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Singh AK, Lewis CD, Boas CAWV, Diebolder P, Jethva PN, Rhee A, Song JH, Goo YA, Li S, Nickels ML, Liu Y, Rogers BE, Kapoor V, Hallahan DE. Development of a [89Zr]Zr-labeled Human Antibody using a Novel Phage-displayed Human scFv Library. Clin Cancer Res 2024; 30:1293-1306. [PMID: 38277241 PMCID: PMC10984770 DOI: 10.1158/1078-0432.ccr-23-3647] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Revised: 01/23/2024] [Accepted: 01/24/2024] [Indexed: 01/28/2024]
Abstract
PURPOSE Tax-interacting protein 1 (TIP1) is a cancer-specific radiation-inducible cell surface antigen that plays a role in cancer progression and resistance to therapy. This study aimed to develop a novel anti-TIP1 human antibody for noninvasive PET imaging in patients with cancer. EXPERIMENTAL DESIGN A phage-displayed single-chain variable fragment (scFv) library was created from healthy donors' blood. High-affinity anti-TIP1 scFvs were selected from the library and engineered to human IgG1. Purified Abs were characterized by size exclusion chromatography high-performance liquid chromatography (SEC-HPLC), native mass spectrometry (native MS), ELISA, BIAcore, and flow cytometry. The labeling of positron emitter [89Zr]Zr to the lead Ab, L111, was optimized using deferoxamine (DFO) chelator. The stability of [89Zr]Zr-DFO-L111 was assessed in human serum. Small animal PET studies were performed in lung cancer tumor models (A549 and H460). RESULTS We obtained 95% pure L111 by SEC-HPLC. Native MS confirmed the intact mass and glycosylation pattern of L111. Conjugation of three molar equivalents of DFO led to the optimal DFO-to-L111 ratio of 1.05. Radiochemical purity of 99.9% and specific activity of 0.37 MBq/μg was obtained for [89Zr]Zr-DFO-L111. [89Zr]Zr-DFO-L111 was stable in human serum over 7 days. The immunoreactive fraction in cell surface binding studies was 96%. In PET, preinjection with 4 mg/kg cold L111 before [89Zr]Zr-DFO-L111 (7.4 MBq; 20 μg) significantly (P < 0.01) enhanced the tumor-to-muscle standard uptake values (SUVmax) ratios on day 5 compared with day 2 postinjection. CONCLUSIONS L111 Ab targets lung cancer cells in vitro and in vivo. [89Zr]Zr-DFO-L111 is a human antibody that will be evaluated in the first in-human study of safety and PET imaging.
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Affiliation(s)
- Abhay K. Singh
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
| | - Calvin D. Lewis
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
| | - Cristian AWV Boas
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
| | - Philipp Diebolder
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
| | - Prashant N. Jethva
- Department of Chemistry, Washington University in St. Louis, Saint Louis, MO, USA
| | - Aaron Rhee
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
| | - Jong Hee Song
- Mass Spectrometry Technology Access Center at the McDonnell Genome Institute (MTAC@MGI), Washington University in St. Louis, Saint Louis, MO, USA
| | - Young Ah Goo
- Mass Spectrometry Technology Access Center at the McDonnell Genome Institute (MTAC@MGI), Washington University in St. Louis, Saint Louis, MO, USA
| | - Shunqian Li
- Department of Medicine, Washington University in St. Louis, Saint Louis, MO, USA
| | - Michael L. Nickels
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, Saint Louis, MO, USA
- Cyclotron Facility, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Yongjian Liu
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, Saint Louis, MO, USA
| | - Buck E. Rogers
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
- Siteman Cancer Center, St. Louis, MO, USA
| | - Vaishali Kapoor
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
- Siteman Cancer Center, St. Louis, MO, USA
| | - Dennis E. Hallahan
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
- Siteman Cancer Center, St. Louis, MO, USA
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Zhang S, Shang J, Ye W, Zhao T, Xu H, Zeng H, Wang L. Recent developments on the application of molecular probes in multiple myeloma: Beyond [18F]FDG. Front Bioeng Biotechnol 2022; 10:920882. [PMID: 36091426 PMCID: PMC9459033 DOI: 10.3389/fbioe.2022.920882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2022] [Accepted: 07/29/2022] [Indexed: 11/13/2022] Open
Abstract
Multiple myeloma (MM) is a neoplastic plasma cell proliferative disorder characterized by various osteolytic bone destruction as a radiological morphological marker. Functional imaging, particularly nuclear medicine imaging, is a promising method to visualize disease processes before the appearance of structural changes by targeting specific biomarkers related to metabolism ability, tumor microenvironment as well as neoplastic receptors. In addition, by targeting particular antigens with therapeutic antibodies, immuno-PET imaging can support the development of personalized theranostics. At present, various imaging agents have been prepared and evaluated in MM at preclinical and clinical levels. A summary overview of molecular functional imaging in MM is provided, and commonly used radiotracers are characterized.
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Affiliation(s)
- Shaojuan Zhang
- Center of Cyclotron and PET Radiopharmaceuticals, Department of Nuclear Medicine and PET/CT-MRI Center, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Jingjie Shang
- Center of Cyclotron and PET Radiopharmaceuticals, Department of Nuclear Medicine and PET/CT-MRI Center, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Weijian Ye
- Center of Cyclotron and PET Radiopharmaceuticals, Department of Nuclear Medicine and PET/CT-MRI Center, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Tianming Zhao
- Department of Hematology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Hao Xu
- Center of Cyclotron and PET Radiopharmaceuticals, Department of Nuclear Medicine and PET/CT-MRI Center, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Hui Zeng
- Department of Hematology, The First Affiliated Hospital of Jinan University, Guangzhou, China
- *Correspondence: Hui Zeng, ; Lu Wang,
| | - Lu Wang
- Center of Cyclotron and PET Radiopharmaceuticals, Department of Nuclear Medicine and PET/CT-MRI Center, The First Affiliated Hospital of Jinan University, Guangzhou, China
- *Correspondence: Hui Zeng, ; Lu Wang,
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Holstein SA, Asimakopoulos F, Azab AK, Bianchi G, Bhutani M, Crews LA, Cupedo T, Giles H, Gooding S, Hillengass J, John L, Kaiser S, Lee L, Maclachlan K, Pasquini MC, Pichiorri F, Shah N, Shokeen M, Shy BR, Smith EL, Verona R, Usmani SZ, McCarthy PL. Proceedings from the Blood and Marrow Transplant Clinical Trials Network Myeloma Intergroup Workshop on Immune and Cellular Therapy in Multiple Myeloma. Transplant Cell Ther 2022; 28:446-454. [PMID: 35605882 PMCID: PMC9357156 DOI: 10.1016/j.jtct.2022.05.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 05/12/2022] [Accepted: 05/13/2022] [Indexed: 11/30/2022]
Abstract
The Blood and Marrow Transplant Clinical Trials Network (BMT CTN) Myeloma Intergroup conducted a workshop on Immune and Cellular Therapy in Multiple Myeloma on January 7, 2022. This workshop included presentations by basic, translational, and clinical researchers with expertise in plasma cell dyscrasias. Four main topics were discussed: platforms for myeloma disease evaluation, insights into pathophysiology, therapeutic target and resistance mechanisms, and cellular therapy for multiple myeloma. Here we provide a comprehensive summary of these workshop presentations.
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Affiliation(s)
| | - Fotis Asimakopoulos
- Moores Cancer Center, University of California San Diego, La Jolla, California
| | | | - Giada Bianchi
- Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | | | - Leslie A Crews
- Moores Cancer Center, University of California San Diego, La Jolla, California
| | - Tom Cupedo
- ErasmusMC Cancer Institute Rotterdam, Rotterdam, The Netherlands
| | - Hannah Giles
- University Hospitals Birmingham NHS Foundation Trust, Birmingham, United Kingdom
| | - Sarah Gooding
- MRC Molecular Hematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, United Kingdom
| | | | - Lukas John
- University Hospital Heidelberg, Heidelberg, Germany
| | | | - Lydia Lee
- University College London, London, United Kingdom
| | | | | | - Flavia Pichiorri
- Judy and Bernard Briskin Center for Multiple Myeloma Research, Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, California; Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, California
| | - Nina Shah
- University of California San Francisco, San Francisco, California
| | - Monica Shokeen
- Washington University School of Medicine, St. Louis, Missouri
| | - Brian R Shy
- University of California San Francisco, San Francisco, California
| | - Eric L Smith
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Raluca Verona
- Janssen Research & Development, Spring House, Pennsylvania
| | - Saad Z Usmani
- Memorial Sloan Kettering Cancer Center, New York, New York
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O'Neal J, Ritchey JK, Cooper ML, Niswonger J, Sofía González L, Street E, Rettig MP, Gladney SW, Gehrs L, Abboud R, Prior JL, Haas GJ, Jayasinghe RG, Ding L, Ghobadi A, Vij R, DiPersio JF. CS1 CAR-T targeting the distal domain of CS1 (SLAMF7) shows efficacy in high tumor burden myeloma model despite fratricide of CD8+CS1 expressing CAR-T cells. Leukemia 2022; 36:1625-1634. [PMID: 35422095 PMCID: PMC9162922 DOI: 10.1038/s41375-022-01559-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Revised: 03/11/2022] [Accepted: 03/24/2022] [Indexed: 11/09/2022]
Abstract
Despite improvement in treatment options for myeloma patients, including targeted immunotherapies, multiple myeloma remains a mostly incurable malignancy. High CS1 (SLAMF7) expression on myeloma cells and limited expression on normal cells makes it a promising target for CAR-T therapy. The CS1 protein has two extracellular domains - the distal Variable (V) domain and the proximal Constant 2 (C2) domain. We generated and tested CS1-CAR-T targeting the V domain of CS1 (Luc90-CS1-CAR-T) and demonstrated anti-myeloma killing in vitro and in vivo using two mouse models. Since fratricide of CD8 + cells occurred during production, we generated fratricide resistant CS1 deficient Luc90- CS1- CAR-T (ΔCS1-Luc90- CS1- CAR-T). This led to protection of CD8 + cells in the CAR-T cultures, but had no impact on efficacy. Our data demonstrate targeting the distal V domain of CS1 could be an effective CAR-T treatment for myeloma patients and deletion of CS1 in clinical production did not provide an added benefit using in vivo immunodeficient NSG preclinical models.
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Affiliation(s)
- Julie O'Neal
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA.
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA.
| | - Julie K Ritchey
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
| | - Matthew L Cooper
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
| | - Jessica Niswonger
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
| | - L Sofía González
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
| | - Emily Street
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
| | - Michael P Rettig
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
| | - Susan W Gladney
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
| | - Leah Gehrs
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
| | - Ramzi Abboud
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
| | - Julie L Prior
- Department of Radiology, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
| | - Gabriel J Haas
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
| | - Reyka G Jayasinghe
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
| | - Li Ding
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
- Department of Genetics, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
| | - Armin Ghobadi
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
| | - Ravi Vij
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
| | - John F DiPersio
- Department of Medicine, Washington University in Saint Louis, Saint Louis, MO, 63110, USA.
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA.
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Cho SF, Xing L, Anderson KC, Tai YT. Promising Antigens for the New Frontier of Targeted Immunotherapy in Multiple Myeloma. Cancers (Basel) 2021; 13:cancers13236136. [PMID: 34885245 PMCID: PMC8657018 DOI: 10.3390/cancers13236136] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 11/29/2021] [Accepted: 12/03/2021] [Indexed: 11/16/2022] Open
Abstract
Simple Summary Defining the specificity and biological sequalae induced by receptors differentiated expressed in multiple myeloma cells are critical for the development of effective immunotherapies based on monoclonal antibodies. Ongoing studies continue to discover new antigens with superior tumor selectivity and defined function in regulating the pathophysiology of myeloma cells directly or indirectly in the immunosuppressive bone marrow microenvironment. Meanwhile, it is urgent to identify mechanisms of immune resistance and design more potent immunotherapies, alone and/or with best combination partners to further prolong anti-MM immunity. Abstract The incorporation of novel agents in recent treatments in multiple myeloma (MM) has improved the clinical outcome of patients. Specifically, the approval of monoclonal antibody (MoAb) against CD38 (daratumumab) and SLAMF7 (elotuzumab) in relapsed and refractory MM (RRMM) represents an important milestone in the development of targeted immunotherapy in MM. These MoAb-based agents significantly induce cytotoxicity of MM cells via multiple effector-dependent mechanisms and can further induce immunomodulation to repair a dysfunctional tumor immune microenvironment. Recently, targeting B cell maturation antigen (BCMA), an even MM-specific antigen, has shown high therapeutic activities by chimeric antigen receptor T cells (CAR T), antibody-drug conjugate (ADC), bispecific T-cell engager (BiTE), as well as bispecific antibody (BiAb), with some already approved for heavily pretreated RRMM patients. New antigens, such as orphan G protein-coupled receptor class C group 5 member D (GPRC5D) and FcRH5, were identified and rapidly moved to ongoing clinical studies. We here summarized the pathobiological function of key MM antigens and the status of the corresponding immunotherapies. The potential challenges and emerging treatment strategies are also discussed.
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Affiliation(s)
- Shih-Feng Cho
- Jerome Lipper Multiple Myeloma Center, Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, 450 Brookline Avenue, Boston, MA 02215, USA; (S.-F.C.); (K.C.A.)
- Division of Hematology & Oncology, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung 807, Taiwan
- Faculty of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan
- Center for Cancer Research, Kaohsiung Medical University, Kaohsiung 807, Taiwan
| | - Lijie Xing
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan 250021, China;
| | - Kenneth C. Anderson
- Jerome Lipper Multiple Myeloma Center, Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, 450 Brookline Avenue, Boston, MA 02215, USA; (S.-F.C.); (K.C.A.)
| | - Yu-Tzu Tai
- Jerome Lipper Multiple Myeloma Center, Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, 450 Brookline Avenue, Boston, MA 02215, USA; (S.-F.C.); (K.C.A.)
- Correspondence: ; Tel.: +1-617-632-3875; Fax: +1-617-632-2140
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Dun Y, Huang G, Liu J, Wei W. ImmunoPET imaging of hematological malignancies: From preclinical promise to clinical reality. Drug Discov Today 2021; 27:1196-1203. [PMID: 34838729 DOI: 10.1016/j.drudis.2021.11.019] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2021] [Revised: 10/22/2021] [Accepted: 11/18/2021] [Indexed: 12/23/2022]
Abstract
Immuno-positron emission tomography (immunoPET) imaging is a paradigm-shifting imaging technique for whole-body and all-lesion tumor detection, based on the combined specificity of tumor-targeting vectors [e.g., monoclonal antibodies (mAbs), nanobodies, and bispecific antibodies] and the sensitivity of PET imaging. By noninvasively, comprehensively, and serially revealing heterogeneous tumor antigen expression, immunoPET imaging is gradually improving the theranostic prospects for hematological malignancies. In this review, we summarize the available literature regarding immunoPET in imaging hematological malignancies. We also highlight the pros and cons of current conjugation strategies, and modular chemistry that can be leveraged to develop novel immunoPET probes for hematological malignancies. Lastly, we discuss the use of immunoPET imaging in guiding antibody drug development.
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Affiliation(s)
- Yiting Dun
- Department of Nuclear Medicine, Institute of Clinical Nuclear Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai 200217, China
| | - Gang Huang
- Department of Nuclear Medicine, Institute of Clinical Nuclear Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai 200217, China; Shanghai Key Laboratory of Molecular Imaging, Shanghai University of Medicine and Health Sciences, Shanghai 201318, China
| | - Jianjun Liu
- Department of Nuclear Medicine, Institute of Clinical Nuclear Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai 200217, China.
| | - Weijun Wei
- Department of Nuclear Medicine, Institute of Clinical Nuclear Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai 200217, China.
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7
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Ghai A, Fettig N, Fontana F, DiPersio J, Rettig M, Neal JO, Achilefu S, Shoghi KI, Shokeen M. In vivo quantitative assessment of therapeutic response to bortezomib therapy in disseminated animal models of multiple myeloma with [ 18F]FDG and [ 64Cu]Cu-LLP2A PET. EJNMMI Res 2021; 11:97. [PMID: 34586539 PMCID: PMC8481408 DOI: 10.1186/s13550-021-00840-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Accepted: 09/13/2021] [Indexed: 02/06/2023] Open
Abstract
Background Multiple myeloma (MM) is a disease of cancerous plasma cells in the bone marrow. Imaging-based timely determination of therapeutic response is critical for improving outcomes in MM patients. Very late antigen-4 (VLA4, CD49d/CD29) is overexpressed in MM cells. Here, we evaluated [18F]FDG and VLA4 targeted [64Cu]Cu-LLP2A for quantitative PET imaging in disseminated MM models of variable VLA4 expression, following bortezomib therapy. Methods In vitro and ex vivo VLA4 expression was evaluated by flow cytometry. Human MM cells, MM.1S-CG and U266-CG (C: luciferase and G: green fluorescent protein), were injected intravenously in NOD-SCID gamma mice. Tumor progression was monitored by bioluminescence imaging (BLI). Treatment group received bortezomib (1 mg/kg, twice/week) intraperitoneally. All cohorts (treated, untreated and no tumor) were longitudinally imaged with [18F]FDG (7.4–8.0 MBq) and [64Cu]Cu-LLP2A (2–3 MBq; Molar Activity: 44.14 ± 1.40 MBq/nmol) PET, respectively. Results Flow cytometry confirmed high expression of CD49d in U266 cells (> 99%) and moderate expression in MM.1S cells (~ 52%). BLI showed decrease in total body flux in treated mice. In MM.1S-CG untreated versus treated mice, [64Cu]Cu-LLP2A localized with a significantly higher SUVmean in spine (0.58 versus 0.31, p < 0.01) and femur (0.72 versus 0.39, p < 0.05) at week 4 post-tumor inoculation. There was a four-fold higher uptake of [64Cu]Cu-LLP2A (SUVmean) in untreated U266-CG mice compared to treated mice at 3 weeks post-treatment. Compared to [64Cu]Cu-LLP2A, [18F]FDG PET detected treatment-related changes at later time points. Conclusion [64Cu]Cu-LLP2A is a promising tracer for timely in vivo assessment of therapeutic response in disseminated models of MM. Supplementary Information The online version contains supplementary material available at 10.1186/s13550-021-00840-4.
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Affiliation(s)
- Anchal Ghai
- Department of Radiology, Mallinckrodt Institute of Radiology, Washington University School of Medicine, 4515 McKinley Avenue, 2nd floor, St. Louis, MO, 63110, USA
| | - Nikki Fettig
- Department of Radiology, Mallinckrodt Institute of Radiology, Washington University School of Medicine, 4515 McKinley Avenue, 2nd floor, St. Louis, MO, 63110, USA
| | - Francesca Fontana
- Department of Internal Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - John DiPersio
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Mike Rettig
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Julie O Neal
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Samuel Achilefu
- Department of Radiology, Mallinckrodt Institute of Radiology, Washington University School of Medicine, 4515 McKinley Avenue, 2nd floor, St. Louis, MO, 63110, USA.,Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, USA.,Department of Biochemistry and Molecular Biophysics, Washington University School of Medicine, St. Louis, MO, USA
| | - Kooresh I Shoghi
- Department of Radiology, Mallinckrodt Institute of Radiology, Washington University School of Medicine, 4515 McKinley Avenue, 2nd floor, St. Louis, MO, 63110, USA
| | - Monica Shokeen
- Department of Radiology, Mallinckrodt Institute of Radiology, Washington University School of Medicine, 4515 McKinley Avenue, 2nd floor, St. Louis, MO, 63110, USA. .,Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, USA.
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