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Aoki H, Miyazaki Y, Anzai T, Yokoyama K, Tsuchiya J, Shirai T, Shibata S, Sakakibara R, Mitsumura T, Honda T, Furusawa H, Okamoto T, Tateishi T, Tamaoka M, Yamamoto M, Takahashi K, Tateishi U, Yamaguchi T. Deep convolutional neural network for differentiating between sarcoidosis and lymphoma based on [ 18F]FDG maximum-intensity projection images. Eur Radiol 2024; 34:374-383. [PMID: 37535157 DOI: 10.1007/s00330-023-09937-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 01/10/2023] [Accepted: 01/29/2023] [Indexed: 08/04/2023]
Abstract
OBJECTIVES To compare the [18F]FDG PET/CT findings of untreated sarcoidosis and malignant lymphoma (ML) and develop convolutional neural network (CNN) models to differentiate between these diseases using maximum intensity projection (MIP) [18F]FDG PET images. METHODS We retrospectively collected data on consecutive patients newly diagnosed with sarcoidosis and ML who underwent [18F]FDG PET/CT before treatment. Two nuclear radiologists reviewed the images. CNN models were created using MIP PET images and evaluated with k-fold cross-validation. The points of interest were visualized using gradient-weighted class activation mapping (Grad-CAM). RESULTS A total of 56 patients with sarcoidosis and 62 patients with ML were included. Patients with sarcoidosis had more prominent FDG accumulation in the mediastinal lymph nodes and lung lesions, while those with ML had more prominent accumulation in the cervical lymph nodes (all p < 0.001). For the mediastinal lymph nodes, sarcoidosis patients had significant FDG accumulation in the level 2, 4, 7, and 10 lymph nodes (all p < 0.01). Otherwise, the accumulation in ML patients tended to be in the level 1 lymph nodes (p = 0.08). The CNN model using frontal and lateral MIP images achieved an average accuracy of 0.890 (95% CI: 0.804-0.977), a sensitivity of 0.898 (95% CI: 0.782-1.000), a specificity of 0.907 (95% CI: 0.799-1.000), and an area under the curve of 0.963 (95% CI: 0.899-1.000). Grad-CAM showed that the model focused on the sites of abnormal FDG accumulation. CONCLUSIONS CNN models based on differences in FDG accumulation sites archive high performance in differentiating between sarcoidosis and ML. CLINICAL RELEVANCE STATEMENT We developed a CNN model using MIP images of [18F]FDG PET/CT to distinguish between sarcoidosis and malignant lymphoma. It achieved high performance and could be useful in diagnosing diseases with involvement across organs and lymph nodes. KEY POINTS • There are differences in FDG distribution when comparing whole-body [18F]FDG PET/CT findings in patients with sarcoidosis and malignant lymphoma before treatment. • Convolutional neural networks, a type of deep learning technique, trained with maximum-intensity projection PET images from two angles showed high performance. • A deep learning model that utilizes differences in FDG distribution may be helpful in differentiating between diseases with lesions that are characteristically widespread among organs and lymph nodes.
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Affiliation(s)
- Hikaru Aoki
- Department of Respiratory Medicine, Tokyo Medical and Dental University, 1-5-45, Yushima, Tokyo, Bunkyo-ku, 113-8510, Japan
| | - Yasunari Miyazaki
- Department of Respiratory Medicine, Tokyo Medical and Dental University, 1-5-45, Yushima, Tokyo, Bunkyo-ku, 113-8510, Japan.
| | - Tatsuhiko Anzai
- Department of Biostatistics, M&D Data Science Center, Tokyo Medical and Dental University, Tokyo, Japan
| | - Kota Yokoyama
- Department of Diagnostic Radiology and Nuclear Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Junichi Tsuchiya
- Department of Diagnostic Radiology and Nuclear Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Tsuyoshi Shirai
- Department of Respiratory Medicine, Tokyo Medical and Dental University, 1-5-45, Yushima, Tokyo, Bunkyo-ku, 113-8510, Japan
| | - Sho Shibata
- Department of Respiratory Medicine, Tokyo Medical and Dental University, 1-5-45, Yushima, Tokyo, Bunkyo-ku, 113-8510, Japan
| | - Rie Sakakibara
- Department of Respiratory Medicine, Tokyo Medical and Dental University, 1-5-45, Yushima, Tokyo, Bunkyo-ku, 113-8510, Japan
| | - Takahiro Mitsumura
- Department of Respiratory Medicine, Tokyo Medical and Dental University, 1-5-45, Yushima, Tokyo, Bunkyo-ku, 113-8510, Japan
| | - Takayuki Honda
- Department of Respiratory Medicine, Tokyo Medical and Dental University, 1-5-45, Yushima, Tokyo, Bunkyo-ku, 113-8510, Japan
| | - Haruhiko Furusawa
- Department of Respiratory Medicine, Tokyo Medical and Dental University, 1-5-45, Yushima, Tokyo, Bunkyo-ku, 113-8510, Japan
| | - Tsukasa Okamoto
- Department of Respiratory Medicine, Tokyo Medical and Dental University, 1-5-45, Yushima, Tokyo, Bunkyo-ku, 113-8510, Japan
| | - Tomoya Tateishi
- Department of Respiratory Medicine, Tokyo Medical and Dental University, 1-5-45, Yushima, Tokyo, Bunkyo-ku, 113-8510, Japan
| | - Meiyo Tamaoka
- Department of Respiratory Medicine, Tokyo Medical and Dental University, 1-5-45, Yushima, Tokyo, Bunkyo-ku, 113-8510, Japan
| | - Masahide Yamamoto
- Department of Hematological Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Kunihiko Takahashi
- Department of Biostatistics, M&D Data Science Center, Tokyo Medical and Dental University, Tokyo, Japan
| | - Ukihide Tateishi
- Department of Diagnostic Radiology and Nuclear Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Tetsuo Yamaguchi
- Department of Human Pathology, Tokyo Medical and Dental University, Tokyo, Japan
- Shinjuku Tsurukame Clinic, Tokyo, Japan
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Chen X, Wang S, Lai Y, Wang G, Wei M, Jin X, Ding J, Zhang Y, Shi Y, Wang F, Zhu H, Yang Z, Wang X. Fibroblast Activation Protein and Glycolysis in Lymphoma Diagnosis: Comparison of 68Ga-FAPI PET/CT and 18F-FDG PET/CT. J Nucl Med 2023; 64:1399-1405. [PMID: 37385675 DOI: 10.2967/jnumed.123.265530] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 04/20/2023] [Indexed: 07/01/2023] Open
Abstract
Our objective was to compare the diagnostic performance of 68Ga-labeled fibroblast activation protein (FAP) inhibitor (FAPI) and 18F-labeled FDG PET/CT in diagnosing lymphomas and to characterize the influence of FAP and glycolytic markers on tracer uptake by involved lesions. Methods: Participants with different lymphoma subtypes who were prospectively recruited from May 2020 to December 2021 underwent 68Ga-FAPI and 18F-FDG PET/CT. Immunohistochemistry was performed to evaluate FAP, hexokinase 2, and glucose transporter 1 (GLUT1) expression, and the paired-samples t test and Wilcoxon signed-rank test were used to compare parameters. The correlation between the immunochemistry results and tracer uptake was determined by the Spearman rank correlation coefficient. Results: In total, 186 participants (median age, 52 y [interquartile range, 41-64 y]; 95 women) were included. Dual-tracer imaging produced 3 types of imaging profiles. 18F-FDG PET possessed a higher staging accuracy (98.4%) than 68Ga-FAPI PET (86.0%). In 5,980 lymphoma lesions, 18F-FDG PET/CT detected more nodal (4,624 vs. 2,196) and extranodal (1,304 vs. 845) lesions than 68Ga-FAPI PET/CT. Additionally, 52 68Ga-FAPI-positive/18F-FDG-negative lesions and 2,939 68Ga-FAPI-negative/18F-FDG-positive lesions were observed. In many lymphoma subtypes, semiquantitative evaluation revealed no significant differences in SUVmax or target-to-liver ratios between 68Ga-FAPI and 18F-FDG PET/CT (P > 0.05). Interestingly, GLUT1 and hexokinase 2 were overexpressed both in lymphoma cells and in the tumor microenvironment, whereas FAP was expressed only in stromal cells. FAP and GLUT1 expression correlated positively with 68Ga-FAPI SUVmax (r = 0.622, P = 0.001) and 18F-FDG SUVmax (r = 0.835, P < 0.001), respectively. Conclusion: 68Ga-FAPI PET/CT was inferior to 18F-FDG PET/CT in diagnosing lymphomas with low FAP expression. However, the former may supplement the latter and help reveal the molecular profile of lymphomas.
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Affiliation(s)
- Xuetao Chen
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), National Medical Products Association, Key Laboratory for Research and Evaluation of Radiopharmaceuticals, National Medical Products Association, Department of Nuclear Medicine, Peking University Cancer Hospital & Institute, Beijing, China; and
| | - Shuailiang Wang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), National Medical Products Association, Key Laboratory for Research and Evaluation of Radiopharmaceuticals, National Medical Products Association, Department of Nuclear Medicine, Peking University Cancer Hospital & Institute, Beijing, China; and
| | - Yumei Lai
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Department of Pathology, Peking University Cancer Hospital & Institute, Beijing, China
| | - Guochang Wang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), National Medical Products Association, Key Laboratory for Research and Evaluation of Radiopharmaceuticals, National Medical Products Association, Department of Nuclear Medicine, Peking University Cancer Hospital & Institute, Beijing, China; and
| | - Maomao Wei
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), National Medical Products Association, Key Laboratory for Research and Evaluation of Radiopharmaceuticals, National Medical Products Association, Department of Nuclear Medicine, Peking University Cancer Hospital & Institute, Beijing, China; and
| | - Xiao Jin
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), National Medical Products Association, Key Laboratory for Research and Evaluation of Radiopharmaceuticals, National Medical Products Association, Department of Nuclear Medicine, Peking University Cancer Hospital & Institute, Beijing, China; and
| | - Jin Ding
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), National Medical Products Association, Key Laboratory for Research and Evaluation of Radiopharmaceuticals, National Medical Products Association, Department of Nuclear Medicine, Peking University Cancer Hospital & Institute, Beijing, China; and
| | - Yan Zhang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), National Medical Products Association, Key Laboratory for Research and Evaluation of Radiopharmaceuticals, National Medical Products Association, Department of Nuclear Medicine, Peking University Cancer Hospital & Institute, Beijing, China; and
| | - Yunfei Shi
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Department of Pathology, Peking University Cancer Hospital & Institute, Beijing, China
| | - Feng Wang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), National Medical Products Association, Key Laboratory for Research and Evaluation of Radiopharmaceuticals, National Medical Products Association, Department of Nuclear Medicine, Peking University Cancer Hospital & Institute, Beijing, China; and
| | - Hua Zhu
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), National Medical Products Association, Key Laboratory for Research and Evaluation of Radiopharmaceuticals, National Medical Products Association, Department of Nuclear Medicine, Peking University Cancer Hospital & Institute, Beijing, China; and
| | - Zhi Yang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), National Medical Products Association, Key Laboratory for Research and Evaluation of Radiopharmaceuticals, National Medical Products Association, Department of Nuclear Medicine, Peking University Cancer Hospital & Institute, Beijing, China; and
| | - Xuejuan Wang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), National Medical Products Association, Key Laboratory for Research and Evaluation of Radiopharmaceuticals, National Medical Products Association, Department of Nuclear Medicine, Peking University Cancer Hospital & Institute, Beijing, China; and
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3
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Kim JJ, Kim HY, Choi Z, Hwang SY, Jeong H, Choi JR, Yoon SE, Kim WS, Kim SH, Kim HJ, Shin SY, Lee ST, Kim SJ. In-depth circulating tumor DNA sequencing for prognostication and monitoring in natural killer/T-cell lymphomas. Front Oncol 2023; 13:1109715. [PMID: 36845680 PMCID: PMC9954142 DOI: 10.3389/fonc.2023.1109715] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Accepted: 01/24/2023] [Indexed: 02/12/2023] Open
Abstract
Background Epstein-Barr virus (EBV) quantitation and current imaging modalities are used for diagnosis and disease monitoring in Extranodal NK/T cell lymphoma (ENKTL) but have limitations. Thus, we explored the utility of circulating tumor DNA (ctDNA) as a diagnostic biomarker. Methods Through in-depth sequencing of 118 blood samples collected longitudinally at different time points from 45 patients, we examined the mutational profile of each sample, estimated its impact on the clinical outcome, and assessed its role as a biomarker in comparison with EBV DNA quantitation. Results The ctDNA concentration was correlated with treatment response, stage, and EBV DNA quantitation. The detection rate of ctDNA mutation was 54.5%, with BCOR (21%) being the most commonly mutated gene in newly diagnosed patients; TP53 mutation (33%) was the most prevalent in patients that experienced a relapse. Additionally, patients in complete remission exhibited a rapid clearance of ENKTL-related somatic mutations, while relapsed patients frequently presented with persisting or emerging mutations. We detected ctDNA mutations in EBV-negative patients (50%) and mutation clearance in EBV-positive patients in remission, suggesting ctDNA genotyping as an efficient complementary monitoring method for ENKTL. Additionally, mutated DDX3X (PFS HR, 8.26) in initial samples predicted poor outcome. Conclusion Our results suggest that ctDNA analysis can be used to genotype at diagnosis and estimate the tumor burden in patients with ENKTL. Furthermore, ctDNA dynamics indicate the potential use of testing it to monitor therapeutic responses and develop new biomarkers for precision ENKTL therapy.
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Affiliation(s)
- Jin Ju Kim
- Department of Laboratory Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Hyun-Young Kim
- Department of Laboratory Medicine and Genetics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Zisun Choi
- Dxome Co. Ltd, 8, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - So yoon Hwang
- Dxome Co. Ltd, 8, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Hansol Jeong
- Dxome Co. Ltd, 8, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Jong Rak Choi
- Department of Laboratory Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea,Dxome Co. Ltd, 8, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Sang Eun Yoon
- Division of Haematology and Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Won Seog Kim
- Division of Haematology and Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea,Department of Health Sciences and Technology, Samsung Advanced Institute for Health Sciences and Technology, Sungkyunkwan University, Seoul, Republic of Korea
| | - Sun-Hee Kim
- Department of Laboratory Medicine and Genetics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Hee-Jin Kim
- Department of Laboratory Medicine and Genetics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Sang-Yong Shin
- Department of Laboratory Medicine, Korea Worker’s Compensation & Welfare Service, Taebaek Hospital, Taebaek-si, Gangwon-do, Republic of Korea,*Correspondence: Sang-Yong Shin, ; Seung-Tae Lee, ; Seok Jin Kim,
| | - Seung-Tae Lee
- Department of Laboratory Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea,Dxome Co. Ltd, 8, Seongnam-si, Gyeonggi-do, Republic of Korea,*Correspondence: Sang-Yong Shin, ; Seung-Tae Lee, ; Seok Jin Kim,
| | - Seok Jin Kim
- Division of Haematology and Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea,Department of Health Sciences and Technology, Samsung Advanced Institute for Health Sciences and Technology, Sungkyunkwan University, Seoul, Republic of Korea,*Correspondence: Sang-Yong Shin, ; Seung-Tae Lee, ; Seok Jin Kim,
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4
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Differentiation of high-grade glioma and primary central nervous system lymphoma: Multiparametric imaging of the enhancing tumor and peritumoral regions based on hybrid 18F-FDG PET/MRI. Eur J Radiol 2022; 150:110235. [DOI: 10.1016/j.ejrad.2022.110235] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 02/19/2022] [Accepted: 03/03/2022] [Indexed: 12/14/2022]
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5
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Thurgood LA, Best OG, Rowland A, Lower KM, Brooks DA, Kuss BJ. Lipid uptake in chronic lymphocytic leukemia. Exp Hematol 2021; 106:58-67. [PMID: 34896245 DOI: 10.1016/j.exphem.2021.12.193] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Revised: 12/02/2021] [Accepted: 12/05/2021] [Indexed: 11/19/2022]
Abstract
Many cancers rely on glucose as an energy source, but it is becoming increasingly apparent that some cancers use alternate substrates to fuel their proliferation. Chronic lymphocytic leukaemia (CLL) is one such cancer. Through the use of flow cytometry and confocal microscopy, low levels of glucose uptake were observed in the OSU-CLL and HG3 CLL cell lines relative to highly glucose-avid Raji cells (Burkitt's lymphoma). Glucose uptake in CLL cells correlated with low expression of the GLUT1 and GLUT3 receptors. In contrast, both CLL cell lines and primary CLL cells, but not healthy B cells, were found to rapidly internalise medium- and long-chain, but not short-chain, fatty acids (FAs). Differential FA uptake was also observed in primary cells taken from patients with unmutated immunoglobulin heavy variable chain usage (IGHV) compared with patients with mutated IGHV. Delipidation of serum in the culture medium slowed the proliferation and significantly reduced the viability of OSU-CLL and HG3 cells, effects that were partially reversed by supplementation with a chemically defined lipid concentrate. These observations highlight the potential importance of FAs in the pathogenesis of CLL and raise the possibility that targeting FA utilisation may represent a novel therapeutic and prognostic approach in this disease.
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Affiliation(s)
- Lauren A Thurgood
- Molecular Medicine and Genetics, College of Medicine and Public Health, Flinders University, Bedford Park, Australia.
| | - Oliver G Best
- Molecular Medicine and Genetics, College of Medicine and Public Health, Flinders University, Bedford Park, Australia
| | - Ashley Rowland
- Molecular Medicine and Genetics, College of Medicine and Public Health, Flinders University, Bedford Park, Australia
| | - Karen M Lower
- Molecular Medicine and Genetics, College of Medicine and Public Health, Flinders University, Bedford Park, Australia
| | - Doug A Brooks
- Cancer Research Institute, University of South Australia, Adelaide, Australia
| | - Bryone J Kuss
- Molecular Medicine and Genetics, College of Medicine and Public Health, Flinders University, Bedford Park, Australia
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Krebs S, Barasch JG, Young RJ, Grommes C, Schöder H. Positron emission tomography and magnetic resonance imaging in primary central nervous system lymphoma-a narrative review. ANNALS OF LYMPHOMA 2021; 5. [PMID: 34223561 PMCID: PMC8248935 DOI: 10.21037/aol-20-52] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
This review addresses the challenges of primary central nervous system (CNS) lymphoma diagnosis, assessment of treatment response, and detection of recurrence. Primary CNS lymphoma is a rare form of extra-nodal non-Hodgkin lymphoma that can involve brain, spinal cord, leptomeninges, and eyes. Primary CNS lymphoma lesions are most commonly confined to the white matter or deep cerebral structures such as basal ganglia and deep periventricular regions. Contrast-enhanced magnetic resonance imaging (MRI) is the standard diagnostic modality employed by neuro-oncologists. MRI often shows common morphological features such as a single or multiple uniformly well-enhancing lesions without necrosis but with moderate surrounding edema. Other brain tumors or inflammatory processes can show similar radiological patterns, making differential diagnosis difficult. [18F]-fluorodeoxyglucose (FDG) positron emission tomography (PET) has selected utility in cerebral lymphoma, especially in diagnosis. Primary CNS lymphoma can sometimes present with atypical findings on MRI and FDG PET, such as disseminated disease, non-enhancing or ring-like enhancing lesions. The complementary strengths of PET and MRI have led to the development of combined PET-MR systems, which in some cases may improve lesion characterization and detection. By highlighting active developments in this field, including advanced MRI sequences, novel radiotracers, and potential imaging biomarkers, we aim to spur interest in sophisticated imaging approaches.
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Affiliation(s)
- Simone Krebs
- Molecular Imaging and Therapy Service, Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Julia G Barasch
- Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, USA
| | - Robert J Young
- Neuroradiology Service, Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Brain Tumor Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christian Grommes
- Brain Tumor Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Department of Neurology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Heiko Schöder
- Molecular Imaging and Therapy Service, Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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Berland L, Kim L, Abousaway O, Mines A, Mishra S, Clark L, Hofman P, Rashidian M. Nanobodies for Medical Imaging: About Ready for Prime Time? Biomolecules 2021; 11:637. [PMID: 33925941 PMCID: PMC8146371 DOI: 10.3390/biom11050637] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2021] [Revised: 04/20/2021] [Accepted: 04/21/2021] [Indexed: 12/13/2022] Open
Abstract
Recent advances in medical treatments have been revolutionary in shaping the management and treatment landscape of patients, notably cancer patients. Over the last decade, patients with diverse forms of locally advanced or metastatic cancer, such as melanoma, lung cancers, and many blood-borne malignancies, have seen their life expectancies increasing significantly. Notwithstanding these encouraging results, the present-day struggle with these treatments concerns patients who remain largely unresponsive, as well as those who experience severely toxic side effects. Gaining deeper insight into the cellular and molecular mechanisms underlying these variable responses will bring us closer to developing more effective therapeutics. To assess these mechanisms, non-invasive imaging techniques provide valuable whole-body information with precise targeting. An example of such is immuno-PET (Positron Emission Tomography), which employs radiolabeled antibodies to detect specific molecules of interest. Nanobodies, as the smallest derived antibody fragments, boast ideal characteristics for this purpose and have thus been used extensively in preclinical models and, more recently, in clinical early-stage studies as well. Their merit stems from their high affinity and specificity towards a target, among other factors. Furthermore, their small size (~14 kDa) allows them to easily disperse through the bloodstream and reach tissues in a reliable and uniform manner. In this review, we will discuss the powerful imaging potential of nanobodies, primarily through the lens of imaging malignant tumors but also touching upon their capability to image a broader variety of nonmalignant diseases.
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Affiliation(s)
- Léa Berland
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; (L.B.); (L.K.); (O.A.); (A.M.); (S.M.); (L.C.)
- Université Côte d’Azur, CNRS, INSERM, IRCAN, 06100 Nice, France;
| | - Lauren Kim
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; (L.B.); (L.K.); (O.A.); (A.M.); (S.M.); (L.C.)
- Department of Chemistry and Bioengineering, Harvard University, Cambridge, MA 02138, USA
| | - Omar Abousaway
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; (L.B.); (L.K.); (O.A.); (A.M.); (S.M.); (L.C.)
| | - Andrea Mines
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; (L.B.); (L.K.); (O.A.); (A.M.); (S.M.); (L.C.)
| | - Shruti Mishra
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; (L.B.); (L.K.); (O.A.); (A.M.); (S.M.); (L.C.)
| | - Louise Clark
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; (L.B.); (L.K.); (O.A.); (A.M.); (S.M.); (L.C.)
| | - Paul Hofman
- Université Côte d’Azur, CNRS, INSERM, IRCAN, 06100 Nice, France;
- Laboratory of Clinical and Experimental Pathology, FHU OncoAge, Nice Center Hospital, 06100 Nice, France
| | - Mohammad Rashidian
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; (L.B.); (L.K.); (O.A.); (A.M.); (S.M.); (L.C.)
- Department of Radiology, Harvard Medical School, Boston, MA 02115, USA
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Metabolic activity of extranodal NK/T cell lymphoma on 18F-FDG PET/CT according to immune subtyping. Sci Rep 2021; 11:5879. [PMID: 33723329 PMCID: PMC7960964 DOI: 10.1038/s41598-021-85332-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 02/01/2021] [Indexed: 12/27/2022] Open
Abstract
Disseminated extranodal NK/T cell lymphoma (ENKTL) is associated with dismal prognosis. Hence, distinct tumor immune microenvironment (TIME) subtypes were proposed to explain their influence on ENKTL progression and help predict treatment response. In this study, we investigated the capacity of FDG PET/CT to discern ENKTL TIME subtypes. A total of 108 pretreatment FDG PET/CT scans of 103 patients with newly diagnosed or relapsed ENKTL were retrospectively analyzed. TIME subtype was determined using three key immunohistochemical markers. SUVmax, MTV and TLG were measured, and metabolic features associated with TIME subtype were statistically extracted. TIME subtype was immune tolerance (IT) in 13.9%, immune evasion A (IE-A) in 56.5%, immune evasion B (IE-B) in 21.3%, and immune silenced (IS) in 8%. The IS group showed the highest SUVmax (15.9 ± 6.4, P = 0.037), followed by IE-A (14.1 ± 7.8), IE-B (10.9 ± 5.6), and IT groups (9.6 ± 5.1). Among 53 with only nasal FDG lesions, 52 had non-IS subtype. Among 55 with extra-nasal FDG lesions, those with IS subtype more often had adrenal (P = 0.001) or testis involvement (P = 0.043), greater MTV (P = 0.005), greater TLG (P = 0.005), and SUVmax located at extra-nasal sites. The presence of 0–2 and 3–4 of these four findings was associated with low probability (2/46) and high probability (6/9) of IS subtype, respectively. Furthermore, patients showing IS subtype-favoring PET/CT pattern had worse overall survival compared to their counterparts. These results demonstrate that FDG PET/CT can help predict immune subtype in ENKTL patients. The different patterns between glycolytic activity and involved site according to TIME subtype might be related to the interplay between tumor cells and immune cells in the tumor microenvironment.
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Abousaway O, Rakhshandehroo T, Van den Abbeele AD, Kircher MF, Rashidian M. Noninvasive Imaging of Cancer Immunotherapy. Nanotheranostics 2021; 5:90-112. [PMID: 33391977 PMCID: PMC7738948 DOI: 10.7150/ntno.50860] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Accepted: 10/19/2020] [Indexed: 02/06/2023] Open
Abstract
Immunotherapy has revolutionized the treatment of several malignancies. Notwithstanding the encouraging results, many patients do not respond to treatments. Evaluation of the efficacy of treatments is challenging and robust methods to predict the response to treatment are not yet available. The outcome of immunotherapy results from changes that treatment evokes in the tumor immune landscape. Therefore, a better understanding of the dynamics of immune cells that infiltrate into the tumor microenvironment may fundamentally help in addressing this challenge and provide tools to assess or even predict the response. Noninvasive imaging approaches, such as PET and SPECT that provide whole-body images are currently seen as the most promising tools that can shed light on the events happening in tumors in response to treatment. Such tools can provide critical information that can be used to make informed clinical decisions. Here, we review recent developments in the field of noninvasive cancer imaging with a focus on immunotherapeutics and nuclear imaging technologies and will discuss how the field can move forward to address the challenges that remain unresolved.
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Affiliation(s)
- Omar Abousaway
- Department of Imaging, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, 02215, USA
| | - Taha Rakhshandehroo
- Department of Imaging, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, 02215, USA
| | - Annick D Van den Abbeele
- Department of Imaging, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, 02215, USA.,Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, 02215, USA
| | - Moritz F Kircher
- Department of Imaging, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, 02215, USA.,Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, 02215, USA
| | - Mohammad Rashidian
- Department of Imaging, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, 02215, USA
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Matolay O, Méhes G. Sustain, Adapt, and Overcome-Hypoxia Associated Changes in the Progression of Lymphatic Neoplasia. Front Oncol 2019; 9:1277. [PMID: 31824854 PMCID: PMC6881299 DOI: 10.3389/fonc.2019.01277] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2019] [Accepted: 11/04/2019] [Indexed: 12/15/2022] Open
Abstract
Irregular perfusion and related tissue hypoxia is a common feature of solid tumors the role of which in the survival and progression cancer has been gradually recognized. Adaptation and selection mechanisms in hypoxic areas in solid tumors are regulated by Hypoxia Inducible transcriptional factor 1 (HIF1) and other hypoxia mediators and are associated with aggressive clinical behavior in a large spectrum of malignancies. Aggressive forms of lymphatic neoplasias present with solid tumor-like features, also including rapid cell growth, necrosis and angiogenesis, the clinical potential of which is still underestimated. While the role of regional hypoxia in normal B-cell maturation and malignant transformation is becoming evident, the impact of tissue hypoxia on their behavior is not well-understood. Compared to some of the common solid cancer types data for some of the key regulators, such as HIF1 and HIF2, and for their downstream effectors are available in a limited fashion. In the current review we aim to overview the physiological aspects of major hypoxia pathways during B-cell maturation and adaptation-related changes reported in lymphatic neoplasia covering important targets, such as carbonic anhydrases IX and XII (CAIX, CAXII), glucose transporter 1 (GLUT-1) and vascular endothelial growth factor (VEGF). In conclusion, experimental and clinical results direct to important but currently unexploited role of hypoxia-driven resistance mechanisms especially in aggressive forms of B-cell neoplasia.
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Affiliation(s)
- Orsolya Matolay
- Department of Pathology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - Gábor Méhes
- Department of Pathology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
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11
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Cottereau AS, Mulé S, Lin C, Belhadj K, Vignaud A, Copie-Bergman C, Boyez A, Zerbib P, Tacher V, Scherman E, Haioun C, Luciani A, Itti E, Rahmouni A. Whole-Body Diffusion-weighted MR Imaging of Iron Deposits in Hodgkin, Follicular, and Diffuse Large B-Cell Lymphoma. Radiology 2017; 286:560-567. [PMID: 28985135 DOI: 10.1148/radiol.2017170599] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Purpose To analyze the frequency and distribution of low-signal-intensity regions (LSIRs) in lymphoma lesions and to compare these to fluorodeoxyglucose (FDG) uptake and biologic markers of inflammation. Materials and Methods The authors analyzed 61 untreated patients with a bulky lymphoma (at least one tumor mass ≥7 cm in diameter). When a LSIR within tumor lesions was detected on diffusion-weighted images obtained with a b value of 50 sec/mm2, a T2-weighted gradient-echo (GRE) sequence was performed and calcifications were searched for with computed tomography (CT). In two patients, Perls staining was performed on tissue samples from the LSIR. LSIRs were compared with biologic inflammatory parameters and baseline FDG positon emission tomography (PET)/CT parameters (maximum standardized uptake value [SUVmax], total metabolic tumor volume [TMTV]). Results LSIRs were detected in 22 patients and corresponded to signal void on GRE images; one LSIR was due to calcifications, and three LSIRS were due to a recent biopsy. In 18 patients, LSIRs appeared to be related to focal iron deposits; this was proven with Perls staining in two patients. The LSIRs presumed to be due to iron deposits were found mostly in patients with aggressive lymphoma (nine of 26 patients with Hodgkin lymphoma and eight of 20 patients with diffuse large B-cell lymphoma vs one of 15 patients with follicular lymphoma; P = .047) and with advanced stage disease (15 of 18 patients). LSIRS were observed in spleen (n = 14), liver (n = 3), and nodal (n = 8) lesions and corresponded to foci FDG uptake, with mean SUVmax of 9.8, 6.7, and 16.2, respectively. These patients had significantly higher serum levels of C-reactive protein, α1-globulin, and α2-globulin and more frequently had microcytic anemia than those without such deposits (P = .0072, P = .003, P = .0068, and P < .0001, respectively). They also had a significantly higher TMTV (P = .0055) and higher levels of spleen involvement (P < .0001). Conclusion LSIRs due to focal iron deposits are detected in lymphoma lesions and are associated with a more pronounced biologic inflammatory syndrome. © RSNA, 2017 Online supplemental material is available for this article.
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Affiliation(s)
- Anne-Ségolène Cottereau
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Sébastien Mulé
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Chieh Lin
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Karim Belhadj
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Alexandre Vignaud
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Christiane Copie-Bergman
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Alice Boyez
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Pierre Zerbib
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Vania Tacher
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Elodie Scherman
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Corinne Haioun
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Alain Luciani
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Emmanuel Itti
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
| | - Alain Rahmouni
- From the Department of Nuclear Medicine (A.S.C., E.I.), Department of Medical Imaging (A.S.C., S.M., P.Z., V.T., A.L., A.R.), Lymphoid Malignancies Unit (K.B., E.S., C.H.), and Department of Pathology (C.C.B., A.B.), AP-HP, Groupe Henri Mondor Albert Chenevier, CHU Henri Mondor, 51 Avenue du Marechal de Lattre de Tassigny, Université Paris Est Créteil, 94010 Creteil, France; Department of Nuclear Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan (C.L.); NeuroSpin, Gif-sur-Yvette, France (A.V.); INSERM IMRB U955 Equipe 18, Paris, France (V.T., A.L.); and UPEC, Paris, France (V.T., A.L., A.R.)
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SLC2A2 (GLUT2) as a novel prognostic factor for hepatocellular carcinoma. Oncotarget 2017; 8:68381-68392. [PMID: 28978124 PMCID: PMC5620264 DOI: 10.18632/oncotarget.20266] [Citation(s) in RCA: 59] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2017] [Accepted: 07/25/2017] [Indexed: 12/11/2022] Open
Abstract
High rates of glucose transport via solute carrier (SLC2A, GLUT) family members are required to satisfy the high metabolic demands of cancer cells, and because of this characteristic of cancer cells 2-18fluoro-deoxy-D-glucose (18FDG)-PET has become a powerful diagnostic tool. However, its sensitivity for hepatocellular carcinoma (HCC) is lower than for other malignancies, which suggests SLC2A family members are differentially expressed in HCC. In the present study, the expression patterns of SLC2A family members in tumor tissues and their associations with HCC progression were analyzed using data obtained from The Cancer Genome Atlas (TCGA). It was found that the expression of SLC2A2 (GLUT2) was higher in HCC than those of other members of the SLC2A family. The associations of the expression levels of SLC2A family members and previously known prognostic factors with clinical stages were examined using the T-test or the Mann-Whitney U test, and interestingly, SLC2A2 expression was found to be associated with an advanced clinical stage (p = 0.0015). Furthermore, Kaplan-Meier analysis using the log-rank or the Gehan-Breslow-Wilcoxon test showed SLC2A2 expression was positively associated with overall survival (p < 0.001, Gehan-Breslow-Wilcoxon test and p = 0.0145 by multivariate Cox regression). The prognostic significance of SLC2A2 was similar in both early and late stages. However, it was more significant in HCC patients without alcohol consumption history and hepatitis C infection. Taken together, SLC2A2 was associated with clinical stages and independently associated with overall survival in patients with HCC. We suggest that SLC2A2 be considered a new prognostic factor for HCC.
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Correlation of pretreatment 18F-FDG uptake with clinicopathological factors and prognosis in patients with newly diagnosed diffuse large B-cell lymphoma. Nucl Med Commun 2017; 37:689-98. [PMID: 27244584 PMCID: PMC4885594 DOI: 10.1097/mnm.0000000000000496] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Supplemental Digital Content is available in the text. Objectives The aim of this study is to determine the correlation of pretreatment fluorine-18 fluorodeoxyglucose uptake with clinicopathological factors and its prognostic value in patients with newly diagnosed diffuse large B-cell lymphoma (DLBCL). Patients and methods A cohort of 162 patients with newly diagnosed DLBCL who had undergone pretreatment PET/computed tomography was retrospectively reviewed. The relationship of pretreatment maximum standard uptake value (SUVmax) with clinical factors, molecular markers, and efficacy was evaluated. The value of SUVmax in predicting progression-free survival (PFS) and overall survival was analyzed. Results In all, 72.9% of the patients received R-CHOP treatment; the rest received CHOP chemotherapy. The median follow-up duration was 30 months (range, 4–124 months). The median SUVmax was 12.2 (range, 1.7–42.7). SUVmax between groups differed significantly with respect to each of International Prognostic Index (IPI) factors, except for age and performance status. High SUVmax was associated with high Ki-67 and Glut-3 protein expression, but not with Glut-1. Complete remission rate differed significantly between the low (SUVmax≤9.0) and the high SUVmax (SUVmax>9.0) groups (91.7 vs. 61.1%, P=0.000). Patients with low SUVmax showed favorable survival (3-year PFS: 92.2 vs. 63.6%, P=0.000; 3-year overall survival: 95.5 vs. 78.3%, P=0.003). On multivariate analyses, SUVmax predicted PFS independent of revised-IPI (SUVmax: P=0.011, hazard ratio 4.784; revised-IPI: P=0.004, hazard ratio 2.551). Conclusion Pretreatment SUVmax was associated with clinicopathological factors, efficacy, and survival outcome. A novel prognostic model on the basis of IPI score/pretreatment SUVmax might be useful for risk stratification of patients with newly diagnosed DLBCL Video abstract: http://links.lww.com/NMC/A55.
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England CG, Rui L, Cai W. Lymphoma: current status of clinical and preclinical imaging with radiolabeled antibodies. Eur J Nucl Med Mol Imaging 2016; 44:517-532. [PMID: 27844106 DOI: 10.1007/s00259-016-3560-9] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2016] [Accepted: 10/25/2016] [Indexed: 12/22/2022]
Abstract
Lymphoma is a complex disease that arises from cells of the immune system with an intricate pathology. While lymphoma may be classified as Hodgkin or non-Hodgkin, each type of tumor is genetically and phenotypically different and highly invasive tissue biopsies are the only method to investigate these differences. Noninvasive imaging strategies, such as immunoPET, can provide a vital insight into disease staging, monitoring treatment response in patients, and dose planning in radioimmunotherapy. ImmunoPET imaging with radiolabeled antibody-based tracers may also assist physicians in optimizing treatment strategies and enhancing patient stratification. Currently, there are two common biomarkers for molecular imaging of lymphoma, CD20 and CD30, both of which have been considered for investigation in preclinical imaging studies. In this review, we examine the current status of both preclinical and clinical imaging of lymphoma using radiolabeled antibodies. Additionally, we briefly investigate the role of radiolabeled antibodies in lymphoma therapy. As radiolabeled antibodies play critical roles in both imaging and therapy of lymphoma, the development of novel antibodies and the discovery of new biomarkers may greatly affect lymphoma imaging and therapy in the future.
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Affiliation(s)
- Christopher G England
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, 1111 Highland Ave, Madison, WI, 53705-2275, USA.
| | - Lixin Rui
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Carbone Cancer Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Weibo Cai
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, 1111 Highland Ave, Madison, WI, 53705-2275, USA.
- Carbone Cancer Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA.
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Room 7137, 1111 Highland Ave, Madison, WI, 53705-2275, USA.
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15
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Christlieb SB, Strandholdt CN, Olsen BB, Mylam KJ, Larsen TS, Nielsen AL, Rohde M, Gerke O, Olsen KE, Møller MB, Kristensen BW, Abildgaard N, Alavi A, Høilund-Carlsen PF. Dual time-point FDG PET/CT and FDG uptake and related enzymes in lymphadenopathies: preliminary results. Eur J Nucl Med Mol Imaging 2016; 43:1824-36. [PMID: 27102266 DOI: 10.1007/s00259-016-3385-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2015] [Accepted: 03/29/2016] [Indexed: 11/30/2022]
Abstract
PURPOSE The purpose of this study was to determine the ability of dual time-point (DTP) PET/CT with (18)F-FDG to discriminate between malignant and benign lymphadenopathies. The relationship between DTP FDG uptake and glucose metabolism/hypoxia markers in lymphadenopathies was also assessed. METHODS Patients with suspected lymphoma or recently diagnosed treatment-naive lymphoma were prospectively enrolled for DTP FDG PET/CT (scans 60 min and 180 min after FDG administration). FDG-avid nodal lesions were segmented to yield volume and standardized uptake values (SUV), including SUVmax, SUVmean, cSUVmean (with partial volume correction), total lesion glycolysis (TLG) and cTLG (with partial volume correction). Expression of glucose transporter-1 (GLUT-1), hexokinase-II (HK-II), glucose-6-phosphatase (G6Pase) and hypoxia-inducible factor-1alpha (HIF-1alpha) were assessed with immunohistochemistry and enzyme activity was determined for HK and G6Pase. RESULTS FDG uptake was assessed in 203 lesions (146 malignant and 57 benign). Besides volume, there were significant increases over time for all parameters, with generally higher levels in the malignant lesions. The retention index (RI) was not able to discriminate between malignant and benign lesions. Volume, SUVmax, TLG and cTLG for both scans were able to discriminate between the two groups statistically, but without complete separation. Glucose metabolism/hypoxia markers were assessed in 15 lesions. TLG and cTLG were correlated with GLUT-1 expression on the 60-min scan. RI-max and RI-mean and SUVmax, SUVmean and cSUVmean on the 60-min scan were significantly correlated with HK-II expression. CONCLUSION RI was not able to discriminate between malignant and benign lesions, but some of the SUVs were able to discriminate on the 60-min and 180-min scans. Furthermore, FDG uptake was correlated with GLUT-1 and HK-II expression.
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Affiliation(s)
- Sofie Bæk Christlieb
- Department of Nuclear Medicine, Odense University Hospital, Sdr. Boulevard 29, 5000, Odense C, Denmark.
| | | | - Birgitte Brinkmann Olsen
- Department of Nuclear Medicine, Odense University Hospital, Sdr. Boulevard 29, 5000, Odense C, Denmark
| | - Karen Juul Mylam
- Department of Haematology, Vejle Hospital, Kabbeltoft 25, 7100, Vejle, Denmark
| | - Thomas Stauffer Larsen
- Department of Haematology, Odense University Hospital, Sdr. Boulevard 29, 5000, Odense C, Denmark
| | - Anne Lerberg Nielsen
- Department of Nuclear Medicine, Odense University Hospital, Sdr. Boulevard 29, 5000, Odense C, Denmark
| | - Max Rohde
- Department of Ear, Nose and Throat, Odense University Hospital, Sdr. Boulevard 29, 5000, Odense C, Denmark
| | - Oke Gerke
- Department of Nuclear Medicine, Odense University Hospital, Sdr. Boulevard 29, 5000, Odense C, Denmark
| | - Karen Ege Olsen
- Department of Pathology, Odense University Hospital, Sdr. Boulevard 29, 5000, Odense C, Denmark
| | - Michael Boe Møller
- Department of Pathology, Odense University Hospital, Sdr. Boulevard 29, 5000, Odense C, Denmark
| | | | - Niels Abildgaard
- Department of Haematology, Odense University Hospital, Sdr. Boulevard 29, 5000, Odense C, Denmark
| | - Abass Alavi
- Hospital of the University of Pennsylvania, 3400 Spruce St., Philadelphia, PA, 19104, USA
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Kewitz S, Kurch L, Volkmer I, Staege MS. Stimulation of the hypoxia pathway modulates chemotherapy resistance in Hodgkin's lymphoma cells. Tumour Biol 2015; 37:8229-37. [PMID: 26718211 DOI: 10.1007/s13277-015-4705-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2015] [Accepted: 12/20/2015] [Indexed: 12/18/2022] Open
Abstract
Hodgkin's lymphoma (HL) is a malignant disease of the lymphatic system. The therapy has been improved during the last decades but there are still patients who cannot be cured, and the therapy is associated with several adverse late effects. Therefore, we asked which genes might be involved in the chemotherapy resistance of HL cells. We observed that HL cells became more resistant against cisplatin after treatment with cobalt chloride. Therefore, we analyzed which genes were differentially expressed between cells incubated in medium with or without cobalt chloride. We found several genes which were up- or downregulated in the presence of cobalt chloride and might be involved in the modulation of chemotherapy resistance. Cobalt chloride is a hypoxia-mimetic agent. Therefore, we tested chemo-resistance and gene expression of HL cells under hypoxic conditions and confirmed the results from the cobalt chloride experiments. Taken together, activation of the hypoxia pathway led to altered gene expression and drug resistance of HL cells. Differentially expressed genes might be interesting targets for the development of future treatment strategies against drug-resistant HL.
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Affiliation(s)
- Stefanie Kewitz
- Department of Pediatrics, Martin Luther University Halle-Wittenberg, Halle, 06097, Germany.
- Department of Pediatric Hematology and Oncology, Justus-Liebig-University Giessen, Feulgenstr. 12, Giessen, 35392, Germany.
| | - Lars Kurch
- Department of Nuclear Medicine, University Hospital of Leipzig, Leipzig, 04109, Germany
| | - Ines Volkmer
- Department of Pediatrics, Martin Luther University Halle-Wittenberg, Halle, 06097, Germany
| | - Martin S Staege
- Department of Pediatrics, Martin Luther University Halle-Wittenberg, Halle, 06097, Germany
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Takahashi Y, Akahane T, Yamamoto D, Nakamura H, Sawa H, Nitta K, Ide W, Hashimoto I, Kamada H. Correlation between positron emission tomography findings and glucose transporter 1, 3 and L-type amino acid transporter 1 mRNA expression in primary central nervous system lymphomas. Mol Clin Oncol 2014; 2:525-529. [PMID: 24940488 DOI: 10.3892/mco.2014.287] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2013] [Accepted: 04/30/2014] [Indexed: 12/30/2022] Open
Abstract
Primary central nervous system lymphoma (PCNSL) is an aggressive form of non-Hodgkin lymphoma with a poor prognosis. [18F] 2-fluoro-2-deoxy-D-glucose (FDG) and L-(methyl-11C)-methionine (MET) are the most widely used tracers in oncological positron emission tomography studies for PCNSL and commonly identify hypermetabolic lesions through increased uptake of FDG and MET. However, the mechanisms underlying the uptake of FDG and MET in PCNSL have not been clearly determined. The present study aimed to investigate the mRNA expression levels of glucose transporter (GLUT)1, GLUT3 and L-type amino acid transporter 1 (LAT1) in resected PCNSL specimens, in order to identify whether these transporters are associated with the increased uptake of FDG and MET. A total of 7 patients diagnosed with PCNSL were investigated. The uptake of FDG and MET by the tumors was evaluated based on the maximum standardized uptake value (SUVmax). The quantity of GLUT1, GLUT3 and LAT1 mRNA in the PCNSL specimens was measured to determine whether GLUT1, GLUT3 and/or LAT1 are involved in the increased uptake of FDG and MET in PCNSL. Furthermore, microvessel density (MVD) and cell density (CD) were measured in all the cases. Our results indicated that the expression of GLUT3, but not GLUT1, was significantly correlated with FDG SUVmax and the expression of LAT1 was significantly correlated with MET SUVmax. However, neither MVD nor CD were found to be significantly associated with the uptake of FDG and MET. GLUT3 was identified as a key determinant of FDG accumulation, whereas LAT1 was a key determinant of MET accumulation in PCNSL. Therefore, GLUT3 and LAT1 may represent potential targets for the future development of novel therapeutic agents for PCNSL.
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Affiliation(s)
- Yoshinobu Takahashi
- Department of Neurosurgery, Hokuto Hospital, Obihiro, Hokkaido 080-0039, Japan
| | - Toshiaki Akahane
- Oncology Research Center, Hokuto Hospital, Obihiro, Hokkaido 080-0039, Japan
| | - Daisuke Yamamoto
- Department of Radiology, Hokuto Hospital, Obihiro, Hokkaido 080-0039, Japan
| | - Hideo Nakamura
- Department of Neurosurgery, Graduate School of Medical Sciences, Kumamoto University, Kumamoto 860-8556, Japan
| | - Hiroki Sawa
- Oncology Research Center, Hokuto Hospital, Obihiro, Hokkaido 080-0039, Japan
| | - Kazumi Nitta
- Department of Neurosurgery, Hokuto Hospital, Obihiro, Hokkaido 080-0039, Japan
| | - Wataru Ide
- Department of Neurosurgery, Hokuto Hospital, Obihiro, Hokkaido 080-0039, Japan
| | - Ikuo Hashimoto
- Department of Neurosurgery, Hokuto Hospital, Obihiro, Hokkaido 080-0039, Japan
| | - Hajime Kamada
- Department of Neurosurgery, Hokuto Hospital, Obihiro, Hokkaido 080-0039, Japan
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Jona A, Szodoray P, Illés A. Immunologic pathomechanism of Hodgkin's lymphoma. Exp Hematol 2013; 41:995-1004. [PMID: 24099823 DOI: 10.1016/j.exphem.2013.09.014] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2013] [Revised: 09/16/2013] [Accepted: 09/29/2013] [Indexed: 12/16/2022]
Abstract
Hodgkin's lymphoma is a lymphoid malignancy of the immune system. The pathognomonic Hodgkin and Reed-Sternberg cells (HRS) are derived mainly from monoclonal, preapoptotic B cells, and they carry rearranged, somatically mutated immunoglobulin heavy chains. In an appropriate microenvironment, HRS cells escape from apoptosis by several mechanisms, including single mutations, aberrant signaling pathways. Eventually, weakened immune surveillance leads to uncontrolled, disproportional B cell proliferation. This review summarizes the latest findings on the pathogenesis of Hodgkin lymphoma, with a special emphasis on immunologic processes, and depicts current and future immunotherapeutic regimens, which improve treatment outcomes and reduce late toxicities.
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Affiliation(s)
- Adam Jona
- Department of Hematology, Institute for Internal Medicine; University of Debrecen Medical and Health Science Center, Debrecen, Hungary.
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Kim MH, Ko SH, Bae JS, Lee SH, Jung CK, Lim DJ, Baek KH, Kim SH, Lee JM, Kang MI, Cha BY. Non-FDG-avid primary papillary thyroid carcinoma may not differ from FDG-avid papillary thyroid carcinoma. Thyroid 2013; 23:1452-60. [PMID: 23688271 DOI: 10.1089/thy.2013.0051] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
BACKGROUND FDG (2-[(18)F]Fluoro-2-D-deoxyglucose-positron emission tomography (PET)/computed tomography (CT), which can detect a change in glucose metabolism in cancer cells, has been introduced as a diagnostic and prognostic tool in papillary thyroid carcinoma (PTC). However, differences in the clinicopathological and biological characteristics between primary PTCs with FDG uptake and those without FDG uptake are not well established. METHODS A total of 188 patients with PTC who had preoperative PET/CT scans were enrolled to compare the differences of clinicopathological parameters between FDG-avid (F-PTC; n = 150) and non-FDG-avid tumors (FN-PTC; n = 38). Immunohistochemical staining for glucose transporter (GLUT)-1 and hypoxia-inducible factor-1 alpha (HIF-1α) was performed. RESULTS FN-PTCs were smaller; had a lower incidence of lymphatic invasion, vascular invasion, multifocality, and central lymph node metastasis; and had a lower maximum standardized uptake value than F-PTCs. After exclusion of high-risk patients for recurrence, FN-PTCs remained smaller (p < 0.001) and had less lymphatic invasion (p = 0.061). Among tumors larger than the spatial resolution of the PET/CT scan, macrocalcification was more frequent in FN-PTC than in F-PTC (p = 0.043). While FN-PTC and F-PTC showed no difference in GLUT-1 expression (50% vs. 75%, p = 0.363), FN-PTC showed lower HIF-1α immunoreactivity than F-PTC (25.0% vs. 75.0%, p = 0.032). CONCLUSION Tumor size and macrocalcification are clinicopathological differences between FN-PTC and F-PTC. Biologically, HIF-1α may be responsible for increased FDG uptake in PTC.
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Affiliation(s)
- Min-Hee Kim
- 1 Department of Internal Medicine (Division of Endocrinology and Metabolism), The Catholic University of Korea , College of Medicine, Seoul, Korea
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PET/CT in malignant lymphoma: basic information, clinical application, and proposal. Int J Hematol 2013; 98:398-405. [DOI: 10.1007/s12185-013-1444-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2013] [Revised: 09/10/2013] [Accepted: 09/11/2013] [Indexed: 12/11/2022]
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Hirose Y, Suefuji H, Kaida H, Hayakawa M, Hattori S, Kurata S, Watanabe Y, Kunou Y, Kawahara A, Okamura T, Ohshima K, Kage M, Ishibashi M, Hayabuchi N. Relationship between 2-deoxy-2-[(18)F]-fluoro-d-glucose uptake and clinicopathological factors in patients with diffuse large B-cell lymphoma. Leuk Lymphoma 2013; 55:520-5. [PMID: 23701133 DOI: 10.3109/10428194.2013.807509] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
The aim of this study was to investigate correlations between the standardized uptake value of the biopsy site (BSUVmax) and levels of glucose transporter (GLUT)-1, GLUT-3 and hexokinase-II (HK-II), between BSUVmax and the Ki-67 proliferation index (MIB-1), and between BSUVmax and clinicopathological factors. Sixty-eight patients with diffuse large B-cell lymphoma (DLBCL) were included in this study. BSUVmax was significantly correlated with GLUT-1, GLUT-3 and the International Prognostic Index (IPI) (GLUT-1: r = 0.584, IPI: r = 0.363, p < 0.001; GLUT-3: r = 0.369, p = 0.009; IPI: r = 0.363, p = 0.004), but not with MIB-1 and HK-II. A statistically significant correlation was observed between GLUT-3 expression and each of IPI and gene expression profiling (GEP) (IPI: p = 0.0186; GEP: p = 0.0179). 2-Deoxy-2-[(18)F]-fluoro-d-glucose (FDG) uptake was significantly correlated with the levels of GLUT-1 and GLUT-3 and with IPI. The results indicated that GLUT-3 expression is related to GEP and IPI, and that BSUVmax and GLUT-3 may have a relationship with the prognosis of DLBCL.
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Affiliation(s)
- Yasumitsu Hirose
- Department of Radiology, Kurume University School of Medicine , Kurume City, Fukuoka , Japan
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Hartmann S, Agostinelli C, Diener J, Döring C, Fanti S, Zinzani PL, Gallamini A, Bergmann L, Pileri S, Hansmann ML. GLUT1 expression patterns in different Hodgkin lymphoma subtypes and progressively transformed germinal centers. BMC Cancer 2012; 12:586. [PMID: 23228169 PMCID: PMC3537691 DOI: 10.1186/1471-2407-12-586] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2012] [Accepted: 12/02/2012] [Indexed: 11/10/2022] Open
Abstract
Background Increased glycolytic activity is a hallmark of cancer, allowing staging and restaging with 18F-fluorodeoxyglucose-positron-emission-tomography (PET). Since interim-PET is an important prognostic tool in Hodgkin lymphoma (HL), the aim of this study was to investigate the expression of proteins involved in the regulation of glucose metabolism in the different HL subtypes and their impact on clinical outcome. Methods Lymph node biopsies from 54 HL cases and reactive lymphoid tissue were stained for glucose transporter 1 (GLUT1), lactate dehydrogenase A (LDHA) and lactate exporter proteins MCT1 and MCT4. In a second series, samples from additional 153 HL cases with available clinical data were stained for GLUT1 and LDHA. Results Membrane bound GLUT1 expression was frequently observed in the tumor cells of HL (49% of all cases) but showed a broad variety between the different Hodgkin lymphoma subtypes: Nodular sclerosing HL subtype displayed a membrane bound GLUT1 expression in the Hodgkin-and Reed-Sternberg cells in 56% of the cases. However, membrane bound GLUT1 expression was more rarely observed in tumor cells of lymphocyte rich classical HL subtype (30%) or nodular lymphocyte predominant HL subtype (15%). Interestingly, in both of these lymphocyte rich HL subtypes as well as in progressively transformed germinal centers, reactive B cells displayed strong expression of GLUT1. LDHA, acting downstream of glycolysis, was also expressed in 44% of all cases. We evaluated the prognostic value of different GLUT1 and LDHA expression patterns; however, no significant differences in progression free or overall survival were found between patients exhibiting different GLUT1 or LDHA expression patterns. There was no correlation between GLUT1 expression in HRS cells and PET standard uptake values. Conclusions In a large number of cases, HRS cells in classical HL express high levels of GLUT1 and LDHA indicating glycolytic activity in the tumor cells. Although interim-PET is an important prognostic tool, a predictive value of GLUT1 or LDHA staining of the primary diagnostic biopsy could not be demonstrated. However, we observed GLUT1 expression in progressively transformed germinal centers and hyperplastic follicles, explaining false positive results in PET. Therefore, PET findings suggestive of HL relapse should always be confirmed by histology.
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Affiliation(s)
- Sylvia Hartmann
- Senckenberg Institute of Pathology, Goethe University, Frankfurt am Main, Germany.
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18F-FDG uptake in primary gastric malignant lymphoma correlates with glucose transporter 1 expression and histologic malignant potential. Int J Hematol 2012; 97:43-9. [PMID: 23212465 DOI: 10.1007/s12185-012-1225-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2012] [Revised: 11/07/2012] [Accepted: 11/13/2012] [Indexed: 02/07/2023]
Abstract
Positron emission tomography (PET) is used for staging and response evaluation in primary gastric lymphoma (PGL). However, the implications of [(18)F]-2-fluoro-2-deoxy-D-glucose ((18)F-FDG) uptake in PGL at first diagnosis have not been reported. The relationship between (18)F-FDG uptake and the expression of facilitative glucose transporters (GLUTs), hexokinase II (HK II), and Ki67, as well as malignant potential in PGL, was assessed in this study. We analyzed 23 patients with PGL [nine with diffuse large B-cell lymphoma (DLBCL); seven with high-grade mucosa-associated lymphoid tissue (MALT) lymphoma; and seven with low-grade MALT lymphoma]. The expression levels of GLUT1, GLUT3, HK II, and Ki67 were evaluated according to the percentage of positive area determined by immunohistochemistry. Standardized uptake values correlated significantly with pathological malignant potentials (low-grade/high-grade MALT lymphoma and DLBCL: p = 0.001-0.002), Ki67 (p < 0.001), and GLUT1 expression (p = 0.02). We determined that (18)F-FDG uptake is related to GLUT1 expression and tumor histological grade as well as Ki67 in PGL.
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Nakayama M, Okizaki A, Ishitoya S, Sakaguchi M, Sato J, Aburano T. Dual-time-point F-18 FDG PET/CT imaging for differentiating the lymph nodes between malignant lymphoma and benign lesions. Ann Nucl Med 2012. [PMID: 23188388 PMCID: PMC3575551 DOI: 10.1007/s12149-012-0669-1] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Purpose The purpose of the present study is to evaluate the clinical value of dual-time-point F-18 FDG PET/CT imaging to differentiate malignant lymphoma (ML) from benign lymph node (BLN). Materials and methods The subjects were 310 lymph nodes in 84 patients (195 ML lesions in 30 patients and 115 BLN in 54 patients associated with various etiologies.). F-18 FDG PET/CT scan was performed at 50 min (early scan) and at 100 min (delayed scan) after the injection. First, the maximum standardized uptake value (SUVmax) of each lesion at early and delayed scans was calculated. Second, we estimated the difference between early and delayed SUVmax (D-SUVmax) and the retention index (RI-SUVmax) to evaluate the change of tracers in the lesions. Furthermore, proper cut-off values of them were evaluated using receiver operating characteristic analysis. The efficacy of each parameter was analyzed with ANOVA. Results Delayed SUVmax and D-SUVmax in ML were significantly higher than those in BLN. Proper cut-off value in delayed SUVmax was 4.0 and in D-SUVmax was 1.0. When the proper cut-off value in D-SUVmax was applied, the D-SUVmax yielded the role of diagnosis with sensitivity of 82.6 %, specificity of 65.2 %, positive predictive value of 80.1 % and negative predictive value of 68.8 %, respectively. Conclusions The delayed SUVmax and D-SUVmax were useful indices to differentiate ML from BLN, regardless of histologic subtype. Dual-time-point F-18 FDG PET/CT imaging may help to consider whether there is any need to proceed to more invasive tests, such as biopsy, in individual patients.
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Affiliation(s)
- Michihiro Nakayama
- Department of Radiology, Asahikawa Medical University, 2-1-1-1 Midorigaoka-higashi, Asahikawa, 078-8510, Japan.
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Nishigori K, Temma T, Yoda K, Onoe S, Kondo N, Shiomi M, Ono M, Saji H. Radioiodinated peptide probe for selective detection of oxidized low density lipoprotein in atherosclerotic plaques. Nucl Med Biol 2012; 40:97-103. [PMID: 23157986 DOI: 10.1016/j.nucmedbio.2012.08.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2012] [Revised: 07/30/2012] [Accepted: 08/06/2012] [Indexed: 01/25/2023]
Abstract
INTRODUCTION Despite the significant effort in developing radioprobes for atherosclerosis, few have low molecular weight. Oxidized LDL (OxLDL), a highly proinflammatory and proatherogenic factor that is abundant in atherosclerotic plaques, plays a pivotal role in plaque destabilization, which makes OxLDL a relevant probe target. We developed a radioiodinated short peptide, AHP7, as a low molecular weight probe for specific OxLDL imaging and evaluated its utility using myocardial infarction-prone Watanabe heritable hyperlipidemic rabbits (WHHLMI). METHODS [¹²⁵I]AHP7 was designed and synthesized based on the sequence of Asp-hemolysin, an OxLDL binding protein extracted from Aspergillus fumigatus. In vitro binding studies with OxLDL having varying degrees of oxidation were performed. Radioactivity accumulation in the aorta was measured 30 min post-administration in rabbits. Autoradiography and histological studies were performed using serial aorta sections. A radioiodinated scrambled peptide ([¹²⁵I]AHP scramble) was used as a negative control. RESULTS [¹²⁵I]AHP7 bound to OxLDL in proportion to the degree of oxidation (R=0.91, P<0.0001) and was inhibited by unlabeled AHP7 in a concentration-dependent manner. The aorta accumulation level and aorta/blood and aorta/muscle ratios of [¹²⁵I]AHP7 in WHHLMI were 2.8-, 1.3- and 1.8-fold higher, respectively, than those in control rabbits (P<0.001). Co-administration of AHP7 significantly reduced [¹²⁵I]AHP7 radioactivity in aorta sections (P<0.0001). Regional radioactivity levels in the aorta sections showed nonuniformity but similarity to the immunohistochemical OxLDL density. CONCLUSIONS The potential of radioiodinated AHP7 for selectively imaging OxLDL was demonstrated both in vitro and in vivo.
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Affiliation(s)
- Kantaro Nishigori
- Department of Patho-Functional Bioanalysis, Graduate School of Pharmaceutical Sciences, Kyoto University, 46-29 Yoshida Shimoadachi-cho, Sakyo-ku, Kyoto 606-8501, Japan
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Kaira K, Abe M, Nakagawa K, Ohde Y, Okumura T, Takahashi T, Murakami H, Shukuya T, Kenmotsu H, Naito T, Hayashi I, Oriuchi N, Endo M, Kondo H, Nakajima T, Yamamoto N. 18F-FDG uptake on PET in primary mediastinal non-thymic neoplasm: A clinicopathological study. Eur J Radiol 2012; 81:2423-9. [DOI: 10.1016/j.ejrad.2011.09.017] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2011] [Revised: 09/19/2011] [Accepted: 09/20/2011] [Indexed: 10/15/2022]
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Rakheja D, Khokhar S, Mitui M, Cost NG. Immunohistochemical expression of GLUT1 and its correlation with unfavorable histology and TP53 codon 72 polymorphism in Wilms tumors. Pediatr Dev Pathol 2012; 15:286-92. [PMID: 22483234 DOI: 10.2350/12-01-1151-oa.1] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Reprogramming of energy metabolism, such as increased glycolysis, is a hallmark of cancer cells. One mechanism by which cancer cells fuel glycolysis is through increased uptake of glucose across cell membranes via the glucose transporter GLUT1. One of the transcriptional repressors of GLUT1 is wild-type TP53, and cancer-associated loss of function mutations within the DNA-binding domain of TP53 impairs the repressive effect of TP53 on transcriptional activity of the GLUT1 gene promoter. Because TP53 mutations are associated with unfavorable histology (diffuse anaplasia) in Wilms tumors, we hypothesized increased expression of GLUT1 in these tumors. To evaluate this hypothesis, we performed tissue microarray-based immunohistochemistry for GLUT1 in a set of 50 Wilms tumors, including 5 with unfavorable histology. In a subset of 16 favorable histology Wilms tumors, we compared the GLUT1 immunoexpression with TP53 codon 72 polymorphism status. We found consistently stronger immunoexpression of GLUT1 in unfavorable histology Wilms tumors compared to favorable histology Wilms tumors (P = 0.04). We noted that the favorable histology Wilms tumors with a proline residue at position 72 of TP53 tended to have higher immunoexpression of GLUT1, although this immunoexpression did not reach statistical significance in this small set of cases. In summary, our finding of strong GLUT1 immunoexpression in unfavorable histology Wilms tumors indicates that these tumors are likely to be 2-deoxy-2-((18)F)fluoro-d-glucose avid and that GLUT1 should be evaluated as a therapeutic target for these tumors that otherwise show resistance to conventional therapy.
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Affiliation(s)
- Dinesh Rakheja
- Department of Pathology, Children's Medical Center, Dallas, TX, USA.
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Kim JA, Kim SJ, Do IG, Jin J, Nam DH, Ko YH, Kim K, Kim WS. Hypoxia-associated protein expression in primary central nervous system diffuse large B-cell lymphoma: does it predict prognosis? Leuk Lymphoma 2011; 52:205-13. [PMID: 21281236 DOI: 10.3109/10428194.2010.542261] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Hypoxia-associated proteins are commonly expressed as a consequence of disturbances in microcirculation. However, the clinical relevance of the proteins has never been studied in primary central nervous system lymphoma (PCNSL). The expression of hypoxia-inducible factor 1α (HIF-1α) and its downstream proteins, vascular endothelial growth factor (VEGF) and glucose transporter 1 (GLUT-1), were evaluated in a central nervous system (CNS) lymphoma xenograft model and in human PCNSL tissue. In the CNS lymphoma xenograft model, the expression of HIF-1α, VEGF, and GLUT-1 co-localized in subsets of lymphoma cells adjacent to necrosis. In tumor specimens from 51 patients with PCNSL, positive HIF-1α staining was found in 26 patients (51.0%), positive VEGF in 30 (58.8%), and positive GLUT-1 in 17 (33.3%), and HIF-1α showed a significant correlation with VEGF (p < 0.05). However, no significant association was seen between hypoxia-associated protein positivity and unfavorable clinical characteristics. Thus, the results failed to show an association with shorter overall survival or time to progression, except that the percentage of lymphoma cells positive for GLUT-1 (>20%) was significantly associated with worse survival. In conclusion, hypoxia-associated proteins were expressed in PCNSL, suggesting a hypoxic microenvironment. However, the prognostic relevance of these proteins for PCNSL was not demonstrated in this study.
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Affiliation(s)
- Jung A Kim
- Division of Hematology-Oncology, Department of Medicine, Seoul Paik Hospital, Inje University School of Medicine, Seoul, Korea
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Luo XM, Zhou SH, Fan J. Glucose transporter-1 as a new therapeutic target in laryngeal carcinoma. J Int Med Res 2011; 38:1885-92. [PMID: 21226991 DOI: 10.1177/147323001003800601] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Treatment options for laryngeal carcinoma, one of the most common head and neck malignancies, consist of radiotherapy, surgery, chemotherapy or a combination thereof. The functional treatment of laryngeal carcinoma poses a considerable challenge because of its resistance to chemotherapy and radiotherapy, and its tendency for local recurrence. Finding ways to inhibit the energy supply of malignant tumours is becoming an increasingly attractive proposition. Glucose transporter-1 (Glut-1; encoded by the SLC2A1 gene in humans) is the main transporter of glucose in solid carcinomas and has become a focus of cancer research. Recently, it was shown that the increased expression of SLC2A1 in head and neck carcinomas is correlated with lymph node metastasis, poor survival and clinical stage, and revealed that the suppression of SLC2A1 expression by antisense oligodeoxynucleotides decreased glucose uptake and inhibited the proliferation of Hep-2 cells. Thus, the authors propose the suppression of SLC2A1 expression as a new therapeutic target for laryngeal carcinoma.
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Affiliation(s)
- X-M Luo
- Department of Otolaryngology, First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
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Derenzini E, Younes A. Predicting treatment outcome in classical Hodgkin lymphoma: genomic advances. Genome Med 2011; 3:26. [PMID: 21542892 PMCID: PMC3129642 DOI: 10.1186/gm240] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Classical Hodgkin lymphoma is considered a highly curable disease; however, 20% of patients cannot be cured with standard first-line chemotherapy and have a dismal outcome. Current clinical parameters do not allow accurate risk stratification, and personalized therapies are lacking. In fact, Hodgkin lymphoma (HL) is often over- or undertreated because of this lack of accurate risk stratification. In recent years, the early detection of chemoresistance by fluorodeoxyglucose positron emission tomography has become the most important prognostic tool in the management of HL. However, to date, no prognostic scores or molecular markers are available for the early identification of patients at very high risk of failure of induction therapy. In the last decade, many important advances have been made in understanding the biology of HL. In particular, the development of new molecular profiling technologies, such as SNP arrays, comparative genomic hybridization, and gene-expression profiling, have allowed the identification of new prognostic factors that may be useful for risk stratification and predicting response to chemotherapy. In this review, we focus on the prognostic tools and biomarkers that are available for newly diagnosed HL, and we highlight recent advances in the genomic characterization of classical HL and potential targets for therapy.
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Affiliation(s)
- Enrico Derenzini
- Institute of Haematology and Medical Oncology L & A Seràgnoli, University of Bologna, Bologna, 40138 Italy
| | - Anas Younes
- Department of Lymphoma and Myeloma, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, TX 77030, Texas, USA
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Aldinucci D, Gloghini A, Pinto A, De Filippi R, Carbone A. The classical Hodgkin's lymphoma microenvironment and its role in promoting tumour growth and immune escape. J Pathol 2010; 221:248-63. [DOI: 10.1002/path.2711] [Citation(s) in RCA: 196] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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