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Zhu J, Pan F, Cai H, Pan L, Li Y, Li L, Li Y, Wu X, Fan H. Positron emission tomography imaging of lung cancer: An overview of alternative positron emission tomography tracers beyond F18 fluorodeoxyglucose. Front Med (Lausanne) 2022; 9:945602. [PMID: 36275809 PMCID: PMC9581209 DOI: 10.3389/fmed.2022.945602] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Accepted: 08/31/2022] [Indexed: 11/13/2022] Open
Abstract
Lung cancer has been the leading cause of cancer-related mortality in China in recent decades. Positron emission tomography-computer tomography (PET/CT) has been established in the diagnosis of lung cancer. 18F-FDG is the most widely used PET tracer in foci diagnosis, tumor staging, treatment planning, and prognosis assessment by monitoring abnormally exuberant glucose metabolism in tumors. However, with the increasing knowledge on tumor heterogeneity and biological characteristics in lung cancer, a variety of novel radiotracers beyond 18F-FDG for PET imaging have been developed. For example, PET tracers that target cellular proliferation, amino acid metabolism and transportation, tumor hypoxia, angiogenesis, pulmonary NETs and other targets, such as tyrosine kinases and cancer-associated fibroblasts, have been reported, evaluated in animal models or under clinical investigations in recent years and play increasing roles in lung cancer diagnosis. Thus, we perform a comprehensive literature review of the radiopharmaceuticals and recent progress in PET tracers for the study of lung cancer biological characteristics beyond glucose metabolism.
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Affiliation(s)
- Jing Zhu
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, China,Respiratory and Critical Care Medicine, Mianyang Central Hospital, School of Medicine, University of Electronic Science and Technology of China, Mianyang, China,NHC Key Laboratory of Nuclear Technology Medical Transformation, Mianyang Central Hospital, School of Medicine, University of Electronic Science and Technology of China, Mianyang, China
| | - Fei Pan
- Department of Nuclear Medicine, Laboratory of Clinical Nuclear Medicine, West China Hospital, Sichuan University, Chengdu, China
| | - Huawei Cai
- Department of Nuclear Medicine, Laboratory of Clinical Nuclear Medicine, West China Hospital, Sichuan University, Chengdu, China
| | - Lili Pan
- Department of Nuclear Medicine, Laboratory of Clinical Nuclear Medicine, West China Hospital, Sichuan University, Chengdu, China
| | - Yalun Li
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, China
| | - Lin Li
- Department of Nuclear Medicine, Laboratory of Clinical Nuclear Medicine, West China Hospital, Sichuan University, Chengdu, China
| | - YunChun Li
- Department of Nuclear Medicine, Laboratory of Clinical Nuclear Medicine, West China Hospital, Sichuan University, Chengdu, China,Department of Nuclear Medicine, The Second People’s Hospital of Yibin, Yibin, China
| | - Xiaoai Wu
- Department of Nuclear Medicine, Laboratory of Clinical Nuclear Medicine, West China Hospital, Sichuan University, Chengdu, China,Xiaoai Wu,
| | - Hong Fan
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, China,*Correspondence: Hong Fan,
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Nehmeh SA, Moussa MB, Lee N, Zanzonico P, Gönen M, Humm JL, Schöder H. Comparison of FDG and FMISO uptakes and distributions in head and neck squamous cell cancer tumors. EJNMMI Res 2021; 11:38. [PMID: 33855685 PMCID: PMC8046891 DOI: 10.1186/s13550-021-00767-w] [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: 11/11/2020] [Accepted: 02/26/2021] [Indexed: 12/02/2022] Open
Abstract
Purpose Glycolysis is increased by hypoxia, suggesting a possible correlation between the accumulation of 2-[18F]fluoro-2-deoxy-D-glucose (FDG) in malignant tumors and regional hypoxia defined by 1H-1-(3-[18F]fluoro-2-hydroxypropyl)-2-nitroimidazole (FMISO) PET. The aim of this study is to investigate the intra-tumoral spatial distribution and quantitative relationship between FDG and FMISO in a cohort of head and neck squamous cell cancer (HNSCC) patients. Methods Twenty HNSCC patients with 20 primary tumors and 19 metastatic lymph nodes (LNs) underwent FDG and FMISO PET within 1 week. The metabolic target volume (MTV) was defined on the FDG PET images using a region growing algorithm. The hypoxic volume (HV) was defined by the volume of voxels in an FMISO image within the MTV that satisfy a tumor-to-blood ratio (T/B) greater than 1.2. FDG and FMISO lesions were co-registered, and a voxel-by-voxel correlation between the two datasets was performed. FDG and FMISO TVs’ SUVs were also compared as well as the intra-tumoral homogeneity of the two radiotracers. Separate analysis was performed for the primary tumors and LNs. Results Twenty-six percent of the primary tumors and 15% of LNs showed a strong correlation (R > 0.7) between FDG and FMISO intra-tumor distributions when considering the MTV. For the HV, only 19% of primary tumors and 12% of LN were strongly correlated. A weak and moderate correlation existed between the two markers SUVavg, and SUVmax in the case of the primary tumors, respectively. However, this was not the case for the LNs. Good concordances were also observed between the primary tumor’s and LNs HV SUVavgs as well as between the corresponding hypoxic fractions (HF’s). Conclusions A moderate correlation between FDG and hypoxia radiotracer distribution, as measured by FMISO, seems to exist for primary tumors. However, discordant results were found in the case of LNs. Hypoxia appears to be the dominant driver of high FDG uptake in selected tumors only, and therefore FDG PET images cannot be used as a universal surrogate to identify or predict intra-tumor hypoxia.
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Affiliation(s)
- Sadek A Nehmeh
- Medical Physics, Memorial Sloan-Kettering Cancer Center, New York, NY, USA. .,Weill Cornell Medical College, New York, NY, 10021, USA.
| | - Mohamed B Moussa
- Chemistry Department, Stony Brook University, Stony Brook, NY, USA
| | - Nancy Lee
- Radiation Oncology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Pat Zanzonico
- Medical Physics, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Mithat Gönen
- Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - John L Humm
- Medical Physics, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Heiko Schöder
- Memorial Sloan-Kettering Cancer Center, New York, NY, USA
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Harper K, Yatsyna A, Charbonneau M, Brochu-Gaudreau K, Perreault A, Jeldres C, McDonald PP, Dubois CM. The Chicken Chorioallantoic Membrane Tumor Assay as a Relevant In Vivo Model to Study the Impact of Hypoxia on Tumor Progression and Metastasis. Cancers (Basel) 2021; 13:cancers13051093. [PMID: 33806378 PMCID: PMC7961795 DOI: 10.3390/cancers13051093] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Revised: 02/23/2021] [Accepted: 02/25/2021] [Indexed: 12/26/2022] Open
Abstract
Simple Summary Hypoxia is a negative prognostic factor known to be closely associated with tumor progression and metastasis. However, existing animal models with the ability to recreate the tumor hypoxic microenvironment have disadvantages that limit our ability to understand and target this pathological condition. The chicken ChorioAllantoic Membrane (CAM) assay is increasingly used as a rapid cost-effective drug-testing model that recapitulates many aspects of human cancers. Whether this model recreates the hypoxic environment of tumors remains understudied. Here, we demonstrate that the CAM model effectively supports the development of hypoxic zones in a variety of tumor types. Treatment of tumors with angiogenesis inhibitors or inducers significantly modulated the formation of hypoxic zones as well as tumor progression and metastasis. Our findings suggest that the CAM-based tumor model is a relevant in vivo platform to further understand the pathological responses to hypoxia and test therapeutic interventions aimed at targeting hypoxic cancers. Abstract Hypoxia in the tumor microenvironment is a negative prognostic factor associated with tumor progression and metastasis, and therefore represents an attractive therapeutic target for anti-tumor therapy. To test the effectiveness of novel hypoxia-targeting drugs, appropriate preclinical models that recreate tumor hypoxia are essential. The chicken ChorioAllantoic Membrane (CAM) assay is increasingly used as a rapid cost-effective in vivo drug-testing platform that recapitulates many aspects of human cancers. However, it remains to be determined whether this model recreates the hypoxic microenvironment of solid tumors. To detect hypoxia in the CAM model, the hypoxic marker pimonidazole was injected into the vasculature of tumor-bearing CAM, and hypoxia-dependent gene expression was analyzed. We observed that the CAM model effectively supports the development of hypoxic zones in a variety of human tumor cell line-derived and patient’s tumor fragment-derived xenografts. The treatment of both patient and cell line-derived CAM xenografts with modulators of angiogenesis significantly altered the formation of hypoxic zones within the xenografts. Furthermore, the changes in hypoxia translated into modulated levels of chick liver metastasis as measured by Alu-based assay. These findings demonstrate that the CAM xenograft model is a valuable in vivo platform for studying hypoxia that could facilitate the identification and testing of drugs targeting this tumor microenvironment.
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Affiliation(s)
- Kelly Harper
- Department of Immunology and Cell Biology, Université de Sherbrooke, Sherbrooke, QC J1H 5H3, Canada; (K.H.); (A.Y.); (M.C.); (K.B.-G.); (A.P.)
| | - Anna Yatsyna
- Department of Immunology and Cell Biology, Université de Sherbrooke, Sherbrooke, QC J1H 5H3, Canada; (K.H.); (A.Y.); (M.C.); (K.B.-G.); (A.P.)
| | - Martine Charbonneau
- Department of Immunology and Cell Biology, Université de Sherbrooke, Sherbrooke, QC J1H 5H3, Canada; (K.H.); (A.Y.); (M.C.); (K.B.-G.); (A.P.)
| | - Karine Brochu-Gaudreau
- Department of Immunology and Cell Biology, Université de Sherbrooke, Sherbrooke, QC J1H 5H3, Canada; (K.H.); (A.Y.); (M.C.); (K.B.-G.); (A.P.)
| | - Alexis Perreault
- Department of Immunology and Cell Biology, Université de Sherbrooke, Sherbrooke, QC J1H 5H3, Canada; (K.H.); (A.Y.); (M.C.); (K.B.-G.); (A.P.)
| | - Claudio Jeldres
- Department of Surgery, Division of Urology, Université de Sherbrooke, Sherbrooke, QC J1H 5H3, Canada;
| | - Patrick P. McDonald
- Department of Medicine, Pulmonary Division, Université de Sherbrooke, Sherbrooke, QC J1H 5H3, Canada;
| | - Claire M. Dubois
- Department of Immunology and Cell Biology, Université de Sherbrooke, Sherbrooke, QC J1H 5H3, Canada; (K.H.); (A.Y.); (M.C.); (K.B.-G.); (A.P.)
- Correspondence:
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Annunziata S, Laudicella R, Caobelli F, Pizzuto DA, Aimn Working Group Y. Clinical Value of PET/CT in Staging Melanoma and Potential New Radiotracers. Curr Radiopharm 2020; 13:6-13. [PMID: 31749438 DOI: 10.2174/1874471012666191015094620] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Revised: 02/02/2019] [Accepted: 07/17/2019] [Indexed: 12/24/2022]
Abstract
BACKGROUND 18F-FDG PET/CT has been suggested as an effective tool to stage patients affected by melanoma. In the latest years, new radiopharmaceuticals have been proposed and the use of hybrid PET/ceCT has emerged. OBJECTIVE To review recent evidence on the role of PET/CT in melanoma staging as well as its potential for future developments. METHODS A comprehensive computer literature search of PubMed/MEDLINE was carried out to find relevant published articles concerning the feasibility of PET/CT in patients with malignant melanoma. RESULTS Some recent studies about potentials and limitations of 18F-FDG PET/CT in staging melanoma, new PET radiotracers beyond 18F-FDG and application of hybrid PET/ceCT have been reviewed and discussed. CONCLUSION PET/CT plays an important role in the staging workup of patients affected by melanoma. New radiopharmaceuticals and hybrid PET/ceCT could improve the potential of this diagnostic tool in this field.
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Affiliation(s)
- Salvatore Annunziata
- Institute of Nuclear Medicine, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Riccardo Laudicella
- Department of Biomedical and Dental Sciences and Morpho-Functional Imaging, Nuclear Medicine Unit, University of Messina, Messina ME, Italy
| | - Federico Caobelli
- Department of Nuclear Medicine, Clinic of Radiology and Nuclear Medicine, University Hospital Basel, Basel, Switzerland
| | - Daniele A Pizzuto
- Department of Nuclear Medicine, University Hospital Zurich/University of Zurich, Raemistrasse 100, 8091 Zurich, Switzerland
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Nakata N, Kiriu M, Okumura Y, Zhao S, Nishijima KI, Shiga T, Tamaki N, Kuge Y, Matsumoto H. Comparative evaluation of [ 18F]DiFA and its analogs as novel hypoxia positron emission tomography and [ 18F]FMISO as the standard. Nucl Med Biol 2019; 70:39-45. [PMID: 30836255 DOI: 10.1016/j.nucmedbio.2019.01.008] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2018] [Revised: 01/08/2019] [Accepted: 01/20/2019] [Indexed: 01/23/2023]
Abstract
INTRODUCTION Hypoxia, a common feature of most solid tumors, is an important predictor of tumor progression and resistance to radiotherapy. We developed a novel hypoxia imaging probe with optimal biological characteristics for use in clinical settings. METHODS We designed and synthesized several new hypoxia probes with additional hydrophilic characteristics compared to [18F]fluoromisonidazole ([18F]FMISO). These were 1-(2,2-Dihydroxy-methyl-3-[18F]-Fluoropropyl) azomycin ([18F]DiFA, formerly [18F]HIC101) and its analogs ([18F]F1 and [18F]F2). Biodistribution studies with EMT6 mammary carcinoma cell-bearing mice were performed 1 and 2 h after injection of each probe. Small-animal positron emission tomography (PET) imaging studies were conducted using [18F]DiFA and [18F]FMISO in the same mice. Tumoral hypoxia was confirmed via pimonidazole staining. Ex vivo digital autoradiographs were obtained for confirming the co-localization of [18F]DiFA and pimonidazole in the tumor tissues. RESULTS The EMT6 tumors used had pimonidazole-positive regions. In biodistribution studies, the tumor-to-blood ratio and tumor-to-muscle ratio of [18F]DiFA was significantly higher than the respective [18F]FMISO ratios 1 h after injection. Hence, we selected [18F]DiFA as the best hypoxia probe among those tested. Small-animal PET imaging studies showed time-dependent increases in the tumor-to-normal tissue ratio of [18F]DiFA uptake. Rapid clearance from the rest of the body was observed primarily via the renal system. Ex vivo autoradiography showed a positive correlation between [18F]DiFA uptake and the regions of pimonidazole distribution, indicating that [18F]DiFA selectively accumulated in the tumor tissue's hypoxic region. CONCLUSIONS A better contrast image and a shorter waiting time may be obtained with [18F]DiFA than with [18F]FMISO. ADVANCES IN KNOWLEDGE By optimizing LogP based on the [18F]FMISO structure, we demonstrated that [18F]DiFA could detect tumor hypoxia regions at an early time point. IMPLICATIONS FOR PATIENT CARE: [18F]DiFA imaging facilitates the evaluation of various cancer hypoxic states due to the lower uptake of normal tissues and could contribute to novel treatment development.
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Affiliation(s)
- Norihito Nakata
- Research Center, Nihon Medi-Physics Co., Ltd., 299-0266 Sodegaura, Japan
| | - Masato Kiriu
- Research Center, Nihon Medi-Physics Co., Ltd., 299-0266 Sodegaura, Japan
| | - Yuki Okumura
- Research Center, Nihon Medi-Physics Co., Ltd., 299-0266 Sodegaura, Japan
| | - Songji Zhao
- Graduate School of Medicine, Hokkaido University, 060-8638 Sapporo, Japan
| | - Ken-Ichi Nishijima
- Graduate School of Medicine, Hokkaido University, 060-8638 Sapporo, Japan; Central Institute of Isotope Science, Hokkaido University, 060-0815 Sapporo, Japan
| | - Tohru Shiga
- Graduate School of Medicine, Hokkaido University, 060-8638 Sapporo, Japan
| | - Nagara Tamaki
- Graduate School of Medicine, Hokkaido University, 060-8638 Sapporo, Japan
| | - Yuji Kuge
- Graduate School of Medicine, Hokkaido University, 060-8638 Sapporo, Japan; Central Institute of Isotope Science, Hokkaido University, 060-0815 Sapporo, Japan
| | - Hiroki Matsumoto
- Research Center, Nihon Medi-Physics Co., Ltd., 299-0266 Sodegaura, Japan.
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How to Modulate Tumor Hypoxia for Preclinical In Vivo Imaging Research. CONTRAST MEDIA & MOLECULAR IMAGING 2018; 2018:4608186. [PMID: 30420794 PMCID: PMC6211155 DOI: 10.1155/2018/4608186] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 07/24/2018] [Accepted: 08/13/2018] [Indexed: 01/20/2023]
Abstract
Tumor hypoxia is related with tumor aggressiveness, chemo- and radiotherapy resistance, and thus a poor clinical outcome. Therefore, over the past decades, every effort has been made to develop strategies to battle the negative prognostic influence of tumor hypoxia. For appropriate patient selection and follow-up, noninvasive imaging biomarkers such as positron emission tomography (PET) radiolabeled ligands are unprecedentedly needed. Importantly, before being able to implement these new therapies and potential biomarkers into the clinical setting, preclinical in vivo validation in adequate animal models is indispensable. In this review, we provide an overview of the different attempts that have been made to create differential hypoxic in vivo cancer models with a particular focus on their applicability in PET imaging studies.
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De Bruycker S, Vangestel C, Van den Wyngaert T, Wyffels L, Wouters A, Pauwels P, Staelens S, Stroobants S. Baseline [(18)F]FMISO μPET as a Predictive Biomarker for Response to HIF-1α Inhibition Combined with 5-FU Chemotherapy in a Human Colorectal Cancer Xenograft Model. Mol Imaging Biol 2017; 18:606-16. [PMID: 26728163 DOI: 10.1007/s11307-015-0926-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
PURPOSE The purpose of this study was to characterize imaging biomarkers for the potential benefit of hypoxia-inducible factor-1 (HIF-1)α inhibition (by PX-12) during 5-fluorouracil (5-FU) chemotherapy in the treatment of colorectal cancer (CRC). PROCEDURES Therapy response to 5-FU ± PX-12 was assessed with baseline [(18)F]fluoromisonidazole ([(18)F]FMISO) and longitudinal 2-deoxy-2-[(18)F]fluoro-D-glucose ([(18)F]FDG) positron emission computed tomography (μPET/CT) in CRC xenograft model (n = 36) during breathing of a hypoxic (10 % O2) or normoxic (21 % O2) atmosphere. Ex vivo, immunohistochemistry was performed. RESULTS Baseline [(18)F]FMISO uptake and relative tumor volume (RTV) 2 days after 5-FU or 5-FU + PX-12 administration correlated significantly (p ≤ 0.01). Under hypoxic breathing conditions, [(18)F]FDG uptake (-53.1 ± 8.4 %) and Ki67 expression (-16 %) decreased and RTV stagnated in the 5-FU + PX-12 treatment group, but not in 5-FU alone-treated tumors. Under normoxic breathing, [(18)F]FDG uptake (-23.5 ± 15.2 % and -72.8 ± 7.1 %) and Ki67 expression (-5 % and -19 %) decreased and RTV stagnated in both the 5-FU and the combination treatment group, respectively. CONCLUSION Baseline [(18)F]FMISO μPET may predict the beneficial effect of HIF-1α inhibition during 5-FU chemotherapy in CRC.
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Affiliation(s)
- Sven De Bruycker
- Molecular Imaging Center Antwerp (MICA), University of Antwerp, Universiteitsplein 1, Wilrijk, Antwerp, Belgium
| | - Christel Vangestel
- Molecular Imaging Center Antwerp (MICA), University of Antwerp, Universiteitsplein 1, Wilrijk, Antwerp, Belgium.,Department of Nuclear Medicine, Antwerp University Hospital, Wilrijkstraat 10, 2650, Edegem, Antwerp, Belgium
| | - Tim Van den Wyngaert
- Molecular Imaging Center Antwerp (MICA), University of Antwerp, Universiteitsplein 1, Wilrijk, Antwerp, Belgium.,Department of Nuclear Medicine, Antwerp University Hospital, Wilrijkstraat 10, 2650, Edegem, Antwerp, Belgium
| | - Leonie Wyffels
- Molecular Imaging Center Antwerp (MICA), University of Antwerp, Universiteitsplein 1, Wilrijk, Antwerp, Belgium.,Department of Nuclear Medicine, Antwerp University Hospital, Wilrijkstraat 10, 2650, Edegem, Antwerp, Belgium
| | - An Wouters
- Center for Oncological Research (CORE), University of Antwerp, Universiteitsplein 1, Wilrijk, Antwerp, Belgium
| | - Patrick Pauwels
- Center for Oncological Research (CORE), University of Antwerp, Universiteitsplein 1, Wilrijk, Antwerp, Belgium
| | - Steven Staelens
- Molecular Imaging Center Antwerp (MICA), University of Antwerp, Universiteitsplein 1, Wilrijk, Antwerp, Belgium
| | - Sigrid Stroobants
- Molecular Imaging Center Antwerp (MICA), University of Antwerp, Universiteitsplein 1, Wilrijk, Antwerp, Belgium. .,Department of Nuclear Medicine, Antwerp University Hospital, Wilrijkstraat 10, 2650, Edegem, Antwerp, Belgium.
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Kawada K, Iwamoto M, Sakai Y. Mechanisms underlying 18F-fluorodeoxyglucose accumulation in colorectal cancer. World J Radiol 2016; 8:880-886. [PMID: 27928469 PMCID: PMC5120247 DOI: 10.4329/wjr.v8.i11.880] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2016] [Revised: 08/08/2016] [Accepted: 09/18/2016] [Indexed: 02/06/2023] Open
Abstract
Positron emission tomography (PET) with 18F-fluorodeoxyglucose (FDG) is a diagnostic tool to evaluate metabolic activity by measuring accumulation of FDG, an analogue of glucose, and has been widely used for detecting small tumors, monitoring treatment response and predicting patients’ prognosis in a variety of cancers. However, the molecular mechanism of FDG accumulation into tumors remains to be investigated. It is well-known that most cancers are metabolically active with elevated glucose metabolism, a phenomenon known as the Warburg effect. The underlying mechanisms for elevated glucose metabolism in cancer tissues are complex. Recent reports have indicated the potential of FDG-PET/CT scans in predicting mutational status (e.g., KRAS gene mutation) of colorectal cancer (CRC), which suggests that FDG-PET/CT scans may play a key role in determining therapeutic strategies by non-invasively predicting treatment response to anti-epidermal growth factor receptor (EGFR) therapy. In this review, we summarize the current findings investigating the molecular mechanism of 18F-FDG accumulation in CRC.
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Bao X, Wang MW, Luo JM, Wang SY, Zhang YP, Zhang YJ. Optimization of Early Response Monitoring and Prediction of Cancer Antiangiogenesis Therapy via Noninvasive PET Molecular Imaging Strategies of Multifactorial Bioparameters. Theranostics 2016; 6:2084-2098. [PMID: 27698942 PMCID: PMC5039682 DOI: 10.7150/thno.13917] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2015] [Accepted: 07/30/2016] [Indexed: 12/13/2022] Open
Abstract
Objective: Antiangiogenesis therapy (AAT) has provided substantial benefits regarding improved outcomes and survival for suitable patients in clinical settings. Therefore, the early definition of therapeutic effects is urgently needed to guide cancer AAT. We aimed to optimize the early response monitoring and prediction of AAT efficacy, as indicated by the multi-targeted anti-angiogenic drug sunitinib in U87MG tumors, using noninvasive positron emission computed tomography (PET) molecular imaging strategies of multifactorial bioparameters. Methods: U87MG tumor mice were treated via intragastric injections of sunitinib (80 mg/kg) or vehicle for 7 consecutive days. Longitudinal MicroPET/CT scans with 18F-FDG, 18F-FMISO, 18F-ML-10 and 18F-Alfatide II were acquired to quantitatively measure metabolism, hypoxia, apoptosis and angiogenesis on days 0, 1, 3, 7 and 13 following therapy initiation. Tumor tissues from a dedicated group of mice were collected for immunohistochemical (IHC) analysis of key biomarkers (Glut-1, CA-IX, TUNEL, ανβ3 and CD31) at the time points of PET imaging. The tumor sizes and mouse weights were measured throughout the study. The tumor uptake (ID%/gmax), the ratios of the tumor/muscle (T/M) for each probe, and the tumor growth ratios (TGR) were calculated and used for statistical analyses of the differences and correlations. Results: Sunitinib successfully inhibited U87MG tumor growth with significant differences in the tumor size from day 9 after sunitinib treatment compared with the control group (P < 0.01). The uptakes of 18F-FMISO (reduced hypoxia), 18F-ML-10 (increased apoptosis) and 18F-Alfatide II (decreased angiogenesis) in the tumor lesions significantly changed during the early stage (days 1 to 3) of sunitinib treatment; however, the uptake of 18F-FDG (increased glucose metabolism) was significantly different during the late stage. The PET imaging data of each probe were all confirmed via ex vivo IHC of the relevant biomarkers. Notably, the PET imaging of 18F-Alfatide II and 18F-FMISO was significantly correlated (all P < 0.05) with TGR, whereas the imaging of 18F-FDG and 18F-ML-10 was not significantly correlated with TGR. Conclusion: Based on the tumor uptake of the PET probes and their correlations with MVD and TGR, 18F-Alfatide II PET may not only monitor the early response but also precisely predict the therapeutic efficacy of the multi-targeted, anti-angiogenic drug sunitinib in U87MG tumors. In conclusion, it is feasible to optimize the early response monitoring and efficacy prediction of cancer AAT using noninvasive PET molecular imaging strategies of multifactorial bioparameters, such as angiogenesis imaging with 18F-Alfatide II, which represents an RGD-based probe.
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Grafström J, Ahlzén HS, Stone-Elander S. A method for comparing intra-tumoural radioactivity uptake heterogeneity in preclinical positron emission tomography studies. EJNMMI Phys 2015; 2:19. [PMID: 26501820 PMCID: PMC4562910 DOI: 10.1186/s40658-015-0124-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2015] [Accepted: 08/31/2015] [Indexed: 11/29/2022] Open
Abstract
Background Non-uniformity influences the interpretation of nuclear medicine based images and consequently their use in treatment planning and monitoring. However, no standardised method for evaluating and ranking heterogeneity exists. Here, we have developed a general algorithm that provides a ranking and a visualisation of the heterogeneity in small animal positron emission tomography (PET) images. Methods The code of the algorithm was written using the Matrix Laboratory software (MATLAB). Parameters known to influence the heterogeneity (distances between deviating peaks, gradients and size compensations) were incorporated into the algorithm. All data matrices were mathematically constructed in the same format with the aim of maintaining overview and control. Histograms visualising the spread and frequency of contributions to the heterogeneity were also generated. The construction of the algorithm was tested using mathematically generated matrices and by varying post-processing parameters. It was subsequently applied in comparisons of radiotracer uptake in preclinical images in human head and neck carcinoma and endothelial and ovarian carcinoma xenografts. Results Using the developed algorithm, entire tissue volumes could be assessed and gradients could be handled in an indirect manner. Similar-sized volumes could be compared without modifying the algorithm. Analyses of the distribution of different tracers gave results that were generally in accordance with single plane preclinical images, indicating that it could appropriately handle comparisons of targeting vs. non-targeting tracers and also for different target levels. Altering the reconstruction algorithm, pixel size, tumour ROI volumes and lower cut-off limits affected the calculated heterogeneity factors in expected directions but did not reverse conclusions about which tumour was more or less heterogeneous. Conclusions The algorithm constructed is an objective and potentially user-friendly tool for one-to-one comparisons of heterogeneity in whole similar-sized tumour volumes in PET imaging.
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Affiliation(s)
| | - Hanna-Stina Ahlzén
- Division of Biochemistry, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE-17177, Stockholm, Sweden.
| | - Sharon Stone-Elander
- Department of Clinical Neuroscience, Karolinska Institutet, SE-17176, Stockholm, Sweden. .,PET Radiochemistry, Neuroradiology Department, Karolinska University Hospital, SE-17176, Stockholm, Sweden.
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Perissinotti A, Vidal-Sicart S, Nieweg O, Valdés Olmos R. Melanoma and nuclear medicine. Melanoma Manag 2014; 1:57-74. [PMID: 30190811 DOI: 10.2217/mmt.14.10] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
Supported by a large body of published work, the contribution of nuclear medicine technologies to the assessment of melanoma has been increasing in recent years. Lymphoscintigraphy-assisted sentinel lymph node biopsy and PET are in continuous evolution with the aid of technological imaging advances, making it possible to fuse functional and anatomic images (e.g., with SPECT/CT, PET/CT and 3D rendering systems). The development of hybrid fluorescent-radioactive tracers that enable high-quality preoperative lymphoscintigraphy and SPECT/CT, and the optimization of modern intraoperative portable imaging technologies, such as free-hand SPECT and portable γ-cameras, are important innovations that have improved sentinel lymph node identification in complex anatomical areas, such as the pelvis and head and neck. Concurrently, 18F-fluorodeoxyglucose-PET has proved its usefulness in the clinical staging and treatment decision-making process, and there is also emerging evidence regarding its utility in the evaluation of therapeutic response. The potential uses of other novel PET radiotracers could open up a new field of use for this technique. In this article, we review the current and future role of nuclear medicine in the management of melanoma.
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Affiliation(s)
- Andrés Perissinotti
- Nuclear Medicine Department, Hospital Clinic, C/Villarroel 170, 08036 Barcelona, Spain.,Nuclear Medicine Department, Hospital Clinic, C/Villarroel 170, 08036 Barcelona, Spain
| | - Sergi Vidal-Sicart
- Nuclear Medicine Department, Hospital Clinic, C/Villarroel 170, 08036 Barcelona, Spain.,Nuclear Medicine Department, Hospital Clinic, C/Villarroel 170, 08036 Barcelona, Spain
| | - Omgo Nieweg
- Melanoma Institute Australia, 40 Rocklands Road, North Sydney, NSW 2060, Australia.,Melanoma Institute Australia, 40 Rocklands Road, North Sydney, NSW 2060, Australia
| | - Renato Valdés Olmos
- Nuclear Medicine Department, Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands.,Interventional Molecular Imaging Laboratory & Nuclear Medicine Section, Department of Radiology, Leiden University Medical Hospital, Albinusdreef 2, PO Box 9600, 2300 RC, Leiden, The Netherlands.,Nuclear Medicine Department, Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands.,Interventional Molecular Imaging Laboratory & Nuclear Medicine Section, Department of Radiology, Leiden University Medical Hospital, Albinusdreef 2, PO Box 9600, 2300 RC, Leiden, The Netherlands
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Abstract
Positron emission tomography combined with computed tomography (PET/CT) has emerged in the last decade as a dominant imaging modality used for staging, monitoring response and surveillance of various cancers, including melanoma. Using 2-deoxy-2-((18)F)fluoro-D-glucose ((18)F-FDG) as the radiopharmaceutical, PET/CT has demonstrated its efficacy and its utility in the management of patients with advanced melanoma. Nonetheless, challenges remain in the early stage evaluation of melanoma and in the development of novel radiotracers to better characterize lesions found on PET/CT. This chapter focuses on the advantages and limitations of this imaging modality in melanoma. We also detail and describe the approach to perform (18)F-FDG PET/CT, the methods to accurately quantify lesions, as well as the pearls/pitfalls of image interpretation. Finally, an overview of preclinical and investigational clinical radiopharmaceuticals is presented.
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Affiliation(s)
- Khun Visith Keu
- Département de Radiobiologie et de Médecine Nucléaire, Université de Sherbrooke, Sherbrooke, Québec, Canada
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13
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Schütze C, Bergmann R, Brüchner K, Mosch B, Yaromina A, Zips D, Hessel F, Krause M, Thames H, Kotzerke J, Steinbach J, Baumann M, Beuthien-Baumann B. Effect of [18F]FMISO stratified dose-escalation on local control in FaDu hSCC in nude mice. Radiother Oncol 2014; 111:81-7. [DOI: 10.1016/j.radonc.2014.02.005] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2013] [Revised: 01/07/2014] [Accepted: 02/11/2014] [Indexed: 10/25/2022]
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14
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Smith TAD, Zanda M, Fleming IN. Hypoxia stimulates 18F-fluorodeoxyglucose uptake in breast cancer cells via hypoxia inducible factor-1 and AMP-activated protein kinase. Nucl Med Biol 2013; 40:858-64. [PMID: 23786679 DOI: 10.1016/j.nucmedbio.2013.05.006] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2013] [Revised: 05/10/2013] [Accepted: 05/12/2013] [Indexed: 12/23/2022]
Abstract
INTRODUCTION Hypoxia can stimulate (18)F-fluorodeoxyglucose (FDG) uptake in cultured cells. A better understanding of the underlying molecular mechanism is required to determine the value of FDG for studying tumour hypoxia. METHODS The effect of hypoxia on FDG uptake, and key proteins involved in glucose transport and glycolysis, was studied in MCF7 and MDA231 breast cancer cell lines. RESULTS Hypoxia induced a dose- and time-dependent increase in FDG uptake. The FDG increase was transient, suggesting that FDG uptake is only likely to be increased by acute hypoxia (<24 h). Molecular analysis indicated that hypoxia upregulated glut1 and 6-phosphofructo-2-kinase, key proteins involved in regulating glucose transport and glycolysis, and that these changes were induced by Hypoxia-Inducible factor 1 (HIF1) upregulation and/or AMP-activated protein kinase activation. CONCLUSIONS FDG may provide useful information about the oxygenation status of cells in hypoxic regions where HIF1 upregulation is hypoxia-driven.
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Affiliation(s)
- Tim A D Smith
- Division of Applied Medicine, School of Medicine and Dentistry, University of Aberdeen, Foresterhill, Aberdeen AB25 2ZD
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15
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Biological characteristics of intratumoral [F-18]‑fluoromisonidazole distribution in a rodent model of glioma. Int J Oncol 2013; 42:823-30. [PMID: 23338175 PMCID: PMC3597456 DOI: 10.3892/ijo.2013.1781] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2012] [Accepted: 12/18/2012] [Indexed: 11/05/2022] Open
Abstract
Accurate imaging to identify hypoxic regions in tumors is key for radiotherapy planning. [F-18]‑fluoro-misonidazole ([F-18]-FMISO) is widely used for tumor hypoxia imaging and has the potential to optimize radiotherapy planning. However, the biological characteristics of intratumoral [F-18]-FMISO distribution have not yet been fully investigated. In hypoxic cells, the hypoxia-inducible factor-1 (HIF-1) target proteins that induce cellular proliferation and glucose metabolism, glucose transporter-1 (Glut-1) and hexokinase-II (HK-II), are upregulated. In this study, we determined the intratumoral distribution of [F-18]-FMISO by autoradiography (ARG) and compared it with pimonidazole uptake, expression of Glut-1, tumor proliferative activity (Ki-67 index) and glucose metabolism ([C-14]2-fluoro-2-deoxy-D-glucose uptake; [C-14]-FDG) in a glioma rat model. Five C6 glioma‑bearing rats were injected with [F-18]-FMISO and [C-14]-FDG. After 90 min, the rats were injected with pimonidazole and 60 min later, the rats were sacrificed and tumor tissues were sectioned into slices. The adjacent slices were used for ARG and immunohistochemical (IHC) analyses of pimonidazole, Glut-1 and Ki-67. [F-18]-FMISO ARG images were divided into regions of high [F-18]-FMISO uptake (FMISO+) and low [F-18]-FMISO uptake (FMISO-). Pimonidazole and Glut-1 expression levels, Ki-67 index and [C-14]-FDG distribution were evaluated in the regions of interest (ROIs) placed on FMISO+ and FMISO-. [F-18]-FMISO distribution was generally consistent with pimonidazole distribution. The percentage of positively stained areas (% positive) of Glut-1 in FMISO+ was significantly higher compared to FMISO- (24 ± 8% in FMISO+ and 9 ± 4% in FMISO-; P<0.05). There were no significant differences in Ki-67 index and [C-14]-FDG uptake between FMISO+ and FMISO- (for Ki-67, 10 ± 5% in FMISO+ and 12 ± 5% in FMISO-, P=ns; for [C-14]-FDG, 1.4 ± 0.3% ID/g/kg in FMISO+ and 1.3 ± 0.3% ID/g/kg in FMISO-, P = ns). Intratumoral [F-18]-FMISO distribution reflected tumor hypoxia and expression of the hypoxia‑related gene product Glut-1; it did not, however, reflect tumor proliferation or glucose metabolism. Our findings help elucidate the biological characteristics of intratumoral [F-18]-FMISO distribution that are relevant to radiotherapy planning.
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Abstract
Molecular imaging fundamentally changes the way we look at cancer. Imaging paradigms are now shifting away from classical morphological measures towards the assessment of functional, metabolic, cellular, and molecular information in vivo. Interdisciplinary driven developments of imaging methodology and probe molecules utilizing animal models of human cancers have enhanced our ability to non-invasively characterize neoplastic tissue and follow anti-cancer treatments. Preclinical molecular imaging offers a whole palette of excellent methodology to choose from. We will focus on positron emission tomography (PET) and magnetic resonance imaging (MRI) techniques, since they provide excellent and complementary molecular imaging capabilities and bear high potential for clinical translation. Prerequisites and consequences of using animal models as surrogates of human cancers in preclinical molecular imaging are outlined. We present physical principles, values and limitations of PET and MRI as molecular imaging modalities and comment on their high potential to non-invasively assess information on hypoxia, angiogenesis, apoptosis, gene expression, metabolism, and cell trafficking in preclinical cancer research.
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Affiliation(s)
- Gunter Wolf
- University Hospital Carl Gustav Carus at the Technische Universität Dresden, Dresden, Germany.
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Kim C, Kim IH, Kim SI, Kim YS, Kang SH, Moon SH, Kim TS, Kim SK. Comparison of the Intraperitoneal, Retroorbital and per Oral Routes for F-18 FDG Administration as Effective Alternatives to Intravenous Administration in Mouse Tumor Models Using Small Animal PET/CT Studies. Nucl Med Mol Imaging 2011; 45:169-76. [PMID: 24900000 DOI: 10.1007/s13139-011-0087-7] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2010] [Accepted: 05/01/2011] [Indexed: 10/18/2022] Open
Abstract
PURPOSE We compared alternative routes for (18)F-fluorodeoxyglucose (FDG) administration, such as the retroorbital (RO), intraperitoneal (IP) and per oral (PO) routes, with the intravenous (IV) route in normal tissues and tumors of mice. MATERIALS AND METHODS CRL-1642 (ATCC, Lewis lung carcinoma) cells were inoculated in female BALB/c-nu/nu mice 6 to 10 weeks old. When the tumor grew to about 9 mm in diameter, positron emission tomography (PET) scans were performed after FDG administration via the RO, IP, PO or IV route. Additional serial PET scans were performed using the RO, IV or IP route alternatively from 5 to 29 days after the tumor cell injection. RESULTS There was no significant difference in the FDG uptake in normal tissues at 60 min after FDG administration via RO, IP and IV routes. PO administration, however, showed delayed distribution and unwanted high gastrointestinal uptake. Tumoral uptake of FDG showed a similar temporal pattern and increased until 60 min after FDG administration in the RO, IP and IV injection groups. In the PO administration group, tumoral uptake was delayed and reduced. There was no statistical difference among the RO, IP and IV administration groups for additional serial PET scans. CONCLUSION RO administration is an effective alternative route to IV administration for mouse FDG PET scans using normal mice and tumor models. In addition, IP administration can be a practical alternative in the late phase, although the initial uptake is lower than those in the IV and RO groups.
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Affiliation(s)
- Chulhan Kim
- Department of Nuclear Medicine, Hospital, National Cancer Center, 111 Jungbalsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do 410-769 South Korea
| | - In Hye Kim
- Molecular Imaging and Therapy Branch, Research Institute, National Cancer Center, Goyang-si, South Korea
| | - Seo-Il Kim
- Molecular Imaging and Therapy Branch, Research Institute, National Cancer Center, Goyang-si, South Korea
| | - Young Sang Kim
- Molecular Imaging and Therapy Branch, Research Institute, National Cancer Center, Goyang-si, South Korea
| | - Se Hun Kang
- Molecular Imaging and Therapy Branch, Research Institute, National Cancer Center, Goyang-si, South Korea
| | - Seung Hwan Moon
- Department of Nuclear Medicine, Hospital, National Cancer Center, 111 Jungbalsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do 410-769 South Korea
| | - Tae-Sung Kim
- Department of Nuclear Medicine, Hospital, National Cancer Center, 111 Jungbalsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do 410-769 South Korea ; Molecular Imaging and Therapy Branch, Research Institute, National Cancer Center, Goyang-si, South Korea
| | - Seok-Ki Kim
- Department of Nuclear Medicine, Hospital, National Cancer Center, 111 Jungbalsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do 410-769 South Korea ; Molecular Imaging and Therapy Branch, Research Institute, National Cancer Center, Goyang-si, South Korea
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18
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Valable S, Petit E, Roussel S, Marteau L, Toutain J, Divoux D, Sobrio F, Delamare J, Barré L, Bernaudin M. Complementary information from magnetic resonance imaging and (18)F-fluoromisonidazole positron emission tomography in the assessment of the response to an antiangiogenic treatment in a rat brain tumor model. Nucl Med Biol 2011; 38:781-93. [PMID: 21843775 DOI: 10.1016/j.nucmedbio.2011.01.010] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2011] [Revised: 01/19/2011] [Accepted: 01/29/2011] [Indexed: 11/28/2022]
Abstract
INTRODUCTION No direct proof has been brought to light in a link between hypoxic changes in glioma models and the effects of antiangiogenic treatments. Here, we assessed the sensitivity of the detection of hypoxia through the use of (18)F-fluoromisonidazole positron emission tomography ([(18)F]-FMISO PET) in response to the evolution of the tumor and its vasculature. METHODS Orthotopic glioma tumors were induced in rats after implantation of C6 or 9L cells. Sunitinib was administered from day (D) 17 to D24. At D17 and D24, multiparametric magnetic resonance imaging was performed to characterize tumor growth and vasculature. Hypoxia was assessed by [(18)F]-FMISO PET. RESULTS We showed that brain hypoxic volumes are related to glioma volume and its vasculature and that an antiangiogenic treatment, leading to an increase in cerebral blood volume and a decrease in vessel permeability, is accompanied by a decrease in the degree of hypoxia. CONCLUSIONS We propose that [(18)F]-FMISO PET and multiparametric magnetic resonance imaging are pertinent complementary tools in the evaluation of the effects of an antiangiogenic treatment in glioma.
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Affiliation(s)
- Samuel Valable
- CERVOxy group, UMR 6232 CI-NAPS. CNRS, Université de Caen Basse-Normandie, Université Paris-Descartes, CEA. GIP CYCERON, Bd Henri Becquerel, BP5229, 14074 CAEN cedex, France.
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Suehiro M, Yang G, Torchon G, Ackerstaff E, Humm J, Koutcher J, Ouerfelli O. Radiosynthesis of the tumor hypoxia marker [18F]TFMISO via O-[18F]trifluoroethylation reveals a striking difference between trifluoroethyl tosylate and iodide in regiochemical reactivity toward oxygen nucleophiles. Bioorg Med Chem 2011; 19:2287-97. [PMID: 21398131 DOI: 10.1016/j.bmc.2011.02.026] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2010] [Revised: 02/08/2011] [Accepted: 02/15/2011] [Indexed: 10/18/2022]
Abstract
The MRI hypoxia marker trifluoromisonidazole (TFMISO) [1-(2-nitro-1H-imidazol-1-yl)-3-(2,2,2-trifluoroethoxy)propan-2-ol] was successfully labeled with (18)F to expand its role into a bimodal PET/MRI probe. (18)F-Labeling was achieved via a three-step procedure in which 2,2,2-[(18)F]trifluoroethyl p-toluenesulfonate prepared by (18)F-(19)F exchange served as the [(18)F]trifluoroethylating agent. The O-[(18)F]trifluoroethylation reaction proceeded efficiently to give the intermediate 1,2-epoxy-3-(2,2,2-[(18)F]trifluoroethoxy)propane, with approximately 60% of (18)F incorporated from the tosylate precursor, which was condensed with 2-nitroimidazole to yield [(18)F]TFMISO. Approximately 40% of the [(18)F]trifluoroethyl tosylate precursor was converted into the final product. In stark contrast, 2,2,2-[(18)F]trifluoroethyl iodide failed to produce [(18)F]TFMISO, giving instead 1,1-[(18)F]difluoro-2-iodoethoxy and 1-[(18)F]fluoro-2-iodovinyloxy analogs of [(18)F]TFMISO. Thus, this investigation has identified 2,2,2-[(18)F]trifluoroethyl tosylate as an excellent [(18)F]trifluoroethylating agent, which can convert efficiently an alcohol into the corresponding [(18)F]trifluoroethyl ether.
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Affiliation(s)
- Makiko Suehiro
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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20
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Fuster D, Pons F, Rubello D, Alavi A. Other PET Tracers and Prospects for the Future. PET Clin 2011; 6:91-7. [PMID: 27156358 DOI: 10.1016/j.cpet.2010.12.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
(18)F FDG-PET has proven its use as a technique in the field of melanoma, but there are valid concerns related to the specificity of (18)F FDG-PET findings and the degree of accuracy we can expect in the assessment of response to new treatment protocols. The main avenues currently being explored for future use in staging and management of melanoma with PET other than FDG include monoclonal antibodies against melanoma-associated antigens, α-MSH analogues, amino acids involved in melanin formation, nicotinamide-based compounds, heterodimeric glycoproteins such as integrins, reporter gene imaging, cell proliferation, and hypoxia tracers.
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Affiliation(s)
- David Fuster
- Nuclear Medicine Department, Hospital Clínic of Barcelona, Villarroel 170, 08036 Barcelona, Spain
| | - Francesca Pons
- Nuclear Medicine Department, Hospital Clínic of Barcelona, Villarroel 170, 08036 Barcelona, Spain
| | - Domenico Rubello
- Department of Nuclear Medicine, PET/CT Center, Santa Maria della Misericordia Hospital, Via Tre Martiri 140, 45100, Rovigo, Italy
| | - Abass Alavi
- Department of Radiology, Hospital of the University of Pennsylvania, 3400 Spruce Street, Philadelphia, PA 19104, USA
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Christian N, Deheneffe S, Bol A, De Bast M, Labar D, Lee JA, Grégoire V. Is (18)F-FDG a surrogate tracer to measure tumor hypoxia? Comparison with the hypoxic tracer (14)C-EF3 in animal tumor models. Radiother Oncol 2010; 97:183-8. [PMID: 20304513 DOI: 10.1016/j.radonc.2010.02.020] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2009] [Revised: 01/17/2010] [Accepted: 02/22/2010] [Indexed: 10/19/2022]
Abstract
INTRODUCTION Fluorodeoxyglucose (FDG) has been reported as a surrogate tracer to measure tumor hypoxia with positron emission tomography (PET). The hypothesis is that there is an increased uptake of FDG under hypoxic conditions secondary to enhanced glycolysis, compensating the hypoxia-induced loss of cellular energy production. Several studies have already addressed this issue, some with conflicting results. This study aimed to compare the tracers (14)C-EF3 and (18)F-FDG to detect hypoxia in mouse tumor models. MATERIALS AND METHODS C3H, tumor-bearing mice (FSAII and SCCVII tumors) were injected iv with (14)C-EF3, and 1h later with (18)F-FDG. Using a specifically designed immobilization device with fiducial markers, PET (Mosaic®, Philips) images were acquired 1h after the FDG injection. After imaging, the device containing mouse was frozen, transversally sliced and imaged with autoradiography (AR) (FLA-5100, Fujifilm) to obtain high resolution images of the (18)F-FDG distribution within the tumor area. After a 48-h delay allowing for (18)F decay a second AR was performed to image (14)C-EF3 distribution. AR images were aligned to reconstruct the full 3D tumor volume, and were compared with the PET images. Image segmentation with threshold-based methods was applied on both AR and PET images to derive various tracer activity volumes. The matching index DSI (dice similarity index) was then computed. The comparison was performed under normoxic (ambient air, FSAII: n=4, SCCVII, n=5) and under hypoxic conditions (10% O(2) breathing, SCCVII: n=4). RESULTS On AR, under both ambient air and hypoxic conditions, there was a decreasing similarity between (14)C-EF3 and FDG with higher activity sub-volumes. Under normoxic conditions, when comparing the 10% of tumor voxels with the highest (18)F-FDG or (14)C-EF3 activity, a DSI of 0.24 and 0.20 was found for FSAII and SCCVII, respectively. Under hypoxic conditions, a DSI of 0.36 was observed for SCCVII tumors. When comparing the (14)C-EF3 distribution in AR with the corresponding (18)F-FDG-PET images, the DSI reached values of 0.26, 0.22 and 0.21 for FSAII and SCCVII under normoxia and SCCVII under hypoxia, respectively. CONCLUSION This study showed that FDG is not a good surrogate tracer for tumor hypoxia under either ambient or hypoxic conditions. Only specific hypoxia tracers should be used to measure tumor hypoxia.
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Affiliation(s)
- Nicolas Christian
- Center for Molecular Imaging and Experimental Radiotherapy, Université catholique de Louvain, St-Luc University Hospital, Brussels, Belgium
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22
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Molecular imaging of hypoxia with radiolabelled agents. Eur J Nucl Med Mol Imaging 2009; 36:1674-86. [PMID: 19565239 PMCID: PMC2758191 DOI: 10.1007/s00259-009-1195-9] [Citation(s) in RCA: 124] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2009] [Accepted: 06/07/2009] [Indexed: 01/29/2023]
Abstract
Tissue hypoxia results from an inadequate supply of oxygen (O2) that compromises biological functions. Structural and functional abnormalities of the tumour vasculature together with altered diffusion conditions inside the tumour seem to be the main causes of tumour hypoxia. Evidence from experimental and clinical studies points to a role for tumour hypoxia in tumour propagation, resistance to therapy and malignant progression. This has led to the development of assays for the detection of hypoxia in patients in order to predict outcome and identify patients with a worse prognosis and/or patients that would benefit from appropriate treatments. A variety of invasive and non-invasive approaches have been developed to measure tumour oxygenation including oxygen-sensitive electrodes and hypoxia marker techniques using various labels that can be detected by different methods such as positron emission tomography (PET), single photon emission computed tomography (SPECT), magnetic resonance imaging (MRI), autoradiography and immunohistochemistry. This review aims to give a detailed overview of non-invasive molecular imaging modalities with radiolabelled PET and SPECT tracers that are available to measure tumour hypoxia.
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Suehiro M, Burgman P, Carlin S, Burke S, Yang G, Ouerfelli O, Oehler-Janne C, O'Donoghue J, Ling C, Humm J. Radiosynthesis of [(131)I]IAZGP via nucleophilic substitution and its biological evaluation as a hypoxia marker - is specific activity a factor influencing hypoxia-mapping ability of a hypoxia marker? Nucl Med Biol 2009; 36:477-87. [PMID: 19520288 DOI: 10.1016/j.nucmedbio.2009.03.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2008] [Revised: 02/24/2009] [Accepted: 03/06/2009] [Indexed: 11/25/2022]
Abstract
INTRODUCTION The hypoxia marker IAZGP, 1-(6-deoxy-6-iodo-beta-d-galactopyranosyl)-2-nitroimidazole, has been labeled with (123)I/(124)I/(125)I/(131)I via iodine-radioiodine exchange, which gives the radiotracer in a specific activity of 10-90 MBq/micromol. We synthesized the same radiotracer possessing several hundred to thousand times higher specific activity (high-SA IAZGP) via nucleophilic substitution and compared its biological behavior with that of conventionally produced IAZGP (low-SA IAZGP) to determine if specific activity is a factor influencing cell uptake kinetics, biodistribution and intratumor microregional localization of the radiotracer. METHODS High-SA [(131)I]IAZGP was prepared by substitution of the tosyl functionality with [(131)I]iodide. In vitro uptake of high- and low-SA [(131)I]IAZGP by HCT8 and HT29 cells was assessed in normoxic and hypoxic conditions. Biodistribution and intratumor localization of high- and low-SA [(131)I]IAZGP were determined by injection into HT29 tumor-bearing mice. RESULTS The nucleophilic substitution reaction proceeded efficiently in acetonitrile at 150 degrees C, giving the final product in an average yield of 42% and an average specific activity of 30 GBq/micromol. In vitro, high-SA [(131)I]IAZGP was incorporated into the tumor cells with similar kinetics and oxygen dependence to low-SA [(131)I]IAZGP. In HT29 tumor-bearing mice, biodistributions of high- and low-SA [(131)I]IAZGP were equivalent. Ex vivo autoradiography revealed heterogeneous intratumor localization of high-SA [(131)I]IAZGP corresponding closely to distributions of other exogenous and endogenous hypoxia markers. Comparable microregional distribution patterns were observed with low-SA [(131)I]IAZGP. CONCLUSIONS Radiolabeled IAZGP produced via nucleophilic substitution is validated as an exogenous hypoxia marker. Specific activity does not appear to influence the in vivo hypoxia-mapping ability of the radiotracer.
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Affiliation(s)
- Makiko Suehiro
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
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Su Y, Shoghi KI. Wavelet denoising in voxel-based parametric estimation of small animal PET images: a systematic evaluation of spatial constraints and noise reduction algorithms. Phys Med Biol 2008; 53:5899-915. [PMID: 18836221 DOI: 10.1088/0031-9155/53/21/001] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Voxel-based estimation of PET images, generally referred to as parametric imaging, can provide invaluable information about the heterogeneity of an imaging agent in a given tissue. Due to high level of noise in dynamic images, however, the estimated parametric image is often noisy and unreliable. Several approaches have been developed to address this challenge, including spatial noise reduction techniques, cluster analysis and spatial constrained weighted nonlinear least-square (SCWNLS) methods. In this study, we develop and test several noise reduction techniques combined with SCWNLS using simulated dynamic PET images. Both spatial smoothing filters and wavelet-based noise reduction techniques are investigated. In addition, 12 different parametric imaging methods are compared using simulated data. With the combination of noise reduction techniques and SCWNLS methods, more accurate parameter estimation can be achieved than with either of the two techniques alone. A less than 10% relative root-mean-square error is achieved with the combined approach in the simulation study. The wavelet denoising based approach is less sensitive to noise and provides more accurate parameter estimation at higher noise levels. Further evaluation of the proposed methods is performed using actual small animal PET datasets. We expect that the proposed method would be useful for cardiac, neurological and oncologic applications.
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Affiliation(s)
- Yi Su
- Division of Radiological Science, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO 63110, USA
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Lloyd BA, Szczerba D, Rudin M, Székely G. A computational framework for modelling solid tumour growth. PHILOSOPHICAL TRANSACTIONS. SERIES A, MATHEMATICAL, PHYSICAL, AND ENGINEERING SCIENCES 2008; 366:3301-3318. [PMID: 18593664 DOI: 10.1098/rsta.2008.0092] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
The biology of cancer is a complex interplay of many underlying processes, taking place at different scales both in space and time. A variety of theoretical models have been developed, which enable one to study certain components of the cancerous growth process. However, most previous approaches only focus on specific aspects of tumour development, largely ignoring the influence of the evolving tumour environment. In this paper, we present an integrative framework to simulate tumour growth, including those model components that are considered to be of major importance. We start by addressing issues at the tissue level, where the phenomena are modelled as continuum partial differential equations. We extend this model with relevant components at the cellular or even sub-cellular level in a vertical fashion. We present an implementation of this framework, covering the major processes and treat the mechanical deformation due to growth, the biochemical response to hypoxia, blood flow, oxygenation and the explicit development of a vascular system in a coupled way. The results demonstrate the feasibility of the approach and its applicability to in silico studies of the influence of different treatment strategies (like the usage of novel anti-cancer drugs) for more effective therapy design.
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Affiliation(s)
- Bryn A Lloyd
- Computer Vision Laboratory, ETH-Zürich, Sternwartstrasse 7, 8092 Zürich, Switzerland.
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Comparative pharmacokinetics, biodistribution, metabolism and hypoxia-dependent uptake of [18F]-EF3 and [18F]-MISO in rodent tumor models. Radiother Oncol 2008; 89:353-60. [PMID: 18649964 DOI: 10.1016/j.radonc.2008.06.008] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2008] [Revised: 05/30/2008] [Accepted: 06/18/2008] [Indexed: 12/12/2022]
Abstract
BACKGROUND AND PURPOSE [18F]-EF3 allows non-invasive detection of hypoxia. In the framework of its validation, we aimed at comparing its pharmacokinetics, biodistribution, metabolism and specificity for hypoxia with the hypoxia tracer [18F]-FMISO. MATERIALS AND METHODS C3H mice were injected IV with 3.7-18.5 MBq of one of the two tracers. For pharmacokinetics experiments, blood, urines and feces were collected. For biodistribution experiments, 13 different organs were harvested. To assess the hypoxia-specificity of the tracers, intramuscular syngeneic FSA II tumor bearing mice breathing air or carbogen were used. Animals were sacrificed from 5 to 440 min after injection. Radioactivity was assessed ex-vivo in a gamma counter. Tracer metabolites were assessed with radio-HPLC of acetonitrile soluble fractions of tissues. RESULTS Elimination half-life in blood (mono-exponential fit) reached 81.8 and 99.7 min for [18F]-EF3 and [18F]-MISO, respectively (NS). After 440 min, 71+/-7% (mean+/-SD) of injected activity of [18F]-EF3 was collected in the urine while 9+/-2% was collected in the feces, compared to 71+/-15% and 23+/-15% for [18F]-MISO (NS). Biodistribution was similar with a homogeneous distribution in most organs as early as 5 min after injection. With time, an increased activity in organs involved in excretion (kidney, bladder, liver and GI tract) was measured for both tracers; however, an increased background activity in "oxic" normal tissues (brain, lung, and esophagus) was also observed for [18F]-MISO. The percentage of metabolites was higher for [18F]-MISO compared to [18F]-EF3 in nearly all samples. Tumor-to-muscle ratios (TMRs) ranging from 2 to 4 were obtained under air-breathing condition for both tracers. CONCLUSION Both tracers exhibited a similar pharmacokinetics and biodistribution in mice and accumulated in an hypoxia-dependent manner in tumors. However, more aspecific activity was observed with [18F]-MISO at late time points after tracer injection in normal tissues.
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Desbrée A, Verdurand M, Godart J, Dubois A, Mastrippolito R, Pain F, Pinot L, Delzescaux T, Gurden H, Zimmer L, Lanièce P. The Potential of a Radiosensitive Intracerebral Probe to Monitor 18F-MPPF Binding in Mouse Hippocampus In Vivo. J Nucl Med 2008; 49:1155-61. [DOI: 10.2967/jnumed.107.050047] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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FDG uptake, a surrogate of tumour hypoxia? Eur J Nucl Med Mol Imaging 2008; 35:1544-9. [PMID: 18509637 PMCID: PMC2491423 DOI: 10.1007/s00259-008-0758-5] [Citation(s) in RCA: 56] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2007] [Accepted: 02/18/2008] [Indexed: 02/08/2023]
Abstract
INTRODUCTION Tumour hyperglycolysis is driven by activation of hypoxia-inducible factor-1 (HIF-1) through tumour hypoxia. Accordingly, the degree of 2-fluro-2-deoxy-D: -glucose (FDG) uptake by tumours might indirectly reflect the level of hypoxia, obviating the need for more specific radiopharmaceuticals for hypoxia imaging. DISCUSSION In this paper, available data on the relationship between hypoxia and FDG uptake by tumour tissue in vitro and in vivo are reviewed. In pre-clinical in vitro studies, acute hypoxia was consistently shown to increase FDG uptake by normal and tumour cells within a couple of hours after onset with mobilisation or modification of glucose transporters optimising glucose uptake, followed by a delayed response with increased rates of transcription of GLUT mRNA. In pre-clinical imaging studies on chronic hypoxia that compared FDG uptake by tumours grown in rat or mice to uptake by FMISO, the pattern of normoxic and hypoxic regions within the human tumour xenografts, as imaged by FMISO, largely correlated with glucose metabolism although minor locoregional differences could not be excluded. In the clinical setting, data are limited and discordant. CONCLUSION Further evaluation of FDG uptake by various tumour types in relation to intrinsic and bioreductive markers of hypoxia and response to radiotherapy or hypoxia-dependent drugs is needed to fully assess its application as a marker of hypoxia in the clinical setting.
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Troost EGC, Laverman P, Philippens MEP, Lok J, van der Kogel AJ, Oyen WJG, Boerman OC, Kaanders JHAM, Bussink J. Correlation of [18F]FMISO autoradiography and pimonidazole [corrected] immunohistochemistry in human head and neck carcinoma xenografts. Eur J Nucl Med Mol Imaging 2008; 35:1803-11. [PMID: 18421457 DOI: 10.1007/s00259-008-0772-7] [Citation(s) in RCA: 60] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2007] [Revised: 02/13/2008] [Accepted: 03/02/2008] [Indexed: 12/12/2022]
Abstract
PURPOSE Tumour cell hypoxia is a common feature in solid tumours adversely affecting radiosensitivity and chemosensitivity in head and neck squamous cell carcinomas. Positron emission tomography (PET) using the tracer [(18)F]fluoromisonidazole ([(18)F]FMISO) is most frequently used for non-invasive evaluation of hypoxia in human tumours. A series of ten human head and neck xenograft tumour lines was used to validate [(18)F]FMISO as hypoxia marker at the microregional level. METHODS Autoradiography after injection of [(18)F]FMISO was compared with immunohistochemical staining for the hypoxic cell marker pimonidazole in the same tumour sections of ten different human head and neck xenograft tumour lines. The methods were compared: first, qualitatively considering the microarchitecture; second, by obtaining a pixel-by-pixel correlation of both markers at the microregional level; third, by measuring the signal intensity of both images; and fourth, by calculating the hypoxic fractions by pimonidazole labelling. RESULTS The pattern of [(18)F]FMISO signal was dependent on the distribution of hypoxia at the microregional level. The comparison of [(18)F]FMISO autoradiography and pimonidazole immunohistochemistry by pixel-by-pixel analysis revealed moderate correlations. In five tumour lines, a significant correlation between the mean [(18)F]FMISO and pimonidazole signal intensity was found (range, r(2)=0.91 to r(2)=0.99). Comparison of the tumour lines with respect to the microregional distribution pattern of hypoxia revealed that the correlation between the mean signal intensities strongly depended on the microarchitecture. Overall, a weak but significant correlation between hypoxic fractions based on pimonidazole labeling and the mean [(18)F]FMISO signal intensity was observed (r(2)=0.18, p=0.02). For the three tumour models with a ribbon-like microregional distribution pattern of hypoxia, the correlation between the hypoxic fraction and the mean [(18)F]FMISO signal intensity was much stronger and more significant (r(2)=0.73, p<0.001) than for the tumours with a more homogenous, patchy, microregional distribution pattern of hypoxia. CONCLUSION Different patterns of [(18)F]FMISO accumulation dependent on the underlying microregional distribution of hypoxia were found in ten head and neck xenograft tumours. A weak albeit significant correlation was found between the mean [(18)F]FMISO signal intensity and the hypoxic fraction of the tumours. In larger clinical tumours, [(18)F]FMISO-PET provides information on the tumour oxygenation status on a global level, facilitating dose painting in radiation treatment planning. However, caution must be taken when studying small tumour subvolumes as accumulation of the tracer depends on the presence of hypoxia and on the tumour microarchitecture.
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Affiliation(s)
- Esther G C Troost
- Department of Radiation Oncology, Radboud University Nijmegen Medical Centre, P.O. Box 9101, 6500 HB Nijmegen, The Netherlands.
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Trébossen R. Innovations technologiques récentes en détection pour la Tomographie par Emission de Positons. MEDECINE NUCLEAIRE-IMAGERIE FONCTIONNELLE ET METABOLIQUE 2007. [DOI: 10.1016/j.mednuc.2007.03.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Ametamey SM, Honer M. Pharmacological prerequisites for PET ligands and practical issues in preclinical PET research. ERNST SCHERING RESEARCH FOUNDATION WORKSHOP 2006:317-27. [PMID: 17172161 DOI: 10.1007/978-3-540-49527-7_12] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
The development of PET radiopharmaceuticals for the non-invasive imaging of cancerous lesions, brain receptors, transporters and enzymes started more than 25 years ago. But till today no established algorithms exist to predict the success of a PET radiopharmaceutical. PET radioligand development is a challenging endeavor and predicting the success of PET ligand can be an elusive undertaking. A large number of PET radiopharmaceuticals have been developed for imaging, but so far only a few have found application as imaging agents in vivo in humans. Typically, the potential compound selected for development usually has the desired in vitro characteristics but unknown in vivo properties. The purpose of this chapter is to highlight some of the pharmacological constraints and prerequisites. Interspecies difference in metabolism and mass effects are discussed with examples. Finally, some of the practical issues related to laboratory animal imaging using anesthetic agents are also presented.
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Affiliation(s)
- S M Ametamey
- Animal Imaging Center-PET, Center for Radiopharmaceutical Science of ETH, PSI and USZ, Zürich, Switzerland.
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Abbey CK, Borowsky AD, Gregg JP, Cardiff RD, Cherry SR. Preclinical imaging of mammary intraepithelial neoplasia with positron emission tomography. J Mammary Gland Biol Neoplasia 2006; 11:137-49. [PMID: 17091397 DOI: 10.1007/s10911-006-9020-6] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Small-animal imaging with positron emission tomography (PET) has become a valuable tool for evaluating preclinical models of breast cancer and other diseases. In this review, we examine a number of issues related to preclinical imaging studies with PET, using transgenic models of ductal carcinoma in situ and metastasis as specific examples. We discuss imaging components such as reconstruction, normalization, and extraction of quantitative parameters. We also analyze the effect of longitudinal correlations on cohort size and present some simple statistical techniques for determining cohort sizes that may be helpful in designing preclinical imaging studies. We describe studies that are greatly facilitated by access to non-invasive imaging data including a study involving multiple endpoints and another investigating metastasis. We conclude with a brief survey of emerging approaches in small-animal PET imaging.
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Affiliation(s)
- Craig K Abbey
- Department of Biomedical Engineering, University of California, Davis, CA 95616, USA.
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