. male = 10.63 s; p = .04). CONCLUSION No strong statistically significant correlation between the number of glomeruli and the pyruvate metabolism was found in healthy rat kidneys.
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Affiliation(s)
- Sabrina Kahina Bech
- MR Research Center, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Haiyun Qi
- MR Research Center, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | | | | | - Efe Ilicak
- Computer Assisted Clinical Medicine, Mannheim Institute for Intelligent Systems in Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Frank G Zöllner
- Computer Assisted Clinical Medicine, Mannheim Institute for Intelligent Systems in Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.,Cooperative Core Facility Animal Scanner ZI, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Christoffer Laustsen
- MR Research Center, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
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11
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Characterization of Distinctive In Vivo Metabolism between Enhancing and Non-Enhancing Gliomas Using Hyperpolarized Carbon-13 MRI. Metabolites 2021; 11:metabo11080504. [PMID: 34436445 PMCID: PMC8398100 DOI: 10.3390/metabo11080504] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Revised: 07/26/2021] [Accepted: 07/28/2021] [Indexed: 11/17/2022] Open
Abstract
The development of hyperpolarized carbon-13 (13C) metabolic MRI has enabled the sensitive and noninvasive assessment of real-time in vivo metabolism in tumors. Although several studies have explored the feasibility of using hyperpolarized 13C metabolic imaging for neuro-oncology applications, most of these studies utilized high-grade enhancing tumors, and little is known about hyperpolarized 13C metabolic features of a non-enhancing tumor. In this study, 13C MR spectroscopic imaging with hyperpolarized [1-13C]pyruvate was applied for the differential characterization of metabolic profiles between enhancing and non-enhancing gliomas using rodent models of glioblastoma and a diffuse midline glioma. Distinct metabolic profiles were found between the enhancing and non-enhancing tumors, as well as their contralateral normal-appearing brain tissues. The preliminary results from this study suggest that the characterization of metabolic patterns from hyperpolarized 13C imaging between non-enhancing and enhancing tumors may be beneficial not only for understanding distinct metabolic features between the two lesions, but also for providing a basis for understanding 13C metabolic processes in ongoing clinical trials with neuro-oncology patients using this technology.
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12
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Vaeggemose M, F. Schulte R, Laustsen C. Comprehensive Literature Review of Hyperpolarized Carbon-13 MRI: The Road to Clinical Application. Metabolites 2021; 11:metabo11040219. [PMID: 33916803 PMCID: PMC8067176 DOI: 10.3390/metabo11040219] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 03/31/2021] [Accepted: 04/01/2021] [Indexed: 01/02/2023] Open
Abstract
This review provides a comprehensive assessment of the development of hyperpolarized (HP) carbon-13 metabolic MRI from the early days to the present with a focus on clinical applications. The status and upcoming challenges of translating HP carbon-13 into clinical application are reviewed, along with the complexity, technical advancements, and future directions. The road to clinical application is discussed regarding clinical needs and technological advancements, highlighting the most recent successes of metabolic imaging with hyperpolarized carbon-13 MRI. Given the current state of hyperpolarized carbon-13 MRI, the conclusion of this review is that the workflow for hyperpolarized carbon-13 MRI is the limiting factor.
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Affiliation(s)
- Michael Vaeggemose
- GE Healthcare, 2605 Brondby, Denmark;
- MR Research Centre, Department of Clinical Medicine, Aarhus University, 8000 Aarhus, Denmark
| | | | - Christoffer Laustsen
- MR Research Centre, Department of Clinical Medicine, Aarhus University, 8000 Aarhus, Denmark
- Correspondence:
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13
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Anderson S, Grist JT, Lewis A, Tyler DJ. Hyperpolarized 13 C magnetic resonance imaging for noninvasive assessment of tissue inflammation. NMR IN BIOMEDICINE 2021; 34:e4460. [PMID: 33291188 PMCID: PMC7900961 DOI: 10.1002/nbm.4460] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Revised: 10/22/2020] [Accepted: 11/23/2020] [Indexed: 05/03/2023]
Abstract
Inflammation is a central mechanism underlying numerous diseases and incorporates multiple known and potential future therapeutic targets. However, progress in developing novel immunomodulatory therapies has been slowed by a need for improvement in noninvasive biomarkers to accurately monitor the initiation, development and resolution of immune responses as well as their response to therapies. Hyperpolarized magnetic resonance imaging (MRI) is an emerging molecular imaging technique with the potential to assess immune cell responses by exploiting characteristic metabolic reprogramming in activated immune cells to support their function. Using specific metabolic tracers, hyperpolarized MRI can be used to produce detailed images of tissues producing lactate, a key metabolic signature in activated immune cells. This method has the potential to further our understanding of inflammatory processes across different diseases in human subjects as well as in preclinical models. This review discusses the application of hyperpolarized MRI to the imaging of inflammation, as well as the progress made towards the clinical translation of this emerging technique.
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Affiliation(s)
- Stephanie Anderson
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
| | - James T. Grist
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
- Division of Cardiovascular Medicine, Radcliffe Department of MedicineUniversity of OxfordOxfordUK
- Department of Radiology, The Churchill HospitalOxford University Hospitals TrustHeadingtonUK
| | - Andrew Lewis
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
- Division of Cardiovascular Medicine, Radcliffe Department of MedicineUniversity of OxfordOxfordUK
| | - Damian J. Tyler
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
- Division of Cardiovascular Medicine, Radcliffe Department of MedicineUniversity of OxfordOxfordUK
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14
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Dwork N, Gordon JW, Tang S, O'Connor D, Hansen ESS, Laustsen C, Larson PEZ. Di-chromatic interpolation of magnetic resonance metabolic images. MAGMA (NEW YORK, N.Y.) 2021; 34:57-72. [PMID: 33502669 DOI: 10.1007/s10334-020-00903-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Revised: 12/10/2020] [Accepted: 12/15/2020] [Indexed: 01/12/2023]
Abstract
OBJECTIVE Magnetic resonance imaging with hyperpolarized contrast agents can provide unprecedented in vivo measurements of metabolism, but yields images that are lower resolution than that achieved with proton anatomical imaging. In order to spatially localize the metabolic activity, the metabolic image must be interpolated to the size of the proton image. The most common methods for choosing the unknown values rely exclusively on values of the original uninterpolated image. METHODS In this work, we present an alternative method that uses the higher-resolution proton image to provide additional spatial structure. The interpolated image is the result of a convex optimization algorithm which is solved with the fast iterative shrinkage threshold algorithm (FISTA). RESULTS Results are shown with images of hyperpolarized pyruvate, lactate, and bicarbonate using data of the heart and brain from healthy human volunteers, a healthy porcine heart, and a human with prostate cancer.
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Affiliation(s)
- Nicholas Dwork
- Department of Radiology and Biomedical Imaging, University of California in San Francisco, San Francisco, USA.
| | - Jeremy W Gordon
- Department of Radiology and Biomedical Imaging, University of California in San Francisco, San Francisco, USA
| | - Shuyu Tang
- Department of Radiology and Biomedical Imaging, University of California in San Francisco, San Francisco, USA
| | - Daniel O'Connor
- Department of Mathematics and Statistics, University of San Francisco, San Francisco, USA
| | | | | | - Peder E Z Larson
- Department of Radiology and Biomedical Imaging, University of California in San Francisco, San Francisco, USA
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15
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Abstract
The heart has the highest energy demands per gram of any organ in the body and energy metabolism fuels normal contractile function. Metabolic inflexibility and impairment of myocardial energetics occur with several common cardiac diseases, including ischemia and heart failure. This review explores several decades of innovation in cardiac magnetic resonance spectroscopy modalities and their use to noninvasively identify and quantify metabolic derangements in the normal, failing, and diseased heart. The implications of this noninvasive modality for predicting significant clinical outcomes and guiding future investigation and therapies to improve patient care are discussed.
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16
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Functional characterization of human brown adipose tissue metabolism. Biochem J 2020; 477:1261-1286. [PMID: 32271883 DOI: 10.1042/bcj20190464] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Revised: 03/13/2020] [Accepted: 03/16/2020] [Indexed: 02/07/2023]
Abstract
Brown adipose tissue (BAT) has long been described according to its histological features as a multilocular, lipid-containing tissue, light brown in color, that is also responsive to the cold and found especially in hibernating mammals and human infants. Its presence in both hibernators and human infants, combined with its function as a heat-generating organ, raised many questions about its role in humans. Early characterizations of the tissue in humans focused on its progressive atrophy with age and its apparent importance for cold-exposed workers. However, the use of positron emission tomography (PET) with the glucose tracer [18F]fluorodeoxyglucose ([18F]FDG) made it possible to begin characterizing the possible function of BAT in adult humans, and whether it could play a role in the prevention or treatment of obesity and type 2 diabetes (T2D). This review focuses on the in vivo functional characterization of human BAT, the methodological approaches applied to examine these features and addresses critical gaps that remain in moving the field forward. Specifically, we describe the anatomical and biomolecular features of human BAT, the modalities and applications of non-invasive tools such as PET and magnetic resonance imaging coupled with spectroscopy (MRI/MRS) to study BAT morphology and function in vivo, and finally describe the functional characteristics of human BAT that have only been possible through the development and application of such tools.
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17
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Abstract
Current cardiovascular magnetic resonance imaging techniques provide an exquisite assessment of the structure and function of the heart and great vessels, but their ability to assess the molecular processes that underpin changes in cardiac function in health and disease is limited by inherent insensitivity. Hyperpolarized magnetic resonance is a new technology which overcomes this limitation, generating molecular contrast agents with an improvement in magnetic resonance signal of up to five orders of magnitude. One key molecule, hyperpolarized [1-13C]pyruvate, shows particular promise for the assessment of cardiac energy metabolism and other fundamental biological processes in cardiovascular disease. This molecule has numerous potential applications of clinical relevance and has now been translated to human use in early clinical studies. This review outlines the principles of hyperpolarized magnetic resonance and key potential cardiovascular applications for this new technology. Finally, we provide an overview of the pipeline for forthcoming hyperpolarized agents and their potential applications in cardiovascular disease.
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18
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van Erp AC, Qi H, Jespersen NR, Hjortbak MV, Ottens PJ, Wiersema‐Buist J, Nørregaard R, Pedersen M, Laustsen C, Leuvenink HGD, Jespersen B. Organ-specific metabolic profiles of the liver and kidney during brain death and afterwards during normothermic machine perfusion of the kidney. Am J Transplant 2020; 20:2425-2436. [PMID: 32282984 PMCID: PMC7496945 DOI: 10.1111/ajt.15885] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2019] [Revised: 03/05/2020] [Accepted: 03/05/2020] [Indexed: 02/06/2023]
Abstract
We investigated metabolic changes during brain death (BD) using hyperpolarized magnetic resonance (MR) spectroscopy and ex vivo graft glucose metabolism during normothermic isolated perfused kidney (IPK) machine perfusion. BD was induced in mechanically ventilated rats by inflation of an epidurally placed catheter; sham-operated rats served as controls. Hyperpolarized [1-13 C]pyruvate MR spectroscopy was performed to quantify pyruvate metabolism in the liver and kidneys at 3 time points during BD, preceded by injecting hyperpolarized[1-13 C]pyruvate. Following BD, glucose oxidation was measured using tritium-labeled glucose (d-6-3H-glucose) during IPK reperfusion. Quantitative polymerase chain reaction and biochemistry were performed on tissue/plasma. Immediately following BD induction, lactate increased in both organs (liver: eµd 0.21, 95% confidence interval [CI] [-0.27, -0.15]; kidney: eµd 0.26, 95% CI [-0.40, -0.12]. After 4 hours of BD, alanine production decreased in the kidney (eµd 0.14, 95% CI [0.03, 0.25], P < .05). Hepatic lactate and alanine profiles were significantly different throughout the experiment between groups (P < .01). During IPK perfusion, renal glucose oxidation was reduced following BD vs sham animals (eµd 0.012, 95% CI [0.004, 0.03], P < .001). No differences in enzyme activities were found. Renal gene expression of lactate-transporter MCT4 increased following BD (P < .01). In conclusion, metabolic processes during BD can be visualized in vivo using hyperpolarized magnetic resonance imaging and with glucose oxidation during ex vivo renal machine perfusion. These techniques can detect differences in the metabolic profiles of the liver and kidney following BD.
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Affiliation(s)
- Anne C. van Erp
- University of GroningenUniversity Medical Center GroningenDepartment of surgeryGroningenthe Netherlands
| | - Haiyun Qi
- MR Research Center, Department of Clinical MedicineAarhus UniversityAarhusDenmark
| | | | | | - Petra J. Ottens
- University of GroningenUniversity Medical Center GroningenDepartment of surgeryGroningenthe Netherlands
| | - Janneke Wiersema‐Buist
- University of GroningenUniversity Medical Center GroningenDepartment of surgeryGroningenthe Netherlands
| | | | | | - Christoffer Laustsen
- MR Research Center, Department of Clinical MedicineAarhus UniversityAarhusDenmark
| | - Henri G. D. Leuvenink
- University of GroningenUniversity Medical Center GroningenDepartment of surgeryGroningenthe Netherlands
| | - Bente Jespersen
- Department of Clinical MedicineAarhus UniversityAarhusDenmark,Department of Renal MedicineAarhus University HospitalAarhusDenmark
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19
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Mahar R, Donabedian PL, Merritt ME. HDO production from [ 2H 7]glucose Quantitatively Identifies Warburg Metabolism. Sci Rep 2020; 10:8885. [PMID: 32483190 PMCID: PMC7264272 DOI: 10.1038/s41598-020-65839-8] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2020] [Accepted: 05/07/2020] [Indexed: 12/16/2022] Open
Abstract
Increased glucose uptake and aerobic glycolysis are striking features of many cancers. These features have led to many techniques for screening and diagnosis, but many are expensive, less feasible or have harmful side-effects. Here, we report a sensitive 1H/2H NMR method to measure the kinetics of lactate isotopomer and HDO production using a deuterated tracer. To test this hypothesis, HUH-7 hepatocellular carcinoma and AML12 normal hepatocytes were incubated with [2H7]glucose. 1H/2H NMR data were recorded for cell media as a function of incubation time. The efflux rate of lactate-CH3, lactate-CH2D and lactate-CHD2 was calculated as 0.0033, 0.0071, and 0.0.012 µmol/106cells/min respectively. Differential production of lactate isotopomers was due to deuterium loss during glycolysis. Glucose uptake and HDO production by HUH-7 cells showed a strong correlation, indicating that monitoring the HDO production could be a diagnostic feature in cancers. Deuterium mass balance of [2H7]glucose uptake to 2H-lactate and HDO production is quantitatively matched, suggesting increasing HDO signal could be used to diagnose Warburg (cancer) metabolism. Measuring the kinetics of lactate isotopomer and HDO production by 1H and 2H MR respectively are highly sensitive. Increased T1 of 2H-lactate isotopomers indicates inversion/saturation recovery methods may be a simple means of generating metabolism-based contrast.
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Affiliation(s)
- Rohit Mahar
- Department of Biochemistry and Molecular Biology, College of Medicine, University of Florida, Gainesville, FL, 32610, USA
| | - Patrick L Donabedian
- Department of Biochemistry and Molecular Biology, College of Medicine, University of Florida, Gainesville, FL, 32610, USA
| | - Matthew E Merritt
- Department of Biochemistry and Molecular Biology, College of Medicine, University of Florida, Gainesville, FL, 32610, USA.
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20
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Topping GJ, Hundshammer C, Nagel L, Grashei M, Aigner M, Skinner JG, Schulte RF, Schilling F. Acquisition strategies for spatially resolved magnetic resonance detection of hyperpolarized nuclei. MAGMA (NEW YORK, N.Y.) 2020; 33:221-256. [PMID: 31811491 PMCID: PMC7109201 DOI: 10.1007/s10334-019-00807-6] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Revised: 10/08/2019] [Accepted: 11/21/2019] [Indexed: 12/13/2022]
Abstract
Hyperpolarization is an emerging method in magnetic resonance imaging that allows nuclear spin polarization of gases or liquids to be temporarily enhanced by up to five or six orders of magnitude at clinically relevant field strengths and administered at high concentration to a subject at the time of measurement. This transient gain in signal has enabled the non-invasive detection and imaging of gas ventilation and diffusion in the lungs, perfusion in blood vessels and tissues, and metabolic conversion in cells, animals, and patients. The rapid development of this method is based on advances in polarizer technology, the availability of suitable probe isotopes and molecules, improved MRI hardware and pulse sequence development. Acquisition strategies for hyperpolarized nuclei are not yet standardized and are set up individually at most sites depending on the specific requirements of the probe, the object of interest, and the MRI hardware. This review provides a detailed introduction to spatially resolved detection of hyperpolarized nuclei and summarizes novel and previously established acquisition strategies for different key areas of application.
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Affiliation(s)
- Geoffrey J Topping
- Department of Nuclear Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Christian Hundshammer
- Department of Nuclear Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Luca Nagel
- Department of Nuclear Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Martin Grashei
- Department of Nuclear Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Maximilian Aigner
- Department of Nuclear Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Jason G Skinner
- Department of Nuclear Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | | | - Franz Schilling
- Department of Nuclear Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.
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21
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Tombari RJ, Saunders CM, Wu CY, Dunlap LE, Tantillo DJ, Olson DE. Ex Vivo Analysis of Tryptophan Metabolism Using 19F NMR. ACS Chem Biol 2019; 14:1866-1873. [PMID: 31449387 DOI: 10.1021/acschembio.9b00548] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Tryptophan, an essential amino acid, is metabolized into a variety of small molecules capable of impacting human physiology, and aberrant tryptophan metabolism has been linked to a number of diseases. There are three principal routes by which tryptophan is degraded, and thus methods for measuring metabolic flux through these pathways can be used to understand the factors that perturb tryptophan metabolism and potentially to measure disease biomarkers. Here, we describe a method utilizing 6-fluorotryptophan as a probe for detecting tryptophan metabolites in ex vivo tissue samples via 19F nuclear magnetic resonance. As a proof of concept, we demonstrate that 6-fluorotryptophan can be used to measure changes in tryptophan metabolism resulting from antibiotic-induced changes in gut microbiota composition. Taken together, we describe a general strategy for monitoring amino acid metabolism using 19F nuclear magnetic resonance that is operationally simple and does not require chromatographic separation of metabolites.
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Affiliation(s)
- Robert J. Tombari
- Department of Chemistry, University of California, Davis, Davis, California 95616, United States
| | - Carla M. Saunders
- Department of Chemistry, University of California, Davis, Davis, California 95616, United States
| | - Chun-Yi Wu
- Bioanalysis and Pharmacokinetics Core Facility, University of California, Davis, Sacramento, California 95817, United States
| | - Lee E. Dunlap
- Department of Chemistry, University of California, Davis, Davis, California 95616, United States
| | - Dean J. Tantillo
- Department of Chemistry, University of California, Davis, Davis, California 95616, United States
| | - David E. Olson
- Department of Chemistry, University of California, Davis, Davis, California 95616, United States
- Department of Biochemistry & Molecular Medicine, School of Medicine, University of California, Davis, Sacramento, California 95817, United States
- Center for Neuroscience, University of California, Davis, Davis, California 95616, United States
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22
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Marasini R, Thanh Nguyen TD, Aryal S. Integration of gadolinium in nanostructure for contrast enhanced-magnetic resonance imaging. WILEY INTERDISCIPLINARY REVIEWS-NANOMEDICINE AND NANOBIOTECHNOLOGY 2019; 12:e1580. [PMID: 31486295 DOI: 10.1002/wnan.1580] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 07/18/2019] [Accepted: 07/24/2019] [Indexed: 01/10/2023]
Abstract
Magnetic resonance imaging (MRI) is a routinely used imaging technique in medical diagnostics, which is further enhanced with the use of contrast agents (CAs). The most commonly used CAs are gadolinium-based contrast agents (GBCAs), in which gadolinium (Gd) is chelated with organic chelating agents (linear or cyclic). However, the use of GBCA is related to toxic side effect due to the release of free Gd3+ ions from the chelating agents. The repeated use of GBCAs has led to Gd deposition in various major organs including bone, brain, and kidneys. As a result, the use of GBCA has been linked to the development of nephrogenic systemic fibrosis (NSF). Due to the GBCA associated toxicities, some clinically approved GBCAs have been limited or revoked recently. Therefore, there is an urgent need for the development of new strategies to chelate and stabilize Gd3+ ions for contrast enhancement, safety profile, and selective imaging of a pathological site. Toward this endeavor, GBCAs have been engineered using different nanoparticulate systems to improve their stability, biocompatibility, and pharmacokinetics. Throughout this review, some of the important strategies for engineering small molecular Gd3+ chelates into a nanoconstruct is discussed. We focus on the development of GBCAs as liposomes, mesoporous silica nanoparticles (MSNs), polymeric nanocarriers, and plasmonic nanoparticles-based design strategies to improve safety and contrast enhancement for contrast enhanced-magnetic resonance imaging (Ce-MRI). We also discuss the in-vitro/in-vivo properties of strategically designed nanoscale MRI CAs, its potentials, and limitations. This article is categorized under: Diagnostic Tools > in vivo Nanodiagnostics and Imaging Diagnostic Tools > Diagnostic Nanodevices Toxicology and Regulatory Issues in Nanomedicine > Toxicology of Nanomaterials.
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Affiliation(s)
- Ramesh Marasini
- Department of Chemistry, Kansas State University, Manhattan, Kansas.,Nanotechnology Innovation Center of Kansas State (NICKS), Department of Anatomy and Physiology, Kansas State University, Manhattan, Kansas
| | - Tuyen Duong Thanh Nguyen
- Department of Chemistry, Kansas State University, Manhattan, Kansas.,Nanotechnology Innovation Center of Kansas State (NICKS), Department of Anatomy and Physiology, Kansas State University, Manhattan, Kansas
| | - Santosh Aryal
- Department of Chemistry, Kansas State University, Manhattan, Kansas.,Nanotechnology Innovation Center of Kansas State (NICKS), Department of Anatomy and Physiology, Kansas State University, Manhattan, Kansas
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23
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Hansen RB, Sánchez‐Heredia JD, Bøgh N, Hansen ESS, Laustsen C, Hanson LG, Ardenkjær‐Larsen JH. Coil profile estimation strategies for parallel imaging with hyperpolarized
13
C MRI. Magn Reson Med 2019; 82:2104-2117. [DOI: 10.1002/mrm.27892] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Revised: 06/12/2019] [Accepted: 06/13/2019] [Indexed: 01/16/2023]
Affiliation(s)
- Rie B. Hansen
- Department of Health Technology Technical University of Denmark Kongens Lyngby Denmark
| | | | - Nikolaj Bøgh
- MR Research Centre Aarhus University Aarhus Denmark
| | | | | | - Lars G. Hanson
- Department of Health Technology Technical University of Denmark Kongens Lyngby Denmark
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research Copenhagen University Hospital Hvidovre Copenhagen Denmark
| | - Jan H. Ardenkjær‐Larsen
- Department of Health Technology Technical University of Denmark Kongens Lyngby Denmark
- GE Healthcare Brøndby Denmark
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24
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Le Page LM, Rider OJ, Lewis AJ, Noden V, Kerr M, Giles L, Ambrose LJ, Ball V, Mansor L, Heather LC, Tyler DJ. Assessing the effect of hypoxia on cardiac metabolism using hyperpolarized 13 C magnetic resonance spectroscopy. NMR IN BIOMEDICINE 2019; 32:e4099. [PMID: 31090979 PMCID: PMC6619452 DOI: 10.1002/nbm.4099] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2018] [Revised: 02/14/2019] [Accepted: 03/06/2019] [Indexed: 05/03/2023]
Abstract
Hypoxia plays a role in many diseases and can have a wide range of effects on cardiac metabolism depending on the extent of the hypoxic insult. Noninvasive imaging methods could shed valuable light on the metabolic effects of hypoxia on the heart in vivo. Hyperpolarized carbon-13 magnetic resonance spectroscopy (HP 13 C MRS) in particular is an exciting technique for imaging metabolism that could provide such information. The aim of our work was, therefore, to establish whether hyperpolarized 13 C MRS can be used to assess the in vivo heart's metabolism of pyruvate in response to systemic acute and chronic hypoxic exposure. Groups of healthy male Wistar rats were exposed to either acute (30 minutes), 1 week or 3 weeks of hypoxia. In vivo MRS of hyperpolarized [1-13 C] pyruvate was carried out along with assessments of physiological parameters and ejection fraction. Hematocrit was elevated after 1 week and 3 weeks of hypoxia. 30 minutes of hypoxia resulted in a significant reduction in pyruvate dehydrogenase (PDH) flux, whereas 1 or 3 weeks of hypoxia resulted in a PDH flux that was not different to normoxic animals. Conversion of hyperpolarized [1-13 C] pyruvate into [1-13 C] lactate was elevated following acute hypoxia, suggestive of enhanced anaerobic glycolysis. Elevated HP pyruvate to lactate conversion was also seen at the one week timepoint, in concert with an increase in lactate dehydrogenase (LDH) expression. Following three weeks of hypoxic exposure, cardiac metabolism of pyruvate was comparable with that observed in normoxia. We have successfully visualized the effects of systemic hypoxia on cardiac metabolism of pyruvate using hyperpolarized 13 C MRS, with differences observed following 30 minutes and 1 week of hypoxia. This demonstrates the potential of in vivo hyperpolarized 13 C MRS data for assessing the cardiometabolic effects of hypoxia in disease.
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Affiliation(s)
- Lydia M. Le Page
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
- Department of Physical Therapy and Rehabilitation ScienceUniversity of CaliforniaSan FranciscoSan FranciscoUSA
- Department of Radiology and Biomedical ImagingUniversity of CaliforniaSan FranciscoSan FranciscoUSA
| | - Oliver J. Rider
- Oxford Centre for Clinical Magnetic Resonance Research, Division of Cardiovascular MedicineUniversity of OxfordOxfordUK
| | - Andrew J. Lewis
- Oxford Centre for Clinical Magnetic Resonance Research, Division of Cardiovascular MedicineUniversity of OxfordOxfordUK
| | - Victoria Noden
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
| | - Matthew Kerr
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
| | - Lucia Giles
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
| | - Lucy J.A. Ambrose
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
| | - Vicky Ball
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
| | - Latt Mansor
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
| | - Lisa C. Heather
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
| | - Damian J. Tyler
- Department of Physiology, Anatomy and GeneticsUniversity of OxfordOxfordUK
- Oxford Centre for Clinical Magnetic Resonance Research, Division of Cardiovascular MedicineUniversity of OxfordOxfordUK
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25
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Cho A, Eskandari R, Granlund KL, Keshari KR. Hyperpolarized [6- 13C, 15N 3]-Arginine as a Probe for in Vivo Arginase Activity. ACS Chem Biol 2019; 14:665-673. [PMID: 30893552 DOI: 10.1021/acschembio.8b01044] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Alterations in arginase enzyme expression are linked with various diseases and have been shown to support disease progression, thus motivating the development of an imaging probe for this enzymatic target. 13C-enriched arginine can be used as a hyperpolarized (HP) magnetic resonance (MR) probe for arginase flux since the arginine carbon-6 resonance (157 ppm) is converted to urea (163 ppm) following arginase-catalyzed hydrolysis. However, scalar relaxation from adjacent 14N-nuclei shortens cabon-6 T 1 and T 2 times, yielding poor spectral properties. To address these limitations, we report the synthesis of [6-13C,15N3]-arginine and demonstrate that 15N-enrichment increases carbon-6 relaxation times, thereby improving signal-to-noise ratio and spectral resolution. By overcoming these limitations with this novel isotope-labeling scheme, we were able to perform in vitro and in vivo arginase activity measurements with HP MR. We present HP [6-13C,15N3]-arginine as a noninvasive arginase imaging agent for preclinical studies, with the potential for future clinical diagnostic use.
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Affiliation(s)
- Andrew Cho
- Department of Biochemistry and Structural Biology, Weill Cornell Graduate School, New York, New York 10065, United States
- Weill Cornell/Rockefeller/Sloan Kettering Tri-Institutional MD-PhD Program, New York, New York 10065, United States
| | - Roozbeh Eskandari
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York 10065, United States
| | - Kristin L. Granlund
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York 10065, United States
| | - Kayvan R. Keshari
- Department of Biochemistry and Structural Biology, Weill Cornell Graduate School, New York, New York 10065, United States
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York 10065, United States
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York 10065, United States
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26
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Brender JR, Kishimoto S, Merkle H, Reed G, Hurd RE, Chen AP, Ardenkjaer-Larsen JH, Munasinghe J, Saito K, Seki T, Oshima N, Yamamoto K, Choyke PL, Mitchell J, Krishna MC. Dynamic Imaging of Glucose and Lactate Metabolism by 13C-MRS without Hyperpolarization. Sci Rep 2019; 9:3410. [PMID: 30833588 PMCID: PMC6399318 DOI: 10.1038/s41598-019-38981-1] [Citation(s) in RCA: 50] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2018] [Accepted: 12/11/2018] [Indexed: 02/01/2023] Open
Abstract
Metabolic reprogramming is one of the defining features of cancer and abnormal metabolism is associated with many other pathologies. Molecular imaging techniques capable of detecting such changes have become essential for cancer diagnosis, treatment planning, and surveillance. In particular, 18F-FDG (fluorodeoxyglucose) PET has emerged as an essential imaging modality for cancer because of its unique ability to detect a disturbed molecular pathway through measurements of glucose uptake. However, FDG-PET has limitations that restrict its usefulness in certain situations and the information gained is limited to glucose uptake only.13C magnetic resonance spectroscopy theoretically has certain advantages over FDG-PET, but its inherent low sensitivity has restricted its use mostly to single voxel measurements unless dissolution dynamic nuclear polarization (dDNP) is used to increase the signal, which brings additional complications for clinical use. We show here a new method of imaging glucose metabolism in vivo by MRI chemical shift imaging (CSI) experiments that relies on a simple, but robust and efficient, post-processing procedure by the higher dimensional analog of singular value decomposition, tensor decomposition. Using this procedure, we achieve an order of magnitude increase in signal to noise in both dDNP and non-hyperpolarized non-localized experiments without sacrificing accuracy. In CSI experiments an approximately 30-fold increase was observed, enough that the glucose to lactate conversion indicative of the Warburg effect can be imaged without hyper-polarization with a time resolution of 12s and an overall spatial resolution that compares favorably to 18F-FDG PET.
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Affiliation(s)
- Jeffrey R Brender
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Shun Kishimoto
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Hellmut Merkle
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Maryland, USA
| | - Galen Reed
- General Electric Healthcare, Toronto, Canada
| | | | | | - Jan Henrik Ardenkjaer-Larsen
- General Electric Healthcare, Toronto, Canada.,Department of Electrical Engineering, Technical University of Denmark, Lyngby, Denmark
| | - Jeeva Munasinghe
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Maryland, USA
| | - Keita Saito
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Tomohiro Seki
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Nobu Oshima
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Kazutoshi Yamamoto
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Peter L Choyke
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - James Mitchell
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Murali C Krishna
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA.
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Singh M, Josan S, Zhu M, Jhajharia A, Mayer D. Dynamic metabolic imaging of copolarized [2- 13 C]pyruvate and [1,4- 13 C 2 ]fumarate using 3D-spiral CSI with alternate spectral band excitation. Magn Reson Med 2019; 81:2869-2877. [PMID: 30687948 DOI: 10.1002/mrm.27639] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Revised: 11/08/2018] [Accepted: 11/26/2018] [Indexed: 12/18/2022]
Abstract
PURPOSE Developing a method for simultaneous metabolic imaging of copolarized [2-13 C]pyruvate and [1,4-13 C2 ]fumarate without chemical shift displacement artifacts that also permits different excitation flip angles for substrates and their metabolic products. METHODS The proposed pulse sequence consists of 2 frequency-selective radiofrequency pulses to alternatingly excite 2 spectral sub-bands each one followed by a fast 3D spiral CSI (3D-spCSI) readout. Spectrally selective radiofrequency pulses were designed to excite differential flip angles on substrates and products in each spectral sub-band. Number of signal averages analysis was used to determine a spectral width suitable to resolve the metabolites of interest in each of the sub-bands. RESULTS Phantom experiments verified the copolarization strategy and radiofrequency pulse design following differential flip angle used in our method. The signal behavior of the resonances in each sub-band was unaffected by the excitation of the respective alternate frequency band. Dynamic 3D 13 C CSI data demonstrated the ability of the sequence to image metabolites like pyruvate-hydrate, lactate, alanine, fumarate, and malate simultaneously and detect metabolic changes in the liver in a rat model of carbon tetrachloride-induced liver damage. CONCLUSION The presented method allows the dynamic CSI of a mixture of [2-13 C]pyruvate and [1,4-13 C2 ]fumarate without chemical shift displacement artifacts while also permitting the use of different flip angles for substrate and product signals. The method is potentially useful for combined in vivo imaging of inflammation and cell necrosis.
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Affiliation(s)
- Maninder Singh
- Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland, Baltimore, Maryland
| | | | - Minjie Zhu
- Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland, Baltimore, Maryland
| | - Aditya Jhajharia
- Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland, Baltimore, Maryland
| | - Dirk Mayer
- Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland, Baltimore, Maryland
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Farkash G, Markovic S, Novakovic M, Frydman L. Enhanced hyperpolarized chemical shift imaging based on a priori segmented information. Magn Reson Med 2019; 81:3080-3093. [PMID: 30652358 DOI: 10.1002/mrm.27631] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2018] [Revised: 10/29/2018] [Accepted: 11/17/2018] [Indexed: 01/07/2023]
Abstract
PURPOSE The purpose of the study was to develop an approach for improving the resolution and sensitivity of hyperpolarized 13 C MRSI based on a priori anatomical information derived from featured, water-based 1 H images. METHODS A reconstruction algorithm exploiting 1 H MRI for the redefinition of the 13 C MRSI anatomies was developed, based on a modification of the spectroscopy with linear algebraic modeling (SLAM) principle. To enhance 13 C spatial resolution and reduce spillover effects without compromising SNR, this model was extended by endowing it with a search allowing smooth variations in the 13 C MR intensity within the targeted regions of interest. RESULTS Experiments were performed in vitro on enzymatic solutions and in vivo on rodents, based on the administration of 13 C-enriched hyperpolarized pyruvate and urea. The spectral images reconstructed for these substrates and from metabolic products based on predefined 1 H anatomical compartments using the new algorithm, compared favorably with those arising from conventional Fourier-based analyses of the same data. The new approach also delivered reliable kinetic 13 C results, for the kind of processes and timescales usually targeted by hyperpolarized MRSI. CONCLUSION A simple, flexible strategy is introduced to boost the sensitivity and resolution provided by hyperpolarized 13 C MRSI, based on readily available 1 H MR information.
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Affiliation(s)
- Gil Farkash
- Department of Chemical and Biological Physics, Weizmann Institute of Science, Rehovot, 76100, Israel
| | - Stefan Markovic
- Department of Chemical and Biological Physics, Weizmann Institute of Science, Rehovot, 76100, Israel
| | - Mihajlo Novakovic
- Department of Chemical and Biological Physics, Weizmann Institute of Science, Rehovot, 76100, Israel
| | - Lucio Frydman
- Department of Chemical and Biological Physics, Weizmann Institute of Science, Rehovot, 76100, Israel
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Miao T, Floreani RA, Liu G, Chen X. Nanotheranostics-Based Imaging for Cancer Treatment Monitoring. Bioanalysis 2019. [DOI: 10.1007/978-3-030-01775-0_16] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
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Cho A, Eskandari R, Miloushev VZ, Keshari KR. A non-synthetic approach to extending the lifetime of hyperpolarized molecules using D 2O solvation. JOURNAL OF MAGNETIC RESONANCE (SAN DIEGO, CALIF. : 1997) 2018; 295:57-62. [PMID: 30099234 PMCID: PMC6131049 DOI: 10.1016/j.jmr.2018.08.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/16/2018] [Revised: 07/31/2018] [Accepted: 08/01/2018] [Indexed: 06/08/2023]
Abstract
Although dissolution dynamic nuclear polarization is a robust technique to significantly increase magnetic resonance signal, the short T1 relaxation time of most 13C-nuclei limits the timescale of hyperpolarized experiments. To address this issue, we have characterized a non-synthetic approach to extend the hyperpolarized lifetime of 13C-nuclei in close proximity to solvent-exchangeable protons. Protons exhibit stronger dipolar relaxation than deuterium, so dissolving these compounds in D2O to exchange labile protons with solvating deuterons results in longer-lived hyperpolarization of the 13C-nucleus 2-bonds away. 13C T1 and T2 times were longer in D2O versus H2O for all molecules in this study. This phenomenon can be utilized to improve hyperpolarized signal-to-noise ratio as a function of longer T1, and enhanced spectral and imaging resolution via longer T2.
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Affiliation(s)
- Andrew Cho
- Department of Biochemistry & Structural Biology, Weill Cornell Graduate School, New York City, NY 10065, United States; Weill Cornell/Rockefeller/Sloan Kettering Tri-Institutional MD-PhD Program, New York City, NY 10065, United States.
| | - Roozbeh Eskandari
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York City, NY 10065, United States.
| | - Vesselin Z Miloushev
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York City, NY 10065, United States.
| | - Kayvan R Keshari
- Department of Biochemistry & Structural Biology, Weill Cornell Graduate School, New York City, NY 10065, United States; Department of Radiology, Memorial Sloan Kettering Cancer Center, New York City, NY 10065, United States; Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York City, NY 10065, United States.
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31
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Timm KN, Miller JJ, Henry JA, Tyler DJ. Cardiac applications of hyperpolarised magnetic resonance. PROGRESS IN NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY 2018; 106-107:66-87. [PMID: 31047602 DOI: 10.1016/j.pnmrs.2018.05.002] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2018] [Revised: 05/14/2018] [Accepted: 05/29/2018] [Indexed: 05/05/2023]
Abstract
Cardiovascular disease is the leading cause of death world-wide. It is increasingly recognised that cardiac pathologies show, or may even be caused by, changes in metabolism, leading to impaired cardiac energetics. The heart turns over 15 times its own weight in ATP every day and thus relies heavily on the availability of substrates and on efficient oxidation to generate this ATP. A number of old and emerging drugs that target different aspects of metabolism are showing promising results with regard to improved cardiac outcomes in patients. A non-invasive imaging technique that could assess the role of different aspects of metabolism in heart disease, as well as measure changes in cardiac energetics due to treatment, would be valuable in the routine clinical care of cardiac patients. Hyperpolarised magnetic resonance spectroscopy and imaging have revolutionised metabolic imaging, allowing real-time metabolic flux assessment in vivo for the first time. In this review we summarise metabolism in the healthy and diseased heart, give an introduction to the hyperpolarisation technique, 'dynamic nuclear polarisation' (DNP), and review the preclinical studies that have thus far explored healthy cardiac metabolism and different models of human heart disease. We furthermore show what advances have been made to translate this technique into the clinic, what technical challenges still remain and what unmet clinical needs and unexplored metabolic substrates still need to be assessed by researchers in this exciting and fast-moving field.
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Affiliation(s)
- Kerstin N Timm
- Department of Physiology, Anatomy and Genetics, University of Oxford, UK.
| | - Jack J Miller
- Department of Physiology, Anatomy and Genetics, University of Oxford, UK; Oxford Centre for Clinical Magnetic Resonance Research, John Radcliffe Hospital, Oxford, UK; Clarendon Laboratory, Department of Physics, University of Oxford, UK.
| | - John A Henry
- Department of Physiology, Anatomy and Genetics, University of Oxford, UK.
| | - Damian J Tyler
- Department of Physiology, Anatomy and Genetics, University of Oxford, UK; Oxford Centre for Clinical Magnetic Resonance Research, John Radcliffe Hospital, Oxford, UK.
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Cavallari E, Carrera C, Sorge M, Bonne G, Muchir A, Aime S, Reineri F. The 13C hyperpolarized pyruvate generated by ParaHydrogen detects the response of the heart to altered metabolism in real time. Sci Rep 2018; 8:8366. [PMID: 29849091 PMCID: PMC5976640 DOI: 10.1038/s41598-018-26583-2] [Citation(s) in RCA: 107] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2018] [Accepted: 05/14/2018] [Indexed: 01/13/2023] Open
Abstract
Many imaging methods have been proposed to act as surrogate markers of organ damage, yet for many candidates the essential biomarkers characteristics of the injured organ have not yet been described. Hyperpolarized [1-13C]pyruvate allows real time monitoring of metabolism in vivo. ParaHydrogen Induced Polarization (PHIP) is a portable, cost effective technique able to generate 13C MR hyperpolarized molecules within seconds. The introduction of the Side Arm Hydrogenation (SAH) strategy offered a way to widen the field of PHIP generated systems and to make this approach competitive with the currently applied dissolution-DNP (Dynamic Nuclear Polarization) method. Herein, we describe the first in vivo metabolic imaging study using the PHIP-SAH hyperpolarized [1-13C]pyruvate. In vivo maps of pyruvate and of its metabolic product lactate have been acquired on a 1 T MRI scanner. By comparing pyruvate/lactate 13C label exchange rate in a mouse model of dilated cardiomyopathy, it has been found that the metabolic dysfunction occurring in the cardiac muscle of the diseased mice can be detected well before the disease can be assessed by echocardiographic investigations.
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Affiliation(s)
- Eleonora Cavallari
- Department of Molecular Biotechnologies and Health Sciences, University of Torino, Torino, Italy
| | - Carla Carrera
- Department of Molecular Biotechnologies and Health Sciences, University of Torino, Torino, Italy
| | - Matteo Sorge
- Department of Molecular Biotechnologies and Health Sciences, University of Torino, Torino, Italy
| | - Gisèle Bonne
- Sorbonne Université, Inserm UMRS974, Center of Research in Myology, Institut de Myologie, G.H. Pitie-Salpetriere, Paris, France
| | - Antoine Muchir
- Sorbonne Université, Inserm UMRS974, Center of Research in Myology, Institut de Myologie, G.H. Pitie-Salpetriere, Paris, France
| | - Silvio Aime
- Department of Molecular Biotechnologies and Health Sciences, University of Torino, Torino, Italy
| | - Francesca Reineri
- Department of Molecular Biotechnologies and Health Sciences, University of Torino, Torino, Italy.
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Apps A, Lau J, Peterzan M, Neubauer S, Tyler D, Rider O. Hyperpolarised magnetic resonance for in vivo real-time metabolic imaging. Heart 2018; 104:1484-1491. [PMID: 29703741 PMCID: PMC6161668 DOI: 10.1136/heartjnl-2017-312356] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Revised: 03/20/2018] [Accepted: 03/22/2018] [Indexed: 01/09/2023] Open
Abstract
Although non-invasive perfusion and viability imaging often provide the gateway to coronary revascularisation, current non-invasive imaging methods only report the surrogate markers of inducible hypoperfusion and presence or absence of myocardial scar, rather than actually visualising areas of ischaemia and/or viable myocardium. This may lead to suboptimal revascularisation decisions. Normally respiring (viable) cardiomyocytes convert pyruvate to acetyl-CoA and CO2/bicarbonate (via pyruvate dehydrogenase), but under ischaemic conditions characteristically shift this conversion to lactate (by lactate dehydrogenase). Imaging pyruvate metabolism thus has the potential to improve upon current imaging techniques. Using the novel hyperpolarisation technique of dynamic nuclear polarisation (DNP), the magnetic resonance signal of injected [1-13C]pyruvate can be transiently magnified >10 000 times over that seen in conventional MR spectroscopy, allowing the characteristic metabolic signatures of ischaemia (lactate production) and viability (CO2/bicarbonate production) to be directly imaged. As such DNP imaging of the downstream metabolism of [1-13C]pyruvate could surpass the diagnostic capabilities of contemporary ischaemia and viability testing. Here we review the technique, and with brief reference to the salient biochemistry, discuss its potential applications within cardiology. These include ischaemia and viability testing, and further characterisation of the altered metabolism seen at different stages during the natural history of heart failure.
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Affiliation(s)
- Andrew Apps
- Oxford Centre for Clinical Magnetic Resonance Research (OCMR), Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Justin Lau
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, UK
| | - Mark Peterzan
- Oxford Centre for Clinical Magnetic Resonance Research (OCMR), Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Stefan Neubauer
- Oxford Centre for Clinical Magnetic Resonance Research (OCMR), Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Damian Tyler
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, UK
| | - Oliver Rider
- Oxford Centre for Clinical Magnetic Resonance Research (OCMR), Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
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Abstract
Disturbances in cardiac metabolism underlie most cardiovascular diseases. Metabolomics, one of the newer omics technologies, has emerged as a powerful tool for defining changes in both global and cardiac-specific metabolism that occur across a spectrum of cardiovascular disease states. Findings from metabolomics studies have contributed to better understanding of the metabolic changes that occur in heart failure and ischemic heart disease and have identified new cardiovascular disease biomarkers. As technologies advance, the metabolomics field continues to evolve rapidly. In this review, we will discuss the current state of metabolomics technologies, including consideration of various metabolomics platforms and elements of study design; the emerging utility of stable isotopes for metabolic flux studies; and the use of metabolomics to better understand specific cardiovascular diseases, with an emphasis on recent advances in the field.
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Affiliation(s)
- Robert W McGarrah
- From the Sarah W. Stedman Nutrition and Metabolism Center and Duke Molecular Physiology Institute (R.W.M., S.B.C., G.F.Z., S.H.S., C.B.N.)
- Division of Cardiology (R.W.M., S.H.S.)
- Department of Medicine (R.W.M., G.F.Z., S.H.S., C.B.N.)
| | - Scott B Crown
- From the Sarah W. Stedman Nutrition and Metabolism Center and Duke Molecular Physiology Institute (R.W.M., S.B.C., G.F.Z., S.H.S., C.B.N.)
| | - Guo-Fang Zhang
- From the Sarah W. Stedman Nutrition and Metabolism Center and Duke Molecular Physiology Institute (R.W.M., S.B.C., G.F.Z., S.H.S., C.B.N.)
- Division of Endocrinology (G.F.Z., C.B.N.)
- Department of Medicine (R.W.M., G.F.Z., S.H.S., C.B.N.)
| | - Svati H Shah
- From the Sarah W. Stedman Nutrition and Metabolism Center and Duke Molecular Physiology Institute (R.W.M., S.B.C., G.F.Z., S.H.S., C.B.N.)
- Division of Cardiology (R.W.M., S.H.S.)
- Department of Medicine (R.W.M., G.F.Z., S.H.S., C.B.N.)
| | - Christopher B Newgard
- From the Sarah W. Stedman Nutrition and Metabolism Center and Duke Molecular Physiology Institute (R.W.M., S.B.C., G.F.Z., S.H.S., C.B.N.)
- Division of Endocrinology (G.F.Z., C.B.N.)
- Department of Medicine (R.W.M., G.F.Z., S.H.S., C.B.N.)
- Departments of Pharmacology and Cancer Biology (C.B.N.), Duke University Medical Center, Durham, NC
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Wespi P, Steinhauser J, Kwiatkowski G, Kozerke S. Overestimation of cardiac lactate production caused by liver metabolism of hyperpolarized [1- 13 C]pyruvate. Magn Reson Med 2018; 80:1882-1890. [PMID: 29607535 DOI: 10.1002/mrm.27197] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2017] [Revised: 02/08/2018] [Accepted: 03/06/2018] [Indexed: 12/20/2022]
Abstract
PURPOSE The purpose of this work was to study the contribution of liver [1-13 C]lactate to the lactate signal detected in the heart following injection of hyperpolarized [1-13 C]pyruvate. METHODS A slice-selective saturation scheme was incorporated into a hybrid metabolic imaging and spectroscopy approach to selectively presaturate lactate in the liver. Imaging and slice-selective spectroscopy of [1-13 C]pyruvate and its downstream metabolites were sequentially interleaved in the same experiment with optional presaturation of liver [1-13 C]lactate. Six healthy rats were measured, and metabolic data in the heart acquired with and without presaturation of liver lactate were compared. RESULTS When using liver lactate presaturation, a statistically significant reduction of the lactate/pyruvate ratio was observed in the spectroscopic data of the left ventricle (0.18 ± 0.03 versus 0.24 ± 0.04; p < .05) as well as in the imaging data of the blood pool (0.05 ± 0.01 versus 0.11 ± 0.01; p < .05). No significant difference in myocardial lactate was observed when using myocardium only as the region of interest in the imaging data (0.08 ± 0.01 versus 0.11 ± 0.02; p = .2). CONCLUSION Liver metabolism leads to statistically significant overestimation of cardiac lactate production in slice-selective or nonselective spectroscopic experiments. Therefore, metabolic imaging is preferred over spectroscopy to separate left-ventricular compartments within the slice and hence avoid contamination of cardiac lactate signals. Alternatively, presaturation pulses should be used in combination with spectroscopy approaches.
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Affiliation(s)
- Patrick Wespi
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
| | - Jonas Steinhauser
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
| | - Grzegorz Kwiatkowski
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
| | - Sebastian Kozerke
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
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Tougaard RS, Hansen ESS, Laustsen C, Lindhardt J, Schroeder M, Bøtker HE, Kim WY, Wiggers H, Stødkilde‐Jørgensen H. Acute hypertensive stress imaged by cardiac hyperpolarized [1‐
13
C]pyruvate magnetic resonance. Magn Reson Med 2018. [DOI: 10.1002/mrm.27164] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Rasmus Stilling Tougaard
- Department of CardiologyAarhus University Hospital Denmark
- MR Research Centre, Department of Clinical MedicineAarhus University Denmark
| | - Esben Søvsø Szocska Hansen
- MR Research Centre, Department of Clinical MedicineAarhus University Denmark
- Danish Diabetes Academy Denmark
| | | | - Jakob Lindhardt
- MR Research Centre, Department of Clinical MedicineAarhus University Denmark
| | - Marie Schroeder
- MR Research Centre, Department of Clinical MedicineAarhus University Denmark
| | | | - Won Yong Kim
- Department of CardiologyAarhus University Hospital Denmark
- MR Research Centre, Department of Clinical MedicineAarhus University Denmark
| | - Henrik Wiggers
- Department of CardiologyAarhus University Hospital Denmark
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Placental physiology monitored by hyperpolarized dynamic 13C magnetic resonance. Proc Natl Acad Sci U S A 2018; 115:E2429-E2436. [PMID: 29444856 DOI: 10.1073/pnas.1715175115] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Placental functions, including transport and metabolism, play essential roles in pregnancy. This study assesses such processes in vivo, from a hyperpolarized MRI perspective. Hyperpolarized urea, bicarbonate, and pyruvate were administered to near-term pregnant rats, and all metabolites displayed distinctive behaviors. Little evidence of placental barrier crossing was observed for bicarbonate, at least within the timescales allowed by 13C relaxation. By contrast, urea was observed to cross the placental barrier, with signatures visible from certain fetal organs including the liver. This was further evidenced by the slower decay times observed for urea in placentas vis-à-vis other maternal compartments and validated by mass spectrometric analyses. A clear placental localization, as well as concurrent generation of hyperpolarized lactate, could also be detected for [1-13C]pyruvate. These metabolites also exhibited longer lifetimes in the placentas than in maternal arteries, consistent with a metabolic activity occurring past the trophoblastic interface. When extended to a model involving the administration of a preeclampsia-causing chemical, hyperpolarized MR revealed changes in urea's transport, as well as decreases in placental glycolysis vs. the naïve animals. These distinct behaviors highlight the potential of hyperpolarized MR for the early, minimally invasive detection of aberrant placental metabolism.
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Lewis AJM, Miller JJ, Lau AZ, Curtis MK, Rider OJ, Choudhury RP, Neubauer S, Cunningham CH, Carr CA, Tyler DJ. Noninvasive Immunometabolic Cardiac Inflammation Imaging Using Hyperpolarized Magnetic Resonance. Circ Res 2018; 122:1084-1093. [PMID: 29440071 PMCID: PMC5908252 DOI: 10.1161/circresaha.117.312535] [Citation(s) in RCA: 58] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2017] [Revised: 02/04/2018] [Accepted: 02/12/2018] [Indexed: 12/12/2022]
Abstract
RATIONALE Current cardiovascular clinical imaging techniques offer only limited assessment of innate immune cell-driven inflammation, which is a potential therapeutic target in myocardial infarction (MI) and other diseases. Hyperpolarized magnetic resonance (MR) is an emerging imaging technology that generates contrast agents with 10- to 20 000-fold improvements in MR signal, enabling cardiac metabolite mapping. OBJECTIVE To determine whether hyperpolarized MR using [1-13C]pyruvate can assess the local cardiac inflammatory response after MI. METHODS AND RESULTS We performed hyperpolarized [1-13C]pyruvate MR studies in small and large animal models of MI and in macrophage-like cell lines and measured the resulting [1-13C]lactate signals. MI caused intense [1-13C]lactate signal in healing myocardial segments at both day 3 and 7 after rodent MI, which was normalized at both time points after monocyte/macrophage depletion. A near-identical [1-13C]lactate signature was also seen at day 7 after experimental MI in pigs. Hyperpolarized [1-13C]pyruvate MR spectroscopy in macrophage-like cell suspensions demonstrated that macrophage activation and polarization with lipopolysaccharide almost doubled hyperpolarized lactate label flux rates in vitro; blockade of glycolysis with 2-deoxyglucose in activated cells normalized lactate label flux rates and markedly inhibited the production of key proinflammatory cytokines. Systemic administration of 2-deoxyglucose after rodent MI normalized the hyperpolarized [1-13C]lactate signal in healing myocardial segments at day 3 and also caused dose-dependent improvement in IL (interleukin)-1β expression in infarct tissue without impairing the production of key reparative cytokines. Cine MRI demonstrated improvements in systolic function in 2-DG (2-deoxyglucose)-treated rats at 3 months. CONCLUSIONS Hyperpolarized MR using [1-13C]pyruvate provides a novel method for the assessment of innate immune cell-driven inflammation in the heart after MI, with broad potential applicability across other cardiovascular disease states and suitability for early clinical translation.
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Affiliation(s)
- Andrew J M Lewis
- From the Department of Physiology, Anatomy, and Genetics (A.J.M.L., J.J.M., M.K.C., C.A.C., D.J.T.), Department of Physics, Clarendon Laboratory (J.J.M.), Radcliffe Department of Medicine (A.J.M.L., O.J.R., R.P.C., S.N.), and Acute Vascular Imaging Centre (R.P.C.), Radcliffe Department of Medicine, University of Oxford, United Kingdom; and Department of Medical Biophysics, University of Toronto, Ontario, Canada (A.Z.L., C.H.C.)
| | - Jack J Miller
- From the Department of Physiology, Anatomy, and Genetics (A.J.M.L., J.J.M., M.K.C., C.A.C., D.J.T.), Department of Physics, Clarendon Laboratory (J.J.M.), Radcliffe Department of Medicine (A.J.M.L., O.J.R., R.P.C., S.N.), and Acute Vascular Imaging Centre (R.P.C.), Radcliffe Department of Medicine, University of Oxford, United Kingdom; and Department of Medical Biophysics, University of Toronto, Ontario, Canada (A.Z.L., C.H.C.)
| | - Angus Z Lau
- From the Department of Physiology, Anatomy, and Genetics (A.J.M.L., J.J.M., M.K.C., C.A.C., D.J.T.), Department of Physics, Clarendon Laboratory (J.J.M.), Radcliffe Department of Medicine (A.J.M.L., O.J.R., R.P.C., S.N.), and Acute Vascular Imaging Centre (R.P.C.), Radcliffe Department of Medicine, University of Oxford, United Kingdom; and Department of Medical Biophysics, University of Toronto, Ontario, Canada (A.Z.L., C.H.C.)
| | - Mary K Curtis
- From the Department of Physiology, Anatomy, and Genetics (A.J.M.L., J.J.M., M.K.C., C.A.C., D.J.T.), Department of Physics, Clarendon Laboratory (J.J.M.), Radcliffe Department of Medicine (A.J.M.L., O.J.R., R.P.C., S.N.), and Acute Vascular Imaging Centre (R.P.C.), Radcliffe Department of Medicine, University of Oxford, United Kingdom; and Department of Medical Biophysics, University of Toronto, Ontario, Canada (A.Z.L., C.H.C.)
| | - Oliver J Rider
- From the Department of Physiology, Anatomy, and Genetics (A.J.M.L., J.J.M., M.K.C., C.A.C., D.J.T.), Department of Physics, Clarendon Laboratory (J.J.M.), Radcliffe Department of Medicine (A.J.M.L., O.J.R., R.P.C., S.N.), and Acute Vascular Imaging Centre (R.P.C.), Radcliffe Department of Medicine, University of Oxford, United Kingdom; and Department of Medical Biophysics, University of Toronto, Ontario, Canada (A.Z.L., C.H.C.)
| | - Robin P Choudhury
- From the Department of Physiology, Anatomy, and Genetics (A.J.M.L., J.J.M., M.K.C., C.A.C., D.J.T.), Department of Physics, Clarendon Laboratory (J.J.M.), Radcliffe Department of Medicine (A.J.M.L., O.J.R., R.P.C., S.N.), and Acute Vascular Imaging Centre (R.P.C.), Radcliffe Department of Medicine, University of Oxford, United Kingdom; and Department of Medical Biophysics, University of Toronto, Ontario, Canada (A.Z.L., C.H.C.)
| | - Stefan Neubauer
- From the Department of Physiology, Anatomy, and Genetics (A.J.M.L., J.J.M., M.K.C., C.A.C., D.J.T.), Department of Physics, Clarendon Laboratory (J.J.M.), Radcliffe Department of Medicine (A.J.M.L., O.J.R., R.P.C., S.N.), and Acute Vascular Imaging Centre (R.P.C.), Radcliffe Department of Medicine, University of Oxford, United Kingdom; and Department of Medical Biophysics, University of Toronto, Ontario, Canada (A.Z.L., C.H.C.)
| | - Charles H Cunningham
- From the Department of Physiology, Anatomy, and Genetics (A.J.M.L., J.J.M., M.K.C., C.A.C., D.J.T.), Department of Physics, Clarendon Laboratory (J.J.M.), Radcliffe Department of Medicine (A.J.M.L., O.J.R., R.P.C., S.N.), and Acute Vascular Imaging Centre (R.P.C.), Radcliffe Department of Medicine, University of Oxford, United Kingdom; and Department of Medical Biophysics, University of Toronto, Ontario, Canada (A.Z.L., C.H.C.)
| | - Carolyn A Carr
- From the Department of Physiology, Anatomy, and Genetics (A.J.M.L., J.J.M., M.K.C., C.A.C., D.J.T.), Department of Physics, Clarendon Laboratory (J.J.M.), Radcliffe Department of Medicine (A.J.M.L., O.J.R., R.P.C., S.N.), and Acute Vascular Imaging Centre (R.P.C.), Radcliffe Department of Medicine, University of Oxford, United Kingdom; and Department of Medical Biophysics, University of Toronto, Ontario, Canada (A.Z.L., C.H.C.)
| | - Damian J Tyler
- From the Department of Physiology, Anatomy, and Genetics (A.J.M.L., J.J.M., M.K.C., C.A.C., D.J.T.), Department of Physics, Clarendon Laboratory (J.J.M.), Radcliffe Department of Medicine (A.J.M.L., O.J.R., R.P.C., S.N.), and Acute Vascular Imaging Centre (R.P.C.), Radcliffe Department of Medicine, University of Oxford, United Kingdom; and Department of Medical Biophysics, University of Toronto, Ontario, Canada (A.Z.L., C.H.C.).
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Wespi P, Steinhauser J, Kwiatkowski G, Kozerke S. High-resolution hyperpolarized metabolic imaging of the rat heart using k-t PCA and k-t SPARSE. NMR IN BIOMEDICINE 2018; 31:e3876. [PMID: 29244228 DOI: 10.1002/nbm.3876] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2017] [Revised: 10/07/2017] [Accepted: 11/10/2017] [Indexed: 06/07/2023]
Affiliation(s)
- Patrick Wespi
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
| | - Jonas Steinhauser
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
| | - Grzegorz Kwiatkowski
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
| | - Sebastian Kozerke
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
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40
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Steinhauser J, Wespi P, Kwiatkowski G, Kozerke S. Assessing the influence of isoflurane anesthesia on cardiac metabolism using hyperpolarized [1- 13 C]pyruvate. NMR IN BIOMEDICINE 2018; 31. [PMID: 29206326 DOI: 10.1002/nbm.3856] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/04/2017] [Revised: 09/15/2017] [Accepted: 10/02/2017] [Indexed: 05/07/2023]
Abstract
Isoflurane is a frequently used anesthetic in small-animal dissolution dynamic nuclear polarization-magnetic resonance imaging (DNP-MRI) studies. Although the literature suggests interactions with mitochondrial metabolism, the influence of the compound on cardiac metabolism has not been assessed systematically to date. In the present study, the impact of low versus high isoflurane concentration was examined in a crossover experiment in healthy rats. The results revealed that cardiac metabolism is modulated by isoflurane concentration, showing increased [1-13 C]lactate and reduced [13 C]bicarbonate production during high isoflurane relative to low isoflurane dose [average differences: +16% [1-13 C]lactate/total myocardial carbon, -22% [13 C]bicarbonate/total myocardial carbon; +51% [1-13 C]lactate/[13 C]bicarbonate]. These findings emphasize that reproducible anesthesia is important when studying cardiac metabolism. As the depth of anesthesia is difficult to control in an experimental animal setting, careful study design is required to exclude confounding factors.
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Affiliation(s)
- Jonas Steinhauser
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
| | - Patrick Wespi
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
| | - Grzegorz Kwiatkowski
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
| | - Sebastian Kozerke
- Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland
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41
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Lauritzen MH, Magnusson P, Laustsen C, Butt SA, Ardenkjær-Larsen JH, Søgaard LV, Paulson OB, Åkeson P. Imaging Regional Metabolic Changes in the Ischemic Rat Heart In Vivo Using Hyperpolarized [1- 13C]Pyruvate. ACTA ACUST UNITED AC 2017; 3:123-130. [PMID: 30042976 PMCID: PMC6024437 DOI: 10.18383/j.tom.2017.00008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
We evaluated the use of hyperpolarized 13C magnetic resonance imaging (MRI) in an open-chest rat model of myocardial infarction to image regional changes in myocardial metabolism. In total, 10 rats were examined before and after 30 minutes of occlusion of the left anterior descending coronary artery using hyperpolarized [1-13C]pyruvate. Cardiac metabolic images of [1-13C]pyruvate and its metabolites [1-13C]lactate, [1-13C]alanine, and [13C]bicarbonate were obtained before and after ischemia. Significant reduction in the [1-13C]alanine and [1-13C]lactate signals were observed in the ischemic region post ischemia. The severity of the ischemic insult was verified by increased blood levels of troponin I and by using late contrast-enhanced MRI that showed enhanced signal in the ischemic region. This study shows that hyperpolarized MRI can be used to image regional metabolic changes in the in vivo rat heart in an open-chest model of ischemia reperfusion. Hyperpolarized MRI enables new possibilities for evaluating changes in cardiac metabolism noninvasively and in real time, which potentially could be used for research to evaluate new treatments and metabolic interventions for myocardial ischemia and to apply knowledge to future application of the technique in humans.
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Affiliation(s)
- Mette Hauge Lauritzen
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark.,Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark
| | - Peter Magnusson
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark
| | - Christoffer Laustsen
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark.,Department of Clinical Medicine, MR Research Centre, Aarhus University Hospital, Aarhus, Denmark
| | - Sadia Asghar Butt
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark
| | - Jan Henrik Ardenkjær-Larsen
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark.,Department of Electrical Engineering, Technical University of Denmark, Kongens Lyngby, Denmark; and.,GE Healthcare, Brøndby, Denmark
| | - Lise Vejby Søgaard
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark
| | - Olaf B Paulson
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark.,Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark.,Neurobiology Research Unit, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - Per Åkeson
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark
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42
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Ohliger MA, von Morze C, Marco-Rius I, Gordon J, Larson PEZ, Bok R, Chen HY, Kurhanewicz J, Vigneron D. Combining hyperpolarized 13 C MRI with a liver-specific gadolinium contrast agent for selective assessment of hepatocyte metabolism. Magn Reson Med 2017; 77:2356-2363. [PMID: 27298073 PMCID: PMC5156580 DOI: 10.1002/mrm.26296] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2016] [Revised: 04/23/2016] [Accepted: 05/16/2016] [Indexed: 12/13/2022]
Abstract
PURPOSE Hyperpolarized 13 C MRI is a powerful tool for studying metabolism, but can lack tissue specificity. Gadoxetate is a gadolinium-based MRI contrast agent that is selectively taken into hepatocytes. The goal of this project was to investigate whether gadoxetate can be used to selectively suppress the hyperpolarized signal arising from hepatocytes, which could in future studies be applied to generate specificity for signal from abnormal cell types. METHODS Baseline gadoxetate uptake kinetics were measured using T1 -weighted contrast enhanced imaging. Relaxivity of gadoxetate was measured for [1-13 C]pyruvate, [1-13 C]lactate, and [1-13 C]alanine. Four healthy rats were imaged with hyperpolarized [1-13 C]pyruvate using a three-dimensional (3D) MRSI sequence prior to and 15 min following administration of gadoxetate. The lactate:pyruvate ratio and alanine:pyruvate ratios were measured in liver and kidney. RESULTS Overall, the hyperpolarized signal decreased approximately 60% as a result of pre-injection of gadoxetate. In liver, the lactate:pyruvate and alanine:pyruvate ratios decreased 42% and 78%, respectively (P < 0.05) following gadoxetate administration. In kidneys, these ratios did not change significantly. Relaxivity of gadoxetate for [1-13 C]alanine was 12.6 times higher than relaxivity of gadoxetate for [1-13 C]pyruvate, explaining the greater selective relaxation effect on alanine. CONCLUSIONS The liver-specific gadolinium contrast-agent gadoxetate can selectively suppress normal hepatocyte contributions to hyperpolarized 13 C MRI signals. Magn Reson Med 77:2356-2363, 2017. © 2016 International Society for Magnetic Resonance in Medicine.
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Affiliation(s)
- Michael A. Ohliger
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA
| | - Cornelius von Morze
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA
| | - Irene Marco-Rius
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA
| | - Jeremy Gordon
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA
| | - Peder E. Z. Larson
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA
| | - Robert Bok
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA
| | - Hsin-yu Chen
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA
| | - John Kurhanewicz
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA
| | - Daniel Vigneron
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA
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Geraghty BJ, Lau JYC, Chen AP, Cunningham CH. Dual-Echo EPI sequence for integrated distortion correction in 3D time-resolved hyperpolarized 13 C MRI. Magn Reson Med 2017; 79:643-653. [PMID: 28394085 DOI: 10.1002/mrm.26698] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Revised: 02/15/2017] [Accepted: 03/11/2017] [Indexed: 01/24/2023]
Abstract
PURPOSE To provide built-in off-resonance correction in time-resolved, volumetric hyperpolarized 13 C metabolic imaging by implementing a novel dual-echo 3D echo-planar imaging (EPI) sequence and reconstruction. METHODS A spectral-spatial pulse for single-resonance excitation followed by a dual-echo 3D EPI readout was implemented to provide 64 × 8 × 6 cm3 coverage at 5 × 5 × 5 mm3 nominal resolution. Multiple sources of EPI distortions were encoded using a multi-echo 1 H EPI reference scan. Phase maps computed from the reference scans were combined with a bulk 13 C frequency offset encoded in the dual-echo [1-13 C]pyruvate images to correct geometric distortion and improve spatial registration. The proposed scheme was validated in a phantom study, and in vivo [1-13 C]pyruvate and [1-13 C]lactate rat images were acquired with intentional transmit frequency deviations to assess the dual-echo 3D EPI sequence. RESULTS The phantom study demonstrated improved spatial registration in off-resonance corrected images. Close agreement was observed between metabolic kidney signal and the underlying anatomy in rat imaging experiments. Relative to a single-echo acquisition, the coherent addition of the two corrected echoes provided the expected increase in signal-to-noise ratio by approximately 2. CONCLUSION A novel dual-echo 3D EPI acquisition sequence for integrated off-resonance correction in hyperpolarized 13 C imaging was developed and demonstrated. The proposed sequence offers clear advantages over flyback EPI for time-resolved metabolic mapping. Magn Reson Med 79:643-653, 2018. © 2017 International Society for Magnetic Resonance in Medicine.
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Affiliation(s)
- Benjamin J Geraghty
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
| | - Justin Y C Lau
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
| | | | - Charles H Cunningham
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
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Imaging oxygen metabolism with hyperpolarized magnetic resonance: a novel approach for the examination of cardiac and renal function. Biosci Rep 2017; 37:BSR20160186. [PMID: 27899435 PMCID: PMC5270319 DOI: 10.1042/bsr20160186] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2016] [Revised: 11/28/2016] [Accepted: 11/29/2016] [Indexed: 12/24/2022] Open
Abstract
Every tissue in the body critically depends on meeting its energetic demands with sufficient oxygen supply. Oxygen supply/demand imbalances underlie the diseases that inflict the greatest socio-economic burden globally. The purpose of this review is to examine how hyperpolarized contrast media, used in combination with MR data acquisition methods, may advance our ability to assess oxygen metabolism non-invasively and thus improve management of clinical disease. We first introduce the concept of hyperpolarization and how hyperpolarized contrast media have been practically implemented to achieve translational and clinical research. We will then analyse how incorporating hyperpolarized contrast media could enable realization of unmet technical needs in clinical practice. We will focus on imaging cardiac and renal oxygen metabolism, as both organs have unique physiological demands to satisfy their requirements for tissue oxygenation, their dysfunction plays a fundamental role in society’s most prevalent diseases, and each organ presents unique imaging challenges. It is our aim that this review attracts a multi-disciplinary audience and sparks collaborations that utilize an exciting, emergent technology to advance our ability to treat patients adversely affected by an oxygen supply/demand mismatch.
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45
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Abstract
In vivo imaging, which enables us to peer deeply within living subjects, is producing tremendous opportunities both for clinical diagnostics and as a research tool. Contrast material is often required to clearly visualize the functional architecture of physiological structures. Recent advances in nanomaterials are becoming pivotal to generate the high-resolution, high-contrast images needed for accurate, precision diagnostics. Nanomaterials are playing major roles in imaging by delivering large imaging payloads, yielding improved sensitivity, multiplexing capacity, and modularity of design. Indeed, for several imaging modalities, nanomaterials are now not simply ancillary contrast entities, but are instead the original and sole source of image signal that make possible the modality's existence. We address the physicochemical makeup/design of nanomaterials through the lens of the physical properties that produce contrast signal for the cognate imaging modality-we stratify nanomaterials on the basis of their (i) magnetic, (ii) optical, (iii) acoustic, and/or (iv) nuclear properties. We evaluate them for their ability to provide relevant information under preclinical and clinical circumstances, their in vivo safety profiles (which are being incorporated into their chemical design), their modularity in being fused to create multimodal nanomaterials (spanning multiple different physical imaging modalities and therapeutic/theranostic capabilities), their key properties, and critically their likelihood to be clinically translated.
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Affiliation(s)
- Bryan Ronain Smith
- Stanford University , 3155 Porter Drive, #1214, Palo Alto, California 94304-5483, United States
| | - Sanjiv Sam Gambhir
- The James H. Clark Center , 318 Campus Drive, First Floor, E-150A, Stanford, California 94305-5427, United States
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46
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Booij HG, Koning AM, van Goor H, de Boer RA, Westenbrink BD. Selecting heart failure patients for metabolic interventions. Expert Rev Mol Diagn 2016; 17:141-152. [DOI: 10.1080/14737159.2017.1266939] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Affiliation(s)
- Harmen G. Booij
- University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Anne M. Koning
- University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Harry van Goor
- University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Rudolf A. de Boer
- University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - B. Daan Westenbrink
- University Medical Center Groningen, University of Groningen, Groningen, Netherlands
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47
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Hansen ESS, Kim S, Miller JJ, Geferath M, Morrell G, Laustsen C. Fast Padé Transform Accelerated CSI for Hyperpolarized MRS. Tomography 2016; 2:117-124. [PMID: 28018967 PMCID: PMC5179227 DOI: 10.18383/j.tom.2016.00154] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
The fast Padé transform (FPT) is a method of spectral analysis that can be used to reconstruct nuclear magnetic resonance spectra from truncated free induction decay signals with superior robustness and spectral resolution compared with conventional Fourier analysis. The aim of this study is to show the utility of FPT in reducing of the scan time required for hyperpolarized 13C chemical shift imaging (CSI) without sacrificing the ability to resolve a full spectrum. Simulations, phantom, and in vivo hyperpolarized [1-13C] pyruvate CSI data were processed with FPT and compared with conventional analysis methods. FPT shows improved stability and spectral resolution on truncated data compared with the fast Fourier transform and shows results that are comparable to those of the model-based fitting methods, enabling a reduction in the needed acquisition time in 13C CSI experiments. Using FPT can reduce the readout length in the spectral dimension by 2-6 times in 13C CSI compared with conventional Fourier analysis without sacrificing the spectral resolution. This increased speed is crucial for 13C CSI because T1 relaxation considerably limits the available scan time. In addition, FPT can also yield direct quantification of metabolite concentration without the additional peak analysis required in conventional Fourier analysis.
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Affiliation(s)
- Esben Szocska Søvsø Hansen
- MR Research Centre, Institute of Clinical Medicine, Aarhus University Hospital, Aarhus, Denmark; Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford; Danish Diabetes Academy, Odense, Denmark
| | - Sun Kim
- Department of Neurology & Neurological Sciences, Stanford Hospital & Clinics, Palo Alto, California
| | - Jack J Miller
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford; Department of Physics, University of Oxford, Oxford
| | - Marcus Geferath
- School of Mathematical Sciences, University College Dublin, Belfield, Dublin, Ireland
| | - Glen Morrell
- University of Utah School of Medicine, Salt Lake City, Utah; Utah Center for Advanced Imaging Research, Salt Lake City, Utah
| | - Christoffer Laustsen
- MR Research Centre, Institute of Clinical Medicine, Aarhus University Hospital, Aarhus, Denmark
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48
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Controversies in quantification of mitral valve regurgitation: role of cardiac magnetic resonance imaging. Curr Opin Cardiol 2016; 32:152-160. [PMID: 27861188 DOI: 10.1097/hco.0000000000000363] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE OF REVIEW Mitral regurgitation remains a common problem, and when severe, is associated with significant morbidity and mortality. At present, echocardiography remains the primary modality for assessing both mechanism and severity of mitral regurgitation. However, recent studies demonstrate that the echocardiographic assessment of mitral regurgitation severity may be subject to variability as a result of semiquantitative parameters, dependence upon loading conditions and significant interobserver variability. RECENT FINDINGS Cardiac magnetic resonance (CMR) imaging is the gold standard in the assessment of cardiac function and structure, and offers an alternative method to estimate mitral regurgitation severity. Herein, we discuss the pitfalls of echocardiography in the assessment of mitral regurgitation and describe recent data demonstrating improved accuracy of CMR in the assessment of mitral regurgitation severity. Further, CMR derived regurgitant volume of ≤55 ml is associated with freedom from surgical intervention, in contrast to traditional volumetric measures, which fail to predict the need for surgical intervention. SUMMARY The CMR assessment of mitral regurgitation severity is easily performed and appears to be more accurate and predictive of the need for surgery than traditional echocardiography. These promising findings require further confirmation in larger outcome trials.
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Abstract
PURPOSE OF REVIEW Spurred by numerous recent technological advances, cardiac MRI (CMR) is now the gold standard for anatomic evaluation, quantitative assessment of chamber size and function, flow quantification, and tissue characterization. This review focuses on recent advances in pediatric and congenital CMR, highlighting recent safety data, and discussing future directions. RECENT FINDINGS CMR has become an important component of risk stratification and procedural planning in numerous congenital and pediatric heart diseases. Innovative approaches to image acquisition and reconstruction are leading the way toward fast, high-resolution, three- and four-dimensional datasets for delineation of cardiac anatomy, function, and flow. In addition, techniques for assessing the composition of the myocardium may help elucidate the pathophysiology of late complications, identify patients at risk for heart failure, and assist in the evaluation of therapeutic strategies. SUMMARY CMR provides invaluable morphologic, hemodynamic, and functional data that help guide diagnosis, assessment, and management of pediatric and adult congenital heart disease. As imaging techniques advance and data accumulate on the relative and additive value of CMR in patient care, its role in a multimodality approach to the care of this population of patients is becoming clear and is likely to continue to evolve.
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50
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Cunningham CH, Lau JYC, Chen AP, Geraghty BJ, Perks WJ, Roifman I, Wright GA, Connelly KA. Hyperpolarized 13C Metabolic MRI of the Human Heart: Initial Experience. Circ Res 2016; 119:1177-1182. [PMID: 27635086 PMCID: PMC5102279 DOI: 10.1161/circresaha.116.309769] [Citation(s) in RCA: 284] [Impact Index Per Article: 35.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2016] [Revised: 08/30/2016] [Accepted: 09/15/2016] [Indexed: 01/04/2023]
Abstract
Rationale: Altered cardiac energetics is known to play an important role in the progression toward heart failure. A noninvasive method for imaging metabolic markers that could be used in longitudinal studies would be useful for understanding therapeutic approaches that target metabolism. Objective: To demonstrate the first hyperpolarized 13C metabolic magnetic resonance imaging of the human heart. Methods and Results: Four healthy subjects underwent conventional proton cardiac magnetic resonance imaging followed by 13C imaging and spectroscopic acquisition immediately after intravenous administration of a 0.1 mmol/kg dose of hyperpolarized [1-13C]pyruvate. All subjects tolerated the procedure well with no adverse effects reported ≤1 month post procedure. The [1-13C]pyruvate signal appeared within the chambers but not within the muscle. Imaging of the downstream metabolites showed 13C-bicarbonate signal mainly confined to the left ventricular myocardium, whereas the [1-13C]lactate signal appeared both within the chambers and in the myocardium. The mean 13C image signal:noise ratio was 115 for [1-13C]pyruvate, 56 for 13C-bicarbonate, and 53 for [1-13C]lactate. Conclusions: These results represent the first 13C images of the human heart. The appearance of 13C-bicarbonate signal after administration of hyperpolarized [1-13C]pyruvate was readily detected in this healthy cohort (n=4). This shows that assessment of pyruvate metabolism in vivo in humans is feasible using current technology. Clinical Trial Registration: URL: https://www.clinicaltrials.gov. Unique identifier: NCT02648009.
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Affiliation(s)
- Charles H Cunningham
- From the Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); Medical Biophysics, University of Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); GE Healthcare, Toronto, ON, Canada (A.P.C.); Pharmacy (W.J.P.) and Schulich Heart Program (I.R., G.A.W.), Sunnybrook Health Sciences Centre, Toronto, ON, Canada; and Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada (K.A.C).
| | - Justin Y C Lau
- From the Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); Medical Biophysics, University of Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); GE Healthcare, Toronto, ON, Canada (A.P.C.); Pharmacy (W.J.P.) and Schulich Heart Program (I.R., G.A.W.), Sunnybrook Health Sciences Centre, Toronto, ON, Canada; and Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada (K.A.C)
| | - Albert P Chen
- From the Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); Medical Biophysics, University of Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); GE Healthcare, Toronto, ON, Canada (A.P.C.); Pharmacy (W.J.P.) and Schulich Heart Program (I.R., G.A.W.), Sunnybrook Health Sciences Centre, Toronto, ON, Canada; and Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada (K.A.C)
| | - Benjamin J Geraghty
- From the Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); Medical Biophysics, University of Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); GE Healthcare, Toronto, ON, Canada (A.P.C.); Pharmacy (W.J.P.) and Schulich Heart Program (I.R., G.A.W.), Sunnybrook Health Sciences Centre, Toronto, ON, Canada; and Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada (K.A.C)
| | - William J Perks
- From the Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); Medical Biophysics, University of Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); GE Healthcare, Toronto, ON, Canada (A.P.C.); Pharmacy (W.J.P.) and Schulich Heart Program (I.R., G.A.W.), Sunnybrook Health Sciences Centre, Toronto, ON, Canada; and Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada (K.A.C)
| | - Idan Roifman
- From the Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); Medical Biophysics, University of Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); GE Healthcare, Toronto, ON, Canada (A.P.C.); Pharmacy (W.J.P.) and Schulich Heart Program (I.R., G.A.W.), Sunnybrook Health Sciences Centre, Toronto, ON, Canada; and Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada (K.A.C)
| | - Graham A Wright
- From the Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); Medical Biophysics, University of Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); GE Healthcare, Toronto, ON, Canada (A.P.C.); Pharmacy (W.J.P.) and Schulich Heart Program (I.R., G.A.W.), Sunnybrook Health Sciences Centre, Toronto, ON, Canada; and Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada (K.A.C)
| | - Kim A Connelly
- From the Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); Medical Biophysics, University of Toronto, ON, Canada (C.H.C., J.Y.C.L., B.J.G., G.A.W.); GE Healthcare, Toronto, ON, Canada (A.P.C.); Pharmacy (W.J.P.) and Schulich Heart Program (I.R., G.A.W.), Sunnybrook Health Sciences Centre, Toronto, ON, Canada; and Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada (K.A.C)
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