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Gundam SR, Bansal A, Kethamreddy M, Ghatamaneni S, Lowe VJ, Murray ME, Pandey MK. Synthesis and preliminary evaluation of novel PET probes for GSK-3 imaging. Sci Rep 2024; 14:15960. [PMID: 38987294 PMCID: PMC11237012 DOI: 10.1038/s41598-024-65943-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Accepted: 06/25/2024] [Indexed: 07/12/2024] Open
Abstract
Non-invasive imaging of GSK-3 expression in the brain will help to understand the role of GSK-3 in disease pathology and progression. Herein, we report the radiosynthesis and evaluation of two novel isonicotinamide based 18F labeled PET probes, [18F]2 and [18F]6 for noninvasive imaging of GSK3. Among the developed PET probes, the in vitro blood-brain permeability coefficient of 2 (38 ± 20 × 10-6 cm/s, n = 3) was found to be better than 6 (8.75 ± 3.90 × 10-6 cm/s, n = 5). The reference compounds 2 and 6 showed nanomolar affinity towards GSK-3α and GSK-3β. PET probe [18F]2 showed higher stability (100%) in mouse and human serums compared to [18F]6 (67.01 ± 4.93%, n = 3) in mouse serum and 66.20 ± 6.38%, n = 3) in human serum at 120 min post incubation. The in vivo imaging and blocking studies were performed in wild-type mice only with [18F]2 due to its observed stability. [18F]2 showed a SUV of 0.92 ± 0.28 (n = 6) in mice brain as early as 5 min post-injection followed by gradual clearance over time.
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Affiliation(s)
- Surendra Reddy Gundam
- Division of Nuclear Medicine, Department of Radiology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Aditya Bansal
- Division of Nuclear Medicine, Department of Radiology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Manasa Kethamreddy
- Division of Nuclear Medicine, Department of Radiology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Sujala Ghatamaneni
- Division of Nuclear Medicine, Department of Radiology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Val J Lowe
- Division of Nuclear Medicine, Department of Radiology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Melissa E Murray
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, 32224, USA
| | - Mukesh K Pandey
- Division of Nuclear Medicine, Department of Radiology, Mayo Clinic, Rochester, MN, 55905, USA.
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Chamberland É, Moravveji S, Doyon N, Duchesne S. A computational model of Alzheimer's disease at the nano, micro, and macroscales. Front Neuroinform 2024; 18:1348113. [PMID: 38586183 PMCID: PMC10995318 DOI: 10.3389/fninf.2024.1348113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Accepted: 02/26/2024] [Indexed: 04/09/2024] Open
Abstract
Introduction Mathematical models play a crucial role in investigating complex biological systems, enabling a comprehensive understanding of interactions among various components and facilitating in silico testing of intervention strategies. Alzheimer's disease (AD) is characterized by multifactorial causes and intricate interactions among biological entities, necessitating a personalized approach due to the lack of effective treatments. Therefore, mathematical models offer promise as indispensable tools in combating AD. However, existing models in this emerging field often suffer from limitations such as inadequate validation or a narrow focus on single proteins or pathways. Methods In this paper, we present a multiscale mathematical model that describes the progression of AD through a system of 19 ordinary differential equations. The equations describe the evolution of proteins (nanoscale), cell populations (microscale), and organ-level structures (macroscale) over a 50-year lifespan, as they relate to amyloid and tau accumulation, inflammation, and neuronal death. Results Distinguishing our model is a robust foundation in biological principles, ensuring improved justification for the included equations, and rigorous parameter justification derived from published experimental literature. Conclusion This model represents an essential initial step toward constructing a predictive framework, which holds significant potential for identifying effective therapeutic targets in the fight against AD.
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Affiliation(s)
- Éléonore Chamberland
- Centre de Recherche CERVO, Institut Universitaire de Santé Mentale de Québec, Québec, QC, Canada
- Département de Mathématiques et de Statistique, Québec, QC, Canada
| | - Seyedadel Moravveji
- Centre de Recherche CERVO, Institut Universitaire de Santé Mentale de Québec, Québec, QC, Canada
- Département de Mathématiques et de Statistique, Québec, QC, Canada
| | - Nicolas Doyon
- Centre de Recherche CERVO, Institut Universitaire de Santé Mentale de Québec, Québec, QC, Canada
- Département de Mathématiques et de Statistique, Québec, QC, Canada
| | - Simon Duchesne
- Centre de Recherche CERVO, Institut Universitaire de Santé Mentale de Québec, Québec, QC, Canada
- Département de Radiologie et Médecine Nucléaire, Université Laval, Québec, QC, Canada
- Centre de Recherche de l'Institut Universitaire en Cardiologie et Pneumologie de Québec, Québec, QC, Canada
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Jia J, Yi L, Xia Z, Yang M, Qiu D, Zhao Z, Peng Z. Development of [18F]Thiazolylacylaminopyridine-Based Glycogen Synthase Kinase-3β Ligands for Positron Emission Tomography Imaging. Bioorg Med Chem Lett 2023; 88:129263. [PMID: 37004924 DOI: 10.1016/j.bmcl.2023.129263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Revised: 03/16/2023] [Accepted: 03/28/2023] [Indexed: 04/03/2023]
Abstract
Glycogen synthase kinase-3β (GSK-3β) regulates numerous of CNS-specific signaling pathways, and is particularly implicated in various pathogenetic mechanisms of Alzheimer's disease (AD). A noninvasive method for detecting GSK-3β in AD brains via positron emission tomography (PET) imaging could enhance the understanding of AD pathogenesis and aid in the development of AD therapeutic drugs. In this study, an array of fluorinated thiazolyl acylaminopyridines (FTAAP) targeting GSK-3β were designed and synthesized. These compounds showed moderate to high affinities (IC50 = 6.0 - 426 nM) for GSK-3β in vitro. A potential GSK-3β tracer, [18F]8, was successfully radiolabeled. [18F]8 had unsatisfactory initial brain uptake despite its suitable lipophilicity, molecular size and good stability. Further structural refinement of the lead compound is needed to develop promising [18F]-labeled radiotracers for the detection of GSK-3β in AD brains.
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Affiliation(s)
- Jianhua Jia
- Department of Radiological Medicine, College of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, PR China.
| | - Lan Yi
- Department of Radiological Medicine, College of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, PR China
| | - Zhu Xia
- Department of Nuclear Medicine, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400016, PR China
| | - Meixian Yang
- Department of Radiological Medicine, College of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, PR China
| | - Dachuan Qiu
- Department of Radiological Medicine, College of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, PR China
| | - Zhenghuan Zhao
- Department of Radiological Medicine, College of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, PR China
| | - Zhiping Peng
- Department of Radiological Medicine, College of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, PR China.
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Smart K, Zheng MQ, Holden D, Felchner Z, Zhang L, Han Y, Ropchan J, Carson RE, Vasdev N, Huang Y. In Vivo Imaging and Kinetic Modeling of Novel Glycogen Synthase Kinase-3 Radiotracers [ 11C]OCM-44 and [ 18F]OCM-50 in Non-Human Primates. Pharmaceuticals (Basel) 2023; 16:194. [PMID: 37259346 PMCID: PMC9959234 DOI: 10.3390/ph16020194] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 01/21/2023] [Accepted: 01/24/2023] [Indexed: 11/19/2023] Open
Abstract
Glycogen synthase kinase 3 (GSK-3) is a potential therapeutic target for a range of neurodegenerative and psychiatric disorders. The goal of this work was to evaluate two leading GSK-3 positron emission tomography (PET) radioligands, [11C]OCM-44 and [18F]OCM-50, in non-human primates to assess their potential for clinical translation. A total of nine PET scans were performed with the two radiotracers using arterial blood sampling in adult rhesus macaques. Brain regional time-activity curves were extracted and fitted with one- and two-tissue compartment models using metabolite-corrected arterial input functions. Target selectivity was assessed after pre-administration of the GSK-3 inhibitor PF-04802367 (PF-367, 0.03-0.25 mg/kg). Both radiotracers showed good brain uptake and distribution throughout grey matter. [11C]OCM-44 had a free fraction in the plasma of 3% at baseline and was metabolized quickly. The [11C]OCM-44 volume of distribution (VT) values in the brain increased with time; VT values from models fitted to truncated 60-min scan data were 1.4-2.9 mL/cm3 across brain regions. The plasma free fraction was 0.6% for [18F]OCM-50 and VT values (120-min) were 0.39-0.87 mL/cm3 in grey matter regions. After correcting for plasma free fraction increases during blocking scans, reductions in regional VT indicated >80% target occupancy by 0.1 mg/kg of PF-367 for both radiotracers, supporting target selectivity in vivo. [11C]OCM-44 and [18F]OCM-50 warrant further evaluation as radioligands for imaging GSK-3 in the brain, though radio-metabolite accumulation may confound image analysis.
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Affiliation(s)
- Kelly Smart
- Brain Health Imaging Centre, Centre for Addiction and Mental Health, 250 College St., Toronto, ON M5T 1R8, Canada
- Department of Psychiatry, University of Toronto, 250 College St., Toronto, ON M5T 1R8, Canada
- Yale PET Center, Yale School of Medicine, 801 Howard Ave., New Haven, CT 06519, USA
| | - Ming-Qiang Zheng
- Yale PET Center, Yale School of Medicine, 801 Howard Ave., New Haven, CT 06519, USA
| | - Daniel Holden
- Yale PET Center, Yale School of Medicine, 801 Howard Ave., New Haven, CT 06519, USA
| | - Zachary Felchner
- Yale PET Center, Yale School of Medicine, 801 Howard Ave., New Haven, CT 06519, USA
| | - Li Zhang
- Yale PET Center, Yale School of Medicine, 801 Howard Ave., New Haven, CT 06519, USA
| | - Yanjiang Han
- Yale PET Center, Yale School of Medicine, 801 Howard Ave., New Haven, CT 06519, USA
- Nanfang Hospital, Southern Medical University, 1838 Guangzhou Blvd North, Guangzhou 510515, China
| | - Jim Ropchan
- Yale PET Center, Yale School of Medicine, 801 Howard Ave., New Haven, CT 06519, USA
| | - Richard E. Carson
- Yale PET Center, Yale School of Medicine, 801 Howard Ave., New Haven, CT 06519, USA
| | - Neil Vasdev
- Brain Health Imaging Centre, Centre for Addiction and Mental Health, 250 College St., Toronto, ON M5T 1R8, Canada
- Department of Psychiatry, University of Toronto, 250 College St., Toronto, ON M5T 1R8, Canada
| | - Yiyun Huang
- Yale PET Center, Yale School of Medicine, 801 Howard Ave., New Haven, CT 06519, USA
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Boyle AJ, Narvaez A, Chassé M, Vasdev N. PET imaging of glycogen synthase kinase-3 in pancreatic cancer xenograft mouse models. AMERICAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING 2022; 12:1-14. [PMID: 35295885 PMCID: PMC8918402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 01/09/2022] [Indexed: 06/14/2023]
Abstract
Glycogen synthase kinase-3 (GSK-3) contributes to tumorigenesis in pancreatic cancer by modulating cell proliferation and survival. This study evaluated the lead GSK-3 targeted PET radiotracers for neuro-PET imaging, [11C]PF-367 and [11C]OCM-44, in pancreatic cancer xenograft mice. Immunohistochemistry showed that GSK-3α and GSK-3β were overexpressed in PANC-1 xenografts. In autoradiography studies, higher specific binding was observed for [3H]PF-367 compared to [3H]OCM-44 when co-incubated with unlabeled PF-367 (59.2±1.8% vs 22.6±3.75%, respectively). Co-incubation of [11C]OCM-44 with OCM-44 did not improve the specific binding (25.5±30.2%). In dynamic PET imaging of PANC-1 xenograft mouse models, tumors were not visualized with [11C]PF-367 but were well visualized with [11C]OCM-44. Time-activity curves revealed no difference in accumulation in PANC-1 tumor tissue compared to muscle tissue in [11C]PF-367 baseline studies, while a significant difference was observed for [11C]OCM-44 with a tumor-to-muscle ratio of 1.6. Tumor radioactivity accumulation following injection with [11C]OCM-44 was not displaced by pre-treatment with unlabeled PF-367. Radiometabolite analysis showed that intact [11C]PF-367 accounted for 7.5% of tumor radioactivity, with >30% in plasma, at 40 min post-injection of the radiotracer, and that intact [11C]OCM-44 accounted for 20% of tumor radioactivity, with >60% in plasma. [11C]OCM-44 is superior to [11C]PF-367 for detecting lesions in preclinical mouse models of pancreatic cancer, however, both radiotracers undergo rapid metabolism in vivo. GSK-3 PET radiotracers with improved in vivo stability are needed for clinical translation. To our knowledge this work represents the first PET imaging study of GSK-3 in oncology.
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Affiliation(s)
- Amanda J Boyle
- Azrieli Centre for Neuro-Radiochemistry, Brain Health Imaging Centre, Centre for Addiction and Mental HealthToronto, Ontario, M5T 1R8, Canada
- Department of Psychiatry, University of TorontoToronto, Ontario, M5T 1R8, Canada
| | - Andrea Narvaez
- Azrieli Centre for Neuro-Radiochemistry, Brain Health Imaging Centre, Centre for Addiction and Mental HealthToronto, Ontario, M5T 1R8, Canada
| | - Melissa Chassé
- Azrieli Centre for Neuro-Radiochemistry, Brain Health Imaging Centre, Centre for Addiction and Mental HealthToronto, Ontario, M5T 1R8, Canada
- Institute of Medical Sciences, University of TorontoToronto, Ontario, M5S 1A8, Canada
| | - Neil Vasdev
- Azrieli Centre for Neuro-Radiochemistry, Brain Health Imaging Centre, Centre for Addiction and Mental HealthToronto, Ontario, M5T 1R8, Canada
- Department of Psychiatry, University of TorontoToronto, Ontario, M5T 1R8, Canada
- Institute of Medical Sciences, University of TorontoToronto, Ontario, M5S 1A8, Canada
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Cao L, Kong Y, Ji B, Ren Y, Guan Y, Ni R. Positron Emission Tomography in Animal Models of Tauopathies. Front Aging Neurosci 2022; 13:761913. [PMID: 35082657 PMCID: PMC8784812 DOI: 10.3389/fnagi.2021.761913] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Accepted: 11/30/2021] [Indexed: 12/18/2022] Open
Abstract
The microtubule-associated protein tau (MAPT) plays an important role in Alzheimer's disease and primary tauopathy diseases. The abnormal accumulation of tau contributes to the development of neurotoxicity, inflammation, neurodegeneration, and cognitive deficits in tauopathy diseases. Tau synergically interacts with amyloid-beta in Alzheimer's disease leading to detrimental consequence. Thus, tau has been an important target for therapeutics development for Alzheimer's disease and primary tauopathy diseases. Tauopathy animal models recapitulating the tauopathy such as transgenic, knock-in mouse and rat models have been developed and greatly facilitated the understanding of disease mechanisms. The advance in PET and imaging tracers have enabled non-invasive detection of the accumulation and spread of tau, the associated microglia activation, metabolic, and neurotransmitter receptor alterations in disease animal models. In vivo microPET studies on mouse or rat models of tauopathy have provided significant insights into the phenotypes and time course of pathophysiology of these models and allowed the monitoring of treatment targeting at tau. In this study, we discuss the utilities of PET and recently developed tracers for evaluating the pathophysiology in tauopathy animal models. We point out the outstanding challenges and propose future outlook in visualizing tau-related pathophysiological changes in brain of tauopathy disease animal models.
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Affiliation(s)
- Lei Cao
- Institute for Regenerative Medicine, University of Zurich, Zurich, Switzerland
- Changes Technology Corporation Ltd., Shanghai, China
| | - Yanyan Kong
- PET Center, Huashan Hospital, Fudan University, Shanghai, China
| | - Bin Ji
- Department of Radiopharmacy and Molecular Imaging, School of Pharmacy, Fudan University, Shanghai, China
| | - Yutong Ren
- Guangdong Robotics Association, Guangzhou, China
| | - Yihui Guan
- PET Center, Huashan Hospital, Fudan University, Shanghai, China
| | - Ruiqing Ni
- Institute for Regenerative Medicine, University of Zurich, Zurich, Switzerland
- Institute for Biomedical Engineering, ETH Zurich and University of Zurich, Zurich, Switzerland
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Ni R. Positron Emission Tomography in Animal Models of Alzheimer's Disease Amyloidosis: Translational Implications. Pharmaceuticals (Basel) 2021; 14:1179. [PMID: 34832961 PMCID: PMC8623863 DOI: 10.3390/ph14111179] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Revised: 11/13/2021] [Accepted: 11/15/2021] [Indexed: 12/30/2022] Open
Abstract
Animal models of Alzheimer's disease amyloidosis that recapitulate cerebral amyloid-beta pathology have been widely used in preclinical research and have greatly enabled the mechanistic understanding of Alzheimer's disease and the development of therapeutics. Comprehensive deep phenotyping of the pathophysiological and biochemical features in these animal models is essential. Recent advances in positron emission tomography have allowed the non-invasive visualization of the alterations in the brain of animal models and in patients with Alzheimer's disease. These tools have facilitated our understanding of disease mechanisms and provided longitudinal monitoring of treatment effects in animal models of Alzheimer's disease amyloidosis. In this review, we focus on recent positron emission tomography studies of cerebral amyloid-beta accumulation, hypoglucose metabolism, synaptic and neurotransmitter receptor deficits (cholinergic and glutamatergic system), blood-brain barrier impairment, and neuroinflammation (microgliosis and astrocytosis) in animal models of Alzheimer's disease amyloidosis. We further propose the emerging targets and tracers for reflecting the pathophysiological changes and discuss outstanding challenges in disease animal models and future outlook in the on-chip characterization of imaging biomarkers towards clinical translation.
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Affiliation(s)
- Ruiqing Ni
- Institute for Biomedical Engineering, ETH & University of Zurich, 8093 Zurich, Switzerland;
- Institute for Regenerative Medicine, University of Zurich, 8952 Zurich, Switzerland
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