1
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Smith EA, Belote RL, Cruz NM, Moustafa TE, Becker CA, Jiang A, Alizada S, Prokofyeva A, Chan TY, Seasor TA, Balatico M, Cortes-Sanchez E, Lum DH, Hyngstrom JR, Zeng H, Deacon DC, Grossmann AH, White RM, Zangle TA, Judson-Torres RL. Receptor tyrosine kinase inhibition leads to regression of acral melanoma by targeting the tumor microenvironment. J Exp Clin Cancer Res 2024; 43:317. [PMID: 39627834 PMCID: PMC11613472 DOI: 10.1186/s13046-024-03234-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2024] [Accepted: 11/13/2024] [Indexed: 12/08/2024] Open
Abstract
BACKGROUND Acral melanoma (AM) is an aggressive melanoma variant that arises from palmar, plantar, and nail unit melanocytes. Compared to non-acral cutaneous melanoma (CM), AM is biologically distinct, has an equal incidence across genetic ancestries, typically presents in advanced stage disease, is less responsive to therapy, and has an overall worse prognosis. METHODS An independent analysis of published sequencing data was performed to evaluate the frequency of receptor tyrosine kinase (RTK) ligands and adapter protein gene variants and expression. To target these genetic variants, a zebrafish acral melanoma model and preclinical patient-derived xenograft (PDX) mouse models were treated with a panel of RTK inhibitors. Residual PDX tumors were evaluated for changes in proliferation, vasculature, necrosis, and ferroptosis by histology and immunohistochemistry. RESULTS RTK ligands and adapter proteins are frequently amplified, translocated, and/or overexpressed in AM. Dual FGFR/VEGFR inhibitors decrease acral-analogous melanocyte proliferation and migration in zebrafish, and the potent pan-FGFR/VEGFR inhibitor, Lenvatinib, uniformly induces tumor regression in AM PDX tumors but only slows tumor growth in CM models. Unlike other multi-RTK inhibitors, Lenvatinib is not directly cytotoxic to dissociated AM PDX tumor cells and instead disrupts tumor architecture and vascular networks. CONCLUSION Considering the great difficulty in establishing AM cell culture lines, these findings suggest that AM may be more sensitive to microenvironment perturbations than CM. In conclusion, dual FGFR/VEGFR inhibition may be a viable therapeutic strategy that targets the unique biology of AM.
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Affiliation(s)
- Eric A Smith
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Rachel L Belote
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
- Department of Molecular Genetics, The Ohio State University, Columbus, OH, USA
| | - Nelly M Cruz
- Department of Cancer Biology and Genetics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Tarek E Moustafa
- Department of Chemical Engineering, University of Utah, Salt Lake City, UT, USA
| | - Carly A Becker
- Department of Dermatology, University of Utah, Salt Lake City, UT, USA
| | - Amanda Jiang
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Shukran Alizada
- Department of Chemical Engineering, University of Utah, Salt Lake City, UT, USA
| | | | - Tsz Yin Chan
- Preclinical Research Resource, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Tori A Seasor
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Michael Balatico
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Emilio Cortes-Sanchez
- Immuno Oncology Network Core, The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
- Department of Surgery, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - David H Lum
- Preclinical Research Resource, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - John R Hyngstrom
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
- Department of Surgery, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Hanlin Zeng
- Department of Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Institute of Precision Medicine, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Dekker C Deacon
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
- Department of Dermatology, University of Utah, Salt Lake City, UT, USA
| | - Allie H Grossmann
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Richard M White
- Department of Cancer Biology and Genetics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Nuffield Department of Medicine, Ludwig Cancer Research, University of Oxford, Oxford, UK
| | - Thomas A Zangle
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
- Department of Chemical Engineering, University of Utah, Salt Lake City, UT, USA
| | - Robert L Judson-Torres
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.
- Department of Dermatology, University of Utah, Salt Lake City, UT, USA.
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.
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2
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Karlsson JW, Sah VR, Olofsson Bagge R, Kuznetsova I, Iqba M, Alsen S, Stenqvist S, Saxena A, Ny L, Nilsson LM, Nilsson JA. Patient-derived xenografts and single-cell sequencing identifies three subtypes of tumor-reactive lymphocytes in uveal melanoma metastases. eLife 2024; 12:RP91705. [PMID: 39312285 PMCID: PMC11419671 DOI: 10.7554/elife.91705] [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] [Indexed: 09/25/2024] Open
Abstract
Uveal melanoma (UM) is a rare melanoma originating in the eye's uvea, with 50% of patients experiencing metastasis predominantly in the liver. In contrast to cutaneous melanoma, there is only a limited effectiveness of combined immune checkpoint therapies, and half of patients with uveal melanoma metastases succumb to disease within 2 years. This study aimed to provide a path toward enhancing immunotherapy efficacy by identifying and functionally validating tumor-reactive T cells in liver metastases of patients with UM. We employed single-cell RNA-seq of biopsies and tumor-infiltrating lymphocytes (TILs) to identify potential tumor-reactive T cells. Patient-derived xenograft (PDX) models of UM metastases were created from patients, and tumor sphere cultures were generated from these models for co-culture with autologous or MART1-specific HLA-matched allogenic TILs. Activated T cells were subjected to TCR-seq, and the TCRs were matched to those found in single-cell sequencing data from biopsies, expanded TILs, and in livers or spleens of PDX models injected with TILs. Our findings revealed that tumor-reactive T cells resided not only among activated and exhausted subsets of T cells, but also in a subset of cytotoxic effector cells. In conclusion, combining single-cell sequencing and functional analysis provides valuable insights into which T cells in UM may be useful for cell therapy amplification and marker selection.
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Affiliation(s)
- Joakim W Karlsson
- Harry Perkins Institute of Medical Research and University of Western AustraliaPerthAustralia
- Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of GothenburgGothenburgSweden
| | - Vasu R Sah
- Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of GothenburgGothenburgSweden
| | - Roger Olofsson Bagge
- Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of GothenburgGothenburgSweden
- Department of Surgery, Sahlgrenska University HospitalGothenburgSweden
- Wallenberg Centre for Molecular and Translational Medicine, University of GothenburgGothenburgSweden
| | - Irina Kuznetsova
- Harry Perkins Institute of Medical Research and University of Western AustraliaPerthAustralia
| | - Munir Iqba
- Genomics WA, Telethon Kids Institute, Harry Perkins Institute of Medical Research and University of Western AustraliaNedlandsAustralia
| | - Samuel Alsen
- Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of GothenburgGothenburgSweden
| | - Sofia Stenqvist
- Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of GothenburgGothenburgSweden
| | - Alka Saxena
- Genomics WA, Telethon Kids Institute, Harry Perkins Institute of Medical Research and University of Western AustraliaNedlandsAustralia
| | - Lars Ny
- Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of GothenburgGothenburgSweden
- Department of Oncology, Sahlgrenska University HospitalGothenburgSweden
| | - Lisa M Nilsson
- Harry Perkins Institute of Medical Research and University of Western AustraliaPerthAustralia
- Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of GothenburgGothenburgSweden
| | - Jonas A Nilsson
- Harry Perkins Institute of Medical Research and University of Western AustraliaPerthAustralia
- Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of GothenburgGothenburgSweden
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3
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Smith EA, Belote RL, Cruz NM, Moustafa TE, Becker CA, Jiang A, Alizada S, Chan TY, Seasor TA, Balatico M, Cortes-Sanchez E, Lum DH, Hyngstrom JR, Zeng H, Deacon DC, Grossmann AH, White RM, Zangle TA, Judson-Torres RL. Receptor tyrosine kinase inhibition leads to regression of acral melanoma by targeting the tumor microenvironment. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.15.599116. [PMID: 38948879 PMCID: PMC11212935 DOI: 10.1101/2024.06.15.599116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/02/2024]
Abstract
Acral melanoma (AM) is an aggressive melanoma variant that arises from palmar, plantar, and nail unit melanocytes. Compared to non-acral cutaneous melanoma (CM), AM is biologically distinct, has an equal incidence across genetic ancestries, typically presents in advanced stage disease, is less responsive to therapy, and has an overall worse prognosis. Independent analysis of published genomic and transcriptomic sequencing identified that receptor tyrosine kinase (RTK) ligands and adapter proteins are frequently amplified, translocated, and/or overexpressed in AM. To target these unique genetic changes, a zebrafish acral melanoma model was exposed to a panel of narrow and broad spectrum multi-RTK inhibitors, revealing that dual FGFR/VEGFR inhibitors decrease acral-analogous melanocyte proliferation and migration. The potent pan-FGFR/VEGFR inhibitor, Lenvatinib, uniformly induces tumor regression in AM patient-derived xenograft (PDX) tumors but only slows tumor growth in CM models. Unlike other multi-RTK inhibitors, Lenvatinib is not directly cytotoxic to dissociated AM PDX tumor cells and instead disrupts tumor architecture and vascular networks. Considering the great difficulty in establishing AM cell culture lines, these findings suggest that AM may be more sensitive to microenvironment perturbations than CM. In conclusion, dual FGFR/VEGFR inhibition may be a viable therapeutic strategy that targets the unique biology of AM.
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Affiliation(s)
- Eric A Smith
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Rachel L Belote
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
- Department of Molecular Genetics, The Ohio State University, Columbus, OH, USA
| | - Nelly M Cruz
- Department of Cancer Biology and Genetics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Tarek E Moustafa
- Department of Chemical Engineering, University of Utah, Salt Lake City, UT, USA
| | - Carly A Becker
- Department of Dermatology, University of Utah, Salt Lake City, UT, USA
| | - Amanda Jiang
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Shukran Alizada
- Department of Chemical Engineering, University of Utah, Salt Lake City, UT, USA
| | - Tsz Yin Chan
- Preclinical Research Resource, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Tori A Seasor
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Michael Balatico
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Emilio Cortes-Sanchez
- Immuno Oncology Network Core, The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
- Department of Surgery, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - David H Lum
- Preclinical Research Resource, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - John R Hyngstrom
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
- Department of Surgery, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Hanlin Zeng
- Department of Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Institute of Precision Medicine, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Dekker C Deacon
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
- Department of Dermatology, University of Utah, Salt Lake City, UT, USA
| | - Allie H Grossmann
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Richard M White
- Department of Cancer Biology and Genetics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Ludwig Cancer Research, Nuffield Department of Medicine, University of Oxford, Oxford UK
| | - Thomas A Zangle
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
- Department of Chemical Engineering, University of Utah, Salt Lake City, UT, USA
| | - Robert L Judson-Torres
- The Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
- Department of Dermatology, University of Utah, Salt Lake City, UT, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
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4
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Hasanpourghadi M, Chekaoui A, Kurian S, Kurupati R, Ambrose R, Giles-Davis W, Saha A, Xiaowei X, Ertl HC. Treatment with the PPARα agonist fenofibrate improves the efficacy of CD8 + T cell therapy for melanoma. Mol Ther Oncolytics 2023; 31:100744. [PMID: 38075243 PMCID: PMC10701456 DOI: 10.1016/j.omto.2023.100744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Accepted: 10/31/2023] [Indexed: 02/12/2024] Open
Abstract
Adoptive transfer of tumor antigen-specific CD8+ T cells can limit tumor progression but is hampered by the T cells' rapid functional impairment within the tumor microenvironment (TME). This is in part caused by metabolic stress due to lack of oxygen and glucose. Here, we report that fenofibrate treatment of human ex vivo expanded tumor-infiltrating lymphocytes (TILs) improves their ability to limit melanoma progression in a patient-derived xenograft (PDX) mouse model. TILs treated with fenofibrate, a peroxisome proliferator receptor alpha (PPARα) agonist, switch from glycolysis to fatty acid oxidation (FAO) and increase the ability to slow the progression of autologous melanomas in mice with freshly transplanted human tumor fragments or injected with tumor cell lines established from the patients' melanomas and ex vivo expanded TILs.
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Affiliation(s)
| | | | | | - Raj Kurupati
- The Wistar Institute, Philadelphia, PA 19104, USA
- The Janssen Pharmaceutical Companies of Johnson & Johnson, New Brunswick, NJ, USA
| | | | | | - Amara Saha
- The Wistar Institute, Philadelphia, PA 19104, USA
| | - Xu Xiaowei
- Pathology and Laboratory Medicine, Hospital of the University of Pennsylvania, Philadelphia, PA, USA
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5
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Zeng M, Ruan Z, Tang J, Liu M, Hu C, Fan P, Dai X. Generation, evolution, interfering factors, applications, and challenges of patient-derived xenograft models in immunodeficient mice. Cancer Cell Int 2023; 23:120. [PMID: 37344821 DOI: 10.1186/s12935-023-02953-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Accepted: 05/24/2023] [Indexed: 06/23/2023] Open
Abstract
Establishing appropriate preclinical models is essential for cancer research. Evidence suggests that cancer is a highly heterogeneous disease. This follows the growing use of cancer models in cancer research to avoid these differences between xenograft tumor models and patient tumors. In recent years, a patient-derived xenograft (PDX) tumor model has been actively generated and applied, which preserves both cell-cell interactions and the microenvironment of tumors by directly transplanting cancer tissue from tumors into immunodeficient mice. In addition to this, the advent of alternative hosts, such as zebrafish hosts, or in vitro models (organoids and microfluidics), has also facilitated the advancement of cancer research. However, they still have a long way to go before they become reliable models. The development of immunodeficient mice has enabled PDX to become more mature and radiate new vitality. As one of the most reliable and standard preclinical models, the PDX model in immunodeficient mice (PDX-IM) exerts important effects in drug screening, biomarker development, personalized medicine, co-clinical trials, and immunotherapy. Here, we focus on the development procedures and application of PDX-IM in detail, summarize the implications that the evolution of immunodeficient mice has brought to PDX-IM, and cover the key issues in developing PDX-IM in preclinical studies.
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Affiliation(s)
- Mingtang Zeng
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Zijing Ruan
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Jiaxi Tang
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Maozhu Liu
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Chengji Hu
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Ping Fan
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, 610041, China.
| | - Xinhua Dai
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, China.
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6
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Hebert JD, Neal JW, Winslow MM. Dissecting metastasis using preclinical models and methods. Nat Rev Cancer 2023; 23:391-407. [PMID: 37138029 DOI: 10.1038/s41568-023-00568-4] [Citation(s) in RCA: 28] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/27/2023] [Indexed: 05/05/2023]
Abstract
Metastasis has long been understood to lead to the overwhelming majority of cancer-related deaths. However, our understanding of the metastatic process, and thus our ability to prevent or eliminate metastases, remains frustratingly limited. This is largely due to the complexity of metastasis, which is a multistep process that likely differs across cancer types and is greatly influenced by many aspects of the in vivo microenvironment. In this Review, we discuss the key variables to consider when designing assays to study metastasis: which source of metastatic cancer cells to use and where to introduce them into mice to address different questions of metastasis biology. We also examine methods that are being used to interrogate specific steps of the metastatic cascade in mouse models, as well as emerging techniques that may shed new light on previously inscrutable aspects of metastasis. Finally, we explore approaches for developing and using anti-metastatic therapies, and how mouse models can be used to test them.
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Affiliation(s)
- Jess D Hebert
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Joel W Neal
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Monte M Winslow
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA.
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA.
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7
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Piotrowska A, Zaucha R, Król O, Żmijewski MA. Vitamin D Modulates the Response of Patient-Derived Metastatic Melanoma Cells to Anticancer Drugs. Int J Mol Sci 2023; 24:ijms24098037. [PMID: 37175742 PMCID: PMC10178305 DOI: 10.3390/ijms24098037] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Revised: 04/25/2023] [Accepted: 04/27/2023] [Indexed: 05/15/2023] Open
Abstract
Melanoma is considered a lethal and treatment-resistant skin cancer with a high risk of recurrence, making it a major clinical challenge. Our earlier studies documented that 1,25(OH)2D3 and its low-calcaemic analogues potentiate the effectiveness of dacarbazine and cediranib, a pan-VEGFR inhibitor. In the current study, a set of patient-derived melanoma cultures was established and characterised as a preclinical model of human melanoma. Thus, patient-derived cells were preconditioned with 1,25(OH)2D3 and treated with cediranib or vemurafenib, a BRAF inhibitor, depending on the BRAF mutation status of the patients enrolled in the study. 1,25(OH)2D3 preconditioning exacerbated the inhibition of patient-derived melanoma cell growth and motility in comparison to monotherapy with cediranib. A significant decrease in mitochondrial respiration parameters, such as non-mitochondrial oxygen consumption, basal respiration and ATP-linked respiration, was observed. It seems that 1,25(OH)2D3 preconditioning enhanced cediranib efficacy via the modulation of mitochondrial bioenergetics. Additionally, 1,25(OH)2D3 also decreased the viability and mobility of the BRAF+ patient-derived cells treated with vemurafenib. Interestingly, regardless of the strict selection, cancer-derived fibroblasts (CAFs) became the major fraction of cultured cells over time, suggesting that melanoma growth is dependent on CAFs. In conclusion, the results of our study strongly emphasise that the active form of vitamin D, 1,25(OH)2D3, might be considered as an adjuvant agent in the treatment of malignant melanoma.
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Affiliation(s)
- Anna Piotrowska
- Department of Histology, Faculty of Medicine, Medical University of Gdańsk, 80-211 Gdańsk, Poland
| | - Renata Zaucha
- Department of Oncology and Radiotherapy, Faculty of Medicine, Medical University of Gdańsk, 80-214 Gdańsk, Poland
| | - Oliwia Król
- Department of Biochemistry, Faculty of Medicine, Medical University of Gdańsk, 80-211 Gdańsk, Poland
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8
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Forsberg EMV, Riise R, Saellström S, Karlsson J, Alsén S, Bucher V, Hemminki AE, Olofsson Bagge R, Ny L, Nilsson LM, Rönnberg H, Nilsson JA. Treatment with Anti-HER2 Chimeric Antigen Receptor Tumor-Infiltrating Lymphocytes (CAR-TILs) Is Safe and Associated with Antitumor Efficacy in Mice and Companion Dogs. Cancers (Basel) 2023; 15:cancers15030648. [PMID: 36765608 PMCID: PMC9913266 DOI: 10.3390/cancers15030648] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Revised: 01/17/2023] [Accepted: 01/18/2023] [Indexed: 01/25/2023] Open
Abstract
Patients with metastatic melanoma have a historically poor prognosis, but recent advances in treatment options, including targeted therapy and immunotherapy, have drastically improved the outcomes for some of these patients. However, not all patients respond to available treatments, and around 50% of patients with metastatic cutaneous melanoma and almost all patients with metastases of uveal melanoma die of their disease. Thus, there is a need for novel treatment strategies for patients with melanoma that do not benefit from the available therapies. Chimeric antigen receptor-expressing T (CAR-T) cells are largely unexplored in melanoma. Traditionally, CAR-T cells have been produced by transducing blood-derived T cells with a virus expressing CAR. However, tumor-infiltrating lymphocytes (TILs) can also be engineered to express CAR, and such CAR-TILs could be dual-targeting. To this end, tumor samples and autologous TILs from metastasized human uveal and cutaneous melanoma were expanded in vitro and transduced with a lentiviral vector encoding an anti-HER2 CAR construct. When infused into patient-derived xenograft (PDX) mouse models carrying autologous tumors, CAR-TILs were able to eradicate melanoma, even in the absence of antigen presentation by HLA. To advance this concept to the clinic and assess its safety in an immune-competent and human-patient-like setting, we treated four companion dogs with autologous anti-HER2 CAR-TILs. We found that these cells were tolerable and showed signs of anti-tumor activity. Taken together, CAR-TIL therapy is a promising avenue for broadening the tumor-targeting capacity of TILs in patients with checkpoint immunotherapy-resistant melanoma.
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Affiliation(s)
- Elin M. V. Forsberg
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Center for Cancer Research, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg, Sahlgrenska University Hospital, 40530 Gothenburg, Sweden
| | - Rebecca Riise
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Center for Cancer Research, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg, Sahlgrenska University Hospital, 40530 Gothenburg, Sweden
| | - Sara Saellström
- Department of Clinical Sciences, Swedish University of Agricultural Sciences, 75007 Uppsala, Sweden
| | - Joakim Karlsson
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Center for Cancer Research, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg, Sahlgrenska University Hospital, 40530 Gothenburg, Sweden
- Harry Perkins Institute of Medical Research, University of Western Australia, Perth, WA 6009, Australia
| | - Samuel Alsén
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Center for Cancer Research, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg, Sahlgrenska University Hospital, 40530 Gothenburg, Sweden
| | - Valentina Bucher
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Center for Cancer Research, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg, Sahlgrenska University Hospital, 40530 Gothenburg, Sweden
| | - Akseli E. Hemminki
- Cancer Gene Therapy Group, Translational Immunology Research Program, Faculty of Medicine, University of Helsinki, 00290 Helsinki, Finland
- Department of Oncology, Comprehensive Cancer Centre, Helsinki University Hospital, 00290 Helsinki, Finland
| | - Roger Olofsson Bagge
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Center for Cancer Research, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg, Sahlgrenska University Hospital, 40530 Gothenburg, Sweden
| | - Lars Ny
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Center for Cancer Research, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg, Sahlgrenska University Hospital, 40530 Gothenburg, Sweden
| | - Lisa M. Nilsson
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Center for Cancer Research, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg, Sahlgrenska University Hospital, 40530 Gothenburg, Sweden
- Harry Perkins Institute of Medical Research, University of Western Australia, Perth, WA 6009, Australia
| | - Henrik Rönnberg
- Department of Clinical Sciences, Swedish University of Agricultural Sciences, 75007 Uppsala, Sweden
| | - Jonas A. Nilsson
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Center for Cancer Research, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg, Sahlgrenska University Hospital, 40530 Gothenburg, Sweden
- Harry Perkins Institute of Medical Research, University of Western Australia, Perth, WA 6009, Australia
- Correspondence: or ; Tel.: +61-08-6151-0979
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9
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Nilsson LM, Vilhav C, Karlsson JW, Fagman JB, Giglio D, Engström CE, Naredi P, Nilsson JA. Genetics and Therapeutic Responses to Tumor-Infiltrating Lymphocyte Therapy of Pancreatic Cancer Patient-Derived Xenograft Models. GASTRO HEP ADVANCES 2022; 1:1037-1048. [PMID: 39131259 PMCID: PMC11307969 DOI: 10.1016/j.gastha.2022.07.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 07/11/2022] [Indexed: 08/13/2024]
Abstract
Background and Aims Pancreatic cancer is the seventh leading cause of cancer-related deaths worldwide. Checkpoint immunotherapy has not yet shown encouraging results in pancreatic cancer possibly because of a poor immunogenicity and/or an immune suppressive microenvironment. The aim of this study was to develop patient-derived xenograft (PDX) models, compare their genetics to the original biopsies, and assess if autologous tumor-infiltrating lymphocytes (TILs) would have antitumoral activity in pancreatic cancer. Methods We subcutaneously transplanted tumors from 29 patients into NOG mice to generate PDX models. We established TIL cultures and injected them into PDX mice. We analyzed histology and genetics of biopsies and PDX tumors. Results Tumor growths were confirmed in 11 of 29 transplantations. The PDX tumors histologically resembled their original biopsies, but because stromal cells in the PDX model tumors were from mouse, their gene expression differed from the original biopsies. Immune checkpoint ligands other than programmed death ligand-1 (PD-L1) were expressed in pancreatic cancers, but PD-L1 was rarely expressed. When it was expressed, it correlated with tumor take in PDX models. One of the 3 tumors that expressed PD-L1 was an adenosquamous cancer, and another had a mismatch repair deficiency. TILs were expanded from 6 tumors and were injected into NOG or human interleukin-2 transgenic-NOG mice carrying PDX tumors. Regression of tumors could be verified in human interleukin-2 transgenic-NOG mice in 3 of the 6 PDX models treated with autologous TILs, including the adenosquamous PDX model. Conclusion PDX models of pancreatic cancer can be used to learn more about tumor characteristics and biomarkers and to evaluate responses to adoptive cell therapy and combination therapies. The major benefit of the model is that modifications of T cells can be tested in an autologous humanized mouse model to gain preclinical data to support the initiation of a clinical trial.
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Affiliation(s)
- Lisa M. Nilsson
- Department of Surgery, Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
- Harry Perkins Institute of Medical Research, University of Western Australia, Perth, Australia
| | - Caroline Vilhav
- Department of Surgery, Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Joakim W. Karlsson
- Department of Surgery, Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
- Harry Perkins Institute of Medical Research, University of Western Australia, Perth, Australia
| | - Johan Bourghardt Fagman
- Department of Surgery, Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Daniel Giglio
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Cecilia E. Engström
- Department of Surgery, Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Peter Naredi
- Department of Surgery, Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Jonas A. Nilsson
- Department of Surgery, Sahlgrenska Center for Cancer Research, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
- Harry Perkins Institute of Medical Research, University of Western Australia, Perth, Australia
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10
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Roelofsen L, Kaptein P, Thommen D. Multimodal predictors for precision immunotherapy. IMMUNO-ONCOLOGY TECHNOLOGY 2022; 14:100071. [PMID: 35755892 PMCID: PMC9216437 DOI: 10.1016/j.iotech.2022.100071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Immune checkpoint blockade (ICB) unleashes immune cells to attack tumors, thereby inducing durable clinical responses in many cancer types. The number of patients responding to ICB is modest, however, and combination treatments are likely needed to overcome the multifaceted suppressive pathways active in the tumor microenvironment (TME). The development of precision immuno-oncology (IO) strategies allowing to identify the optimal treatment of each patient upfront is therefore a pivotal question in the field of cancer immunotherapy. Although single-parameter biomarkers can enrich for response to ICB, their predictive capacity is far from perfect and their clinical utility is complicated by their continuous nature and the difficulty to determine cut-offs that reliably distinguish responding patients from those without clinical benefit. The antitumor immune response that is induced or reinvigorated by immunotherapy is a complex cascade of events requiring the interplay of multiple cell types. To move towards precision IO, it is therefore essential to understand for each individual patient at which level(s) the antitumor immune response failed and how it can be therapeutically restored. Holistic approaches to profile human tumor microenvironments and treatment-induced responses may help to identify critical rate-limiting factors of antitumor immunity. These factors need to be translated into clinically applicable multimodal predictors that allow for the selection of the best IO treatment. This review discusses strategies to (i) create such holistic views of antitumor immunity, (ii) identify measurable parameters capturing the complexity of a patient's immune status, and (iii) facilitate the incorporation of precision IO research in the clinic.
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Affiliation(s)
| | | | - D.S. Thommen
- Division of Molecular Oncology & Immunology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
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11
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Abstract
Activating mutations in RAS genes are the most common genetic driver of human cancers. Yet, drugging this small GTPase has proven extremely challenging and therapeutic strategies targeting these recurrent alterations have long had limited success. To circumvent this difficulty, research has focused on the molecular dissection of the RAS pathway to gain a more-precise mechanistic understanding of its regulation, with the hope to identify new pharmacological approaches. Here, we review the current knowledge on the (dys)regulation of the RAS pathway, using melanoma as a paradigm. We first present a map of the main proteins involved in the RAS pathway, highlighting recent insights into their molecular roles and diverse mechanisms of regulation. We then overview genetic data pertaining to RAS pathway alterations in melanoma, along with insight into other cancers, that inform the biological function of members of the pathway. Finally, we describe the clinical implications of RAS pathway dysregulation in melanoma, discuss past and current approaches aimed at drugging the RAS pathway, and outline future opportunities for therapeutic development. Summary: This Review describes the molecular regulation of the RAS pathway, presents the clinical consequences of its pathological activation in human cancer, and highlights recent advances towards its therapeutic inhibition, using melanoma as an example.
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Affiliation(s)
- Amira Al Mahi
- Centre de Recherche en Cancérologie de Lyon, Centre Léon Bérard, INSERM U1052 CNRS UMR5286, Tumor Escape, Resistance and Immunity Department, 69008 Lyon, France
| | - Julien Ablain
- Centre de Recherche en Cancérologie de Lyon, Centre Léon Bérard, INSERM U1052 CNRS UMR5286, Tumor Escape, Resistance and Immunity Department, 69008 Lyon, France
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12
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Pandita A, Ekstrand M, Bjursten S, Zhao Z, Fogelstrand P, Le Gal K, Ny L, Bergo MO, Karlsson J, Nilsson JA, Akyürek LM, Levin MC, Borén J, Ewald AJ, Mostov KE, Levin M. Intussusceptive Angiogenesis in Human Metastatic Malignant Melanoma. THE AMERICAN JOURNAL OF PATHOLOGY 2021; 191:2023-2038. [PMID: 34400131 PMCID: PMC8579244 DOI: 10.1016/j.ajpath.2021.07.009] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Revised: 07/03/2021] [Accepted: 07/26/2021] [Indexed: 11/25/2022]
Abstract
Angiogenesis supplies oxygen and nutrients to growing tumors. Inhibiting angiogenesis may stop tumor growth, but vascular endothelial growth factor inhibitors have limited effect in most tumors. This limited effect may be explained by an additional, less vascular endothelial growth factor-driven form of angiogenesis known as intussusceptive angiogenesis. The importance of intussusceptive angiogenesis in human tumors is not known. Epifluorescence and confocal microscopy was used to visualize intravascular pillars, the hallmark structure of intussusceptive angiogenesis, in tumors. Human malignant melanoma metastases, patient-derived melanoma xenografts in mice (PDX), and genetically engineered v-raf murine sarcoma viral oncogene homolog B1 (BRAF)-induced, phosphatase and TENsin homolog deleted on chromosome 10 (PTEN)-deficient (BPT) mice (BrafCA/+Ptenf/fTyr-Cre+/0-mice) were analyzed for pillars. Gene expression in human melanoma metastases and PDXs was analyzed by RNA sequencing. Matrix metalloproteinase 9 (MMP9) protein expression and T-cell and macrophage infiltration in tumor sections were determined with multiplex immunostaining. Intravascular pillars were detected in human metastases but rarely in PDXs and not in BPT mice. The expression of MMP9 mRNA was higher in human metastases compared with PDXs. High expression of MMP9 protein as well as infiltration of macrophages and T-cells were detected in proximity to intravascular pillars. MMP inhibition blocked formation of pillars, but not tubes or tip cells, in vitro. In conclusion, intussusceptive angiogenesis may contribute to the growth of human melanoma metastases. MMP inhibition blocked pillar formation in vitro and should be further investigated as a potential anti-angiogenic drug target in metastatic melanoma.
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Affiliation(s)
- Ankur Pandita
- Wallenberg Laboratory for Cardiovascular Research, Department of Molecular and Clinical Medicine, University of Gothenburg, Gothenburg, Sweden; Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden; Department of Oncology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Matias Ekstrand
- Wallenberg Laboratory for Cardiovascular Research, Department of Molecular and Clinical Medicine, University of Gothenburg, Gothenburg, Sweden
| | - Sara Bjursten
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden; Department of Oncology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Zhiyuan Zhao
- Wallenberg Laboratory for Cardiovascular Research, Department of Molecular and Clinical Medicine, University of Gothenburg, Gothenburg, Sweden; Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden; Department of Oncology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Per Fogelstrand
- Wallenberg Laboratory for Cardiovascular Research, Department of Molecular and Clinical Medicine, University of Gothenburg, Gothenburg, Sweden
| | - Kristell Le Gal
- Sahlgrenska Center for Cancer Research, University of Gothenburg, Gothenburg, Sweden
| | - Lars Ny
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden; Department of Oncology, Sahlgrenska University Hospital, Gothenburg, Sweden; Sahlgrenska Center for Cancer Research, University of Gothenburg, Gothenburg, Sweden
| | - Martin O Bergo
- Department of Biosciences and Nutrition, Karolinska Institutet, Stockholm, Sweden
| | - Joakim Karlsson
- Sahlgrenska Center for Cancer Research, University of Gothenburg, Gothenburg, Sweden
| | - Jonas A Nilsson
- Sahlgrenska Center for Cancer Research, University of Gothenburg, Gothenburg, Sweden
| | - Levent M Akyürek
- Department of Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Malin C Levin
- Wallenberg Laboratory for Cardiovascular Research, Department of Molecular and Clinical Medicine, University of Gothenburg, Gothenburg, Sweden
| | - Jan Borén
- Wallenberg Laboratory for Cardiovascular Research, Department of Molecular and Clinical Medicine, University of Gothenburg, Gothenburg, Sweden
| | - Andrew J Ewald
- Department of Cell Biology, Johns Hopkins University, Baltimore, Maryland; Department of Oncology, Cancer Invasion and Metastasis Program, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland
| | - Keith E Mostov
- Departments of Anatomy and Biochemistry/Biophysics, University of California, San Francisco, California
| | - Max Levin
- Wallenberg Laboratory for Cardiovascular Research, Department of Molecular and Clinical Medicine, University of Gothenburg, Gothenburg, Sweden; Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden; Department of Oncology, Sahlgrenska University Hospital, Gothenburg, Sweden.
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13
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Patton EE, Mueller KL, Adams DJ, Anandasabapathy N, Aplin AE, Bertolotto C, Bosenberg M, Ceol CJ, Burd CE, Chi P, Herlyn M, Holmen SL, Karreth FA, Kaufman CK, Khan S, Kobold S, Leucci E, Levy C, Lombard DB, Lund AW, Marie KL, Marine JC, Marais R, McMahon M, Robles-Espinoza CD, Ronai ZA, Samuels Y, Soengas MS, Villanueva J, Weeraratna AT, White RM, Yeh I, Zhu J, Zon LI, Hurlbert MS, Merlino G. Melanoma models for the next generation of therapies. Cancer Cell 2021; 39:610-631. [PMID: 33545064 PMCID: PMC8378471 DOI: 10.1016/j.ccell.2021.01.011] [Citation(s) in RCA: 117] [Impact Index Per Article: 29.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Revised: 01/12/2021] [Accepted: 01/13/2021] [Indexed: 12/12/2022]
Abstract
There is a lack of appropriate melanoma models that can be used to evaluate the efficacy of novel therapeutic modalities. Here, we discuss the current state of the art of melanoma models including genetically engineered mouse, patient-derived xenograft, zebrafish, and ex vivo and in vitro models. We also identify five major challenges that can be addressed using such models, including metastasis and tumor dormancy, drug resistance, the melanoma immune response, and the impact of aging and environmental exposures on melanoma progression and drug resistance. Additionally, we discuss the opportunity for building models for rare subtypes of melanomas, which represent an unmet critical need. Finally, we identify key recommendations for melanoma models that may improve accuracy of preclinical testing and predict efficacy in clinical trials, to help usher in the next generation of melanoma therapies.
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Affiliation(s)
- E Elizabeth Patton
- MRC Human Genetics Unit and Cancer Research UK Edinburgh Centre, MRC Institute of Genetics & Molecular Medicine, The University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh EH4 2XU, UK.
| | - Kristen L Mueller
- Melanoma Research Alliance, 730 15th Street NW, Washington, DC 20005, USA.
| | - David J Adams
- Experimental Cancer Genetics, Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Niroshana Anandasabapathy
- Department of Dermatology, Meyer Cancer Center, Program in Immunology and Microbial Pathogenesis, Weill Cornell Medicine, New York, NY 10026, USA
| | - Andrew E Aplin
- Department of Cancer Biology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107, USA
| | - Corine Bertolotto
- Université Côte d'Azur, Nice, France; INSERM, Biology and Pathologies of Melanocytes, Team 1, Equipe Labellisée Ligue 2020, Centre Méditerranéen de Médecine Moléculaire, Nice, France
| | - Marcus Bosenberg
- Departments of Dermatology, Pathology, and Immunobiology, Yale University, New Haven, CT, USA
| | - Craig J Ceol
- Program in Molecular Medicine and Department of Molecular, Cell and Cancer Biology, University of Massachusetts Medical School, Worcester, MA, USA
| | - Christin E Burd
- Departments of Molecular Genetics, Cancer Biology, and Genetics, The Ohio State University, Biomedical Research Tower, Room 918, 460 W. 12th Avenue, Columbus, OH 43210, USA
| | - Ping Chi
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Graduate School of Medical Sciences, Cornell University, New York, NY, USA; Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Medicine, Weill Cornell Medical College, New York, NY, USA
| | | | - Sheri L Holmen
- Department of Surgery, University of Utah Health Sciences Center, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112, USA
| | - Florian A Karreth
- Department of Molecular Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Charles K Kaufman
- Washington University School of Medicine, Department of Medicine, Division of Oncology, Department of Developmental Biology, McDonnell Science Building, 4518 McKinley Avenue, St. Louis, MO 63110, USA
| | - Shaheen Khan
- Department of Pathology, UT Southwestern Medical Center, Dallas, TX, USA
| | - Sebastian Kobold
- Center of Integrated Protein Science Munich (CIPS-M) and Division of Clinical Pharmacology, Department of Medicine IV, Klinikum der Universität München, LMU, Munich, Germany; Member of the German Center for Lung Research (DZL), German Center for Translational Cancer Research (DKTK), partner site Munich, Munich, Germany
| | - Eleonora Leucci
- Laboratory for RNA Cancer Biology, Department of Oncology, LKI, KU Leuven, 3000 Leuven, Belgium; Trace, Department of Oncology, LKI, KU Leuven, 3000 Leuven, Belgium
| | - Carmit Levy
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
| | - David B Lombard
- Department of Pathology, Institute of Gerontology, and Rogel Cancer Center, University of Michigan, Ann Arbor, MI 48109, USA
| | - Amanda W Lund
- Ronald O. Perelman Department of Dermatology and Department of Pathology, NYU Grossman School of Medicine, New York, NY 10016, USA
| | - Kerrie L Marie
- Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Jean-Christophe Marine
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Laboratory for Molecular Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Richard Marais
- CRUK Manchester Institute, The University of Manchester, Alderley Park, Macclesfield SK10 4TG, UK
| | - Martin McMahon
- Department of Dermatology & Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Carla Daniela Robles-Espinoza
- Laboratorio Internacional de Investigación sobre el Genoma Humano, Universidad Nacional Autónoma de México, Campus Juriquilla, Boulevard Juriquilla 3001, Santiago de Querétaro 76230, Mexico; Wellcome Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Ze'ev A Ronai
- Cancer Center, Sanford Burnham Medical Discovery Institute, La Jolla, CA 92037, USA
| | - Yardena Samuels
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, Israel
| | - Maria S Soengas
- Spanish National Cancer Research Centre, 28029 Madrid, Spain
| | - Jessie Villanueva
- The Wistar Institute, Molecular and Cellular Oncogenesis Program, Philadelphia, PA, USA
| | - Ashani T Weeraratna
- Department of Biochemistry and Molecular Biology, Johns Hopkins Bloomberg School of Public Health, and Department of Oncology, Sidney Kimmel Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA
| | - Richard M White
- Department of Cancer Biology & Genetics and Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Iwei Yeh
- Departments of Dermatology and Pathology, University of California, San Francisco, CA, USA
| | - Jiyue Zhu
- Department of Pharmaceutical Sciences, College of Pharmacy and Pharmaceutical Sciences, Washington State University, Spokane, WA, USA
| | - Leonard I Zon
- Stem Cell Program and Division of Hematology/Oncology, Boston Children's Hospital and Dana Farber Cancer Institute, Howard Hughes Medical Institute, Harvard Medical School, Harvard Stem Cell Institute, Stem Cell and Regenerative Biology Department, Harvard University, Boston, MA, USA
| | - Marc S Hurlbert
- Melanoma Research Alliance, 730 15th Street NW, Washington, DC 20005, USA
| | - Glenn Merlino
- Center for Cancer Research, NCI, NIH, 37 Convent Drive, Bethesda, MD 20892, USA.
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14
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Palma SD, McConnell A, Verganti S, Starkey M. Review on Canine Oral Melanoma: An Undervalued Authentic Genetic Model of Human Oral Melanoma? Vet Pathol 2021; 58:881-889. [PMID: 33685309 DOI: 10.1177/0300985821996658] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Oral melanoma (OM) is a highly aggressive tumor of the oral cavity in humans and dogs. Here we review the phenotypic similarities between the disease in these 2 species as the basis for the view that canine OM is a good model for the corresponding human disease. Utility of the "canine model" has likely been hindered by a paucity of information about the extent of the molecular genetic similarities between human and canine OMs. Current knowledge of the somatic alterations that underpin human tumorigenesis and metastatic progression is relatively limited, primarily due to the rarity of the disease in humans and consequent lack of opportunity for large-scale molecular analysis. The molecular genetic comparisons between human and canine OMs that have been completed indicate some overlap between the somatic mutation profiles of canine OMs and a subset of human OMs. However, further comparative studies featuring, in particular, larger numbers of human OMs are required to provide substantive evidence that canine OMs share mechanisms of tumorigenesis with at least a subset of human OMs. Future molecular genetic investigations of both human and canine OMs should investigate how primary tumors develop a metastatic gene expression signature and the genetic and epigenetic alterations specific to metastatic sites. Such studies may identify genetic alterations and pathways specific to the metastatic disease which could be targetable by new drugs.
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Affiliation(s)
| | | | - Sara Verganti
- 170851Dick White Referrals, Station Farm, Cambridgeshire, UK
| | - Mike Starkey
- 11661Animal Health Trust, Newmarket, Suffolk, UK
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15
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Basurto‐Lozada P, Molina‐Aguilar C, Castaneda‐Garcia C, Vázquez‐Cruz ME, Garcia‐Salinas OI, Álvarez‐Cano A, Martínez‐Said H, Roldán‐Marín R, Adams DJ, Possik PA, Robles‐Espinoza CD. Acral lentiginous melanoma: Basic facts, biological characteristics and research perspectives of an understudied disease. Pigment Cell Melanoma Res 2021; 34:59-71. [PMID: 32330367 PMCID: PMC7818404 DOI: 10.1111/pcmr.12885] [Citation(s) in RCA: 86] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Revised: 04/10/2020] [Accepted: 04/19/2020] [Indexed: 12/14/2022]
Abstract
Acral lentiginous melanoma is a histological subtype of cutaneous melanoma that occurs in the glabrous skin of the palms, soles and the nail unit. Although in some countries, particularly in Latin America, Africa and Asia, it represents the most frequently diagnosed subtype of the disease, it only represents a small proportion of melanoma cases in European-descent populations, which is partially why it has not been studied to the same extent as other forms of melanoma. As a result, its unique genomic drivers remain comparatively poorly explored, as well as its causes, with current evidence supporting a UV-independent path to tumorigenesis. In this review, we discuss current knowledge of the aetiology and diagnostic criteria of acral lentiginous melanoma, as well as its epidemiological and histopathological characteristics. We also describe what is known about the genomic landscape of this disease and review the available biological models to explore potential therapeutic targets.
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Affiliation(s)
- Patricia Basurto‐Lozada
- Laboratorio Internacional de Investigación Sobre el Genoma HumanoUniversidad Nacional Autónoma de MéxicoSantiago de QuerétaroMexico
| | - Christian Molina‐Aguilar
- Laboratorio Internacional de Investigación Sobre el Genoma HumanoUniversidad Nacional Autónoma de MéxicoSantiago de QuerétaroMexico
- Tecnologico de MonterreySchool of Engineering and SciencesCentre of BioengineeringQuerétaroMexico
| | - Carolina Castaneda‐Garcia
- Laboratorio Internacional de Investigación Sobre el Genoma HumanoUniversidad Nacional Autónoma de MéxicoSantiago de QuerétaroMexico
| | - Martha Estefania Vázquez‐Cruz
- Laboratorio Internacional de Investigación Sobre el Genoma HumanoUniversidad Nacional Autónoma de MéxicoSantiago de QuerétaroMexico
| | - Omar Isaac Garcia‐Salinas
- Laboratorio Internacional de Investigación Sobre el Genoma HumanoUniversidad Nacional Autónoma de MéxicoSantiago de QuerétaroMexico
- Wellcome Sanger InstituteHinxtonCambridgeshireCB101SAUK
| | | | | | - Rodrigo Roldán‐Marín
- Dermato‐Oncology ClinicUnidad de Medicina ExperimentalFacultad de MedicinaUniversidad Nacional Autónoma de MéxicoMexico CityMexico
| | | | - Patricia A. Possik
- Program of Immunology and Tumor BiologyBrazilian National Cancer Institute (INCA)Rio de JaneiroBrazil
| | - Carla Daniela Robles‐Espinoza
- Laboratorio Internacional de Investigación Sobre el Genoma HumanoUniversidad Nacional Autónoma de MéxicoSantiago de QuerétaroMexico
- Wellcome Sanger InstituteHinxtonCambridgeshireCB101SAUK
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16
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Mateo L, Duran-Frigola M, Gris-Oliver A, Palafox M, Scaltriti M, Razavi P, Chandarlapaty S, Arribas J, Bellet M, Serra V, Aloy P. Personalized cancer therapy prioritization based on driver alteration co-occurrence patterns. Genome Med 2020; 12:78. [PMID: 32907621 PMCID: PMC7488324 DOI: 10.1186/s13073-020-00774-x] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Accepted: 08/11/2020] [Indexed: 12/19/2022] Open
Abstract
Identification of actionable genomic vulnerabilities is key to precision oncology. Utilizing a large-scale drug screening in patient-derived xenografts, we uncover driver gene alteration connections, derive driver co-occurrence (DCO) networks, and relate these to drug sensitivity. Our collection of 53 drug-response predictors attains an average balanced accuracy of 58% in a cross-validation setting, rising to 66% for a subset of high-confidence predictions. We experimentally validated 12 out of 14 predictions in mice and adapted our strategy to obtain drug-response models from patients’ progression-free survival data. Our strategy reveals links between oncogenic alterations, increasing the clinical impact of genomic profiling.
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Affiliation(s)
- Lidia Mateo
- Joint IRB-BSC-CRG Program in Computational Biology, Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Catalonia, Spain
| | - Miquel Duran-Frigola
- Joint IRB-BSC-CRG Program in Computational Biology, Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Catalonia, Spain
| | - Albert Gris-Oliver
- Experimental Therapeutics Group, Vall d'Hebron Institute of Oncology, Barcelona, Catalonia, Spain
| | - Marta Palafox
- Experimental Therapeutics Group, Vall d'Hebron Institute of Oncology, Barcelona, Catalonia, Spain
| | - Maurizio Scaltriti
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, NY, 10065, USA.,Department of Pathology, MSKCC, New York, NY, 10065, USA
| | - Pedram Razavi
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, NY, 10065, USA.,Breast Medicine Service, Department of Medicine, MSKCC and Weill-Cornell Medical College, New York, NY, 10065, USA
| | - Sarat Chandarlapaty
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, NY, 10065, USA.,Breast Medicine Service, Department of Medicine, MSKCC and Weill-Cornell Medical College, New York, NY, 10065, USA
| | - Joaquin Arribas
- Growth Factors Laboratory, Vall d'Hebron Institute of Oncology, Barcelona, Catalonia, Spain.,Department of Biochemistry and Molecular Biology, Universitat Autònoma de Barcelona, Bellaterra, Catalonia, Spain.,Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain.,CIBERONC, Barcelona, Spain
| | - Meritxell Bellet
- Breast Cancer Group, Vall d'Hebron Institute of Oncology, Barcelona, Catalonia, Spain.,Department of Medical Oncology, Hospital Vall d'Hebron, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
| | - Violeta Serra
- Experimental Therapeutics Group, Vall d'Hebron Institute of Oncology, Barcelona, Catalonia, Spain.,CIBERONC, Barcelona, Spain
| | - Patrick Aloy
- Joint IRB-BSC-CRG Program in Computational Biology, Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Catalonia, Spain. .,Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain.
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17
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Shattuck-Brandt RL, Chen SC, Murray E, Johnson CA, Crandall H, O'Neal JF, Al-Rohil RN, Nebhan CA, Bharti V, Dahlman KB, Ayers GD, Yan C, Kelley MC, Kauffmann RM, Hooks M, Grau A, Johnson DB, Vilgelm AE, Richmond A. Metastatic Melanoma Patient-Derived Xenografts Respond to MDM2 Inhibition as a Single Agent or in Combination with BRAF/MEK Inhibition. Clin Cancer Res 2020; 26:3803-3818. [PMID: 32234759 PMCID: PMC7367743 DOI: 10.1158/1078-0432.ccr-19-1895] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Revised: 02/21/2020] [Accepted: 03/27/2020] [Indexed: 12/11/2022]
Abstract
PURPOSE Over 60% of patients with melanoma respond to immune checkpoint inhibitor (ICI) therapy, but many subsequently progress on these therapies. Second-line targeted therapy is based on BRAF mutation status, but no available agents are available for NRAS, NF1, CDKN2A, PTEN, and TP53 mutations. Over 70% of melanoma tumors have activation of the MAPK pathway due to BRAF or NRAS mutations, while loss or mutation of CDKN2A occurs in approximately 40% of melanomas, resulting in unregulated MDM2-mediated ubiquitination and degradation of p53. Here, we investigated the therapeutic efficacy of over-riding MDM2-mediated degradation of p53 in melanoma with an MDM2 inhibitor that interrupts MDM2 ubiquitination of p53, treating tumor-bearing mice with the MDM2 inhibitor alone or combined with MAPK-targeted therapy. EXPERIMENTAL DESIGN To characterize the ability of the MDM2 antagonist, KRT-232, to inhibit tumor growth, we established patient-derived xenografts (PDX) from 15 patients with melanoma. Mice were treated with KRT-232 or a combination with BRAF and/or MEK inhibitors. Tumor growth, gene mutation status, as well as protein and protein-phosphoprotein changes, were analyzed. RESULTS One-hundred percent of the 15 PDX tumors exhibited significant growth inhibition either in response to KRT-232 alone or in combination with BRAF and/or MEK inhibitors. Only BRAFV600WT tumors responded to KRT-232 treatment alone while BRAFV600E/M PDXs exhibited a synergistic response to the combination of KRT-232 and BRAF/MEK inhibitors. CONCLUSIONS KRT-232 is an effective therapy for the treatment of either BRAFWT or PAN WT (BRAFWT, NRASWT) TP53WT melanomas. In combination with BRAF and/or MEK inhibitors, KRT-232 may be an effective treatment strategy for BRAFV600-mutant tumors.
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Affiliation(s)
- Rebecca L Shattuck-Brandt
- Department of Pharmacology, Vanderbilt University, Nashville, Tennessee
- Department of Veterans Affairs, Tennessee Valley Healthcare System, Nashville, Tennessee
| | - Sheau-Chiann Chen
- Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Emily Murray
- Department of Pharmacology, Vanderbilt University, Nashville, Tennessee
| | - Christopher Andrew Johnson
- Department of Pharmacology, Vanderbilt University, Nashville, Tennessee
- Department of Veterans Affairs, Tennessee Valley Healthcare System, Nashville, Tennessee
| | - Holly Crandall
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Jamye F O'Neal
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Rami Nayef Al-Rohil
- Department of Pathology, Duke University School of Medicine, Durham, North Carolina
| | - Caroline A Nebhan
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Vijaya Bharti
- Division of Surgical Oncology and Endocrine Surgery, Department of Pathology, Ohio State University, Columbus, Ohio
| | - Kimberly B Dahlman
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Gregory D Ayers
- Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Chi Yan
- Department of Pharmacology, Vanderbilt University, Nashville, Tennessee
| | - Mark C Kelley
- Department of Surgery, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Rondi M Kauffmann
- Department of Surgery, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Mary Hooks
- Department of Surgery, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Ana Grau
- Department of Veterans Affairs, Tennessee Valley Healthcare System, Nashville, Tennessee
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Douglas B Johnson
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Anna E Vilgelm
- Division of Surgical Oncology and Endocrine Surgery, Department of Pathology, Ohio State University, Columbus, Ohio
| | - Ann Richmond
- Department of Pharmacology, Vanderbilt University, Nashville, Tennessee.
- Department of Veterans Affairs, Tennessee Valley Healthcare System, Nashville, Tennessee
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18
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Supporting clinical decision making in advanced melanoma by preclinical testing in personalized immune-humanized xenograft mouse models. Ann Oncol 2020; 31:266-273. [PMID: 31959343 DOI: 10.1016/j.annonc.2019.11.002] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2019] [Revised: 09/27/2019] [Accepted: 11/04/2019] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND The mouse strains usually used to generate patient-derived xenografts (PDXs) are immunocompromised, rendering them unsuitable for immunotherapy studies. Here we assessed the value of immune-PDX mouse models for predicting responses to anti-PD-1 checkpoint inhibitor therapy in patients. PATIENTS AND METHODS Melanoma biopsies contained in a retrospective biobank were transplanted into NOG mice or NOG mice expressing interleukin 2 (hIL2-NOG mice). Tumor growth was monitored, and comparisons were made with clinical data, sequencing data, and current in silico predictive tools. RESULTS Biopsies grew readily in NOG mice but growth was heterogeneous in hIL2-NOG mice. IL2 appears to activate T-cell immunity in the biopsies to block tumor growth. Biopsy growth in hIL2-NOG mice was negatively associated with survival in patients previously treated with PD-1 checkpoint blockade. In two cases, the prospective clinical decisions of anti-PD-1 therapy or targeted BRAF/MEK inhibitors were supported by the observed responses in mice. CONCLUSIONS Immune-PDX models represent a promising addition to future biomarker discovery studies and for clinical decision making in patients receiving immunotherapy.
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19
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Okada S, Vaeteewoottacharn K, Kariya R. Application of Highly Immunocompromised Mice for the Establishment of Patient-Derived Xenograft (PDX) Models. Cells 2019; 8:889. [PMID: 31412684 PMCID: PMC6721637 DOI: 10.3390/cells8080889] [Citation(s) in RCA: 157] [Impact Index Per Article: 26.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Revised: 08/09/2019] [Accepted: 08/09/2019] [Indexed: 12/11/2022] Open
Abstract
Patient-derived xenograft (PDX) models are created by engraftment of patient tumor tissues into immunocompetent mice. Since a PDX model retains the characteristics of the primary patient tumor including gene expression profiles and drug responses, it has become the most reliable in vivo human cancer model. The engraftment rate increases with the introduction of Non-obese diabetic Severe combined immunodeficiency (NOD/SCID)-based immunocompromised mice, especially the NK-deficient NOD strains NOD/SCID/interleukin-2 receptor gamma chain(IL2Rγ)null (NOG/NSG) and NOD/SCID/Jak3(Janus kinase 3)null (NOJ). Success rates differ with tumor origin: gastrointestinal tumors acquire a higher engraftment rate, while the rate is lower for breast cancers. Subcutaneous transplantation is the most popular method to establish PDX, but some tumors require specific environments, e.g., orthotropic or renal capsule transplantation. Human hormone treatment is necessary to establish hormone-dependent cancers such as prostate and breast cancers. PDX mice with human hematopoietic and immune systems (humanized PDX) are powerful tools for the analysis of tumor-immune system interaction and evaluation of immunotherapy response. A PDX biobank equipped with patients' clinical data, gene-expression patterns, mutational statuses, tumor tissue architects, and drug responsiveness will be an authoritative resource for developing specific tumor biomarkers for chemotherapeutic predictions, creating individualized therapy, and establishing precise cancer medicine.
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Affiliation(s)
- Seiji Okada
- Division of Hematopoiesis, Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto 860-0811, Japan.
- Graduate School of Medical Sciences, Kumamoto University, Kumamoto 860-0811, Japan.
| | - Kulthida Vaeteewoottacharn
- Division of Hematopoiesis, Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto 860-0811, Japan
- Department of Biochemistry, Khon Kaen University, Khon Kaen 40002, Thailand
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen 40002, Thailand
| | - Ryusho Kariya
- Division of Hematopoiesis, Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto 860-0811, Japan
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20
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Mer AS, Ba-Alawi W, Smirnov P, Wang YX, Brew B, Ortmann J, Tsao MS, Cescon DW, Goldenberg A, Haibe-Kains B. Integrative Pharmacogenomics Analysis of Patient-Derived Xenografts. Cancer Res 2019; 79:4539-4550. [DOI: 10.1158/0008-5472.can-19-0349] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 04/16/2019] [Accepted: 05/23/2019] [Indexed: 11/16/2022]
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21
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Flørenes VA, Flem-Karlsen K, McFadden E, Bergheim IR, Nygaard V, Nygård V, Farstad IN, Øy GF, Emilsen E, Giller-Fleten K, Ree AH, Flatmark K, Gullestad HP, Hermann R, Ryder T, Wernhoff P, Mælandsmo GM. A Three-dimensional Ex Vivo Viability Assay Reveals a Strong Correlation Between Response to Targeted Inhibitors and Mutation Status in Melanoma Lymph Node Metastases. Transl Oncol 2019; 12:951-958. [PMID: 31096111 PMCID: PMC6520638 DOI: 10.1016/j.tranon.2019.04.001] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2018] [Revised: 03/28/2019] [Accepted: 04/01/2019] [Indexed: 12/15/2022] Open
Abstract
Although clinical management of melanoma has changed considerably in recent years, intrinsic treatment resistance remains a severe problem and strategies to design personal treatment regimens are highly warranted. We have applied a three-dimensional (3D) ex vivo drug efficacy assay, exposing disaggregated cells from 38 freshly harvested melanoma lymph node metastases and 21 patient derived xenografts (PDXs) to clinical relevant drugs for 7 days, and examined its potential to evaluate therapy response. A strong association between Vemurafenib response and BRAF mutation status was achieved (P < .0001), while enhanced viability was seen in some NRAS mutated tumors. BRAF and NRAS mutated tumors responded comparably to the MEK inhibitor Cobimetinib. Based on the ex vivo results, two tumors diagnosed as BRAF wild-type by routine pathology examinations had to be re-evaluated; one was subsequently found to have a complex V600E mutation, the other a double BRAF mutation (V600E/K601 N). No BRAF inhibitor resistance mechanisms were identified, but PIK3CA and NF1 mutations were identified in two highly responsive tumors. Concordance between ex vivo drug responses using tissue from PDXs and corresponding patient tumors demonstrate that PDX models represent an indefinite source of tumor material that may allow ex vivo evaluation of numerous drugs and combinations, as well as studies of underlying molecular mechanisms. In conclusion, we have established a rapid and low cost ex vivo drug efficacy assay applicable on tumor tissue from patient biopsies. The 3D/spheroid format, limiting the influence from normal adjacent cells and allowing assessment of drug sensitivity to numerous drugs in one week, confirms its potential as a supplement to guide clinical decision, in particular in identifying non-responding patients.
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Affiliation(s)
- Vivi Ann Flørenes
- Department of Pathology, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Karine Flem-Karlsen
- Department of Pathology, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway; Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Norway
| | - Erin McFadden
- Department of Pathology, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Inger Riise Bergheim
- Department of Cancer Genetics, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Vigdis Nygaard
- Department of Tumor Biology, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Vegard Nygård
- Department of Core Facilities, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Inger Nina Farstad
- Department of Pathology, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway; Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Norway
| | - Geir Frode Øy
- Department of Tumor Biology, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Elisabeth Emilsen
- Department of Pathology, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Karianne Giller-Fleten
- Department of Tumor Biology, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Anne Hansen Ree
- Department of Oncology, Akershus University Hospital, N-1478 Lørenskog, Norway; Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Norway
| | - Kjersti Flatmark
- Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Norway; Department of Tumor Biology, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway; Department of Gastroenterological Surgery, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Hans Petter Gullestad
- Department of Plastic and Reconstructive Surgery, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Robert Hermann
- Department of Plastic and Reconstructive Surgery, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Truls Ryder
- Department of Plastic and Reconstructive Surgery, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Patrik Wernhoff
- Department of Pathology, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway
| | - Gunhild Mari Mælandsmo
- Department of Tumor Biology, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, N-0310 Oslo, Norway; Institute of Medical Biology, Faculty of Health Sciences, UiT-Arctic University of Norway, Tromsø, Norway.
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22
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Forsberg EMV, Lindberg MF, Jespersen H, Alsén S, Bagge RO, Donia M, Svane IM, Nilsson O, Ny L, Nilsson LM, Nilsson JA. HER2 CAR-T Cells Eradicate Uveal Melanoma and T-cell Therapy-Resistant Human Melanoma in IL2 Transgenic NOD/SCID IL2 Receptor Knockout Mice. Cancer Res 2019; 79:899-904. [PMID: 30622115 DOI: 10.1158/0008-5472.can-18-3158] [Citation(s) in RCA: 88] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2018] [Revised: 11/27/2018] [Accepted: 01/04/2019] [Indexed: 11/16/2022]
Abstract
Chimeric antigen receptors (CAR) can transmit signals akin to those from activated T-cell receptors when bound to a cell surface target. CAR-expressing T cells against CD19 can cause curative effects in leukemia and lymphoma and is approved for clinical use. However, no CAR-T therapy is currently approved for use in solid tumors. We hypothesize that the resistance of solid tumors to CAR-T can be overcome by similar means as those used to reactivate tumor-infiltrating T lymphocytes (TIL), for example, by cytokines or immune checkpoint blockade. Here we demonstrate that CAR-T cells directed against HER2 can kill uveal and cutaneous melanoma cells in vitro and in vivo. Curative effects in vivo were only observed in xenografts grown in a NOD/SCID IL2 receptor gamma (NOG) knockout mouse strain transgenic for human IL2. The effect was target-specific, as CRISPR/Cas9-mediated disruption of HER2 in the melanoma cells abrogated the killing effect of the CAR-T cells. The CAR-T cells were also able to kill melanoma cells from patients resistant to adoptive T-cell transfer (ACT) of autologous TILs. Thus, CAR-T therapy represents an option for patients that do not respond to immunotherapy with ACT of TIL or immune checkpoint blockade. In addition, our data highlight the use of IL2 transgenic NOG mice as models to prove efficacy of CAR-T-cell products, possibly even in a personalized manner. SIGNIFICANCE: These findings demonstrate that a novel humanized mouse model can help clinical translation of CAR-T cells against uveal and cutaneous melanoma that do not respond to TIL therapy or immune checkpoint blockade.
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MESH Headings
- Animals
- Cell Line, Tumor
- Humans
- Immunotherapy, Adoptive/methods
- Interleukin Receptor Common gamma Subunit/immunology
- Lymphocytes, Tumor-Infiltrating/immunology
- Lymphocytes, Tumor-Infiltrating/transplantation
- Melanoma/enzymology
- Melanoma/immunology
- Melanoma/therapy
- Mice
- Mice, Inbred NOD
- Mice, Knockout
- Mice, SCID
- Receptor, ErbB-2/immunology
- Receptor, ErbB-2/metabolism
- Skin Neoplasms/enzymology
- Skin Neoplasms/immunology
- Skin Neoplasms/therapy
- T-Lymphocytes/immunology
- T-Lymphocytes/transplantation
- Uveal Neoplasms/enzymology
- Uveal Neoplasms/immunology
- Uveal Neoplasms/therapy
- Xenograft Model Antitumor Assays
- Melanoma, Cutaneous Malignant
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Affiliation(s)
- Elin M V Forsberg
- The Sahlgrenska Cancer Center, University of Gothenburg, Gothenburg, Sweden
- Department of Surgery, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Mattias F Lindberg
- The Sahlgrenska Cancer Center, University of Gothenburg, Gothenburg, Sweden
- Department of Surgery, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Henrik Jespersen
- The Sahlgrenska Cancer Center, University of Gothenburg, Gothenburg, Sweden
- Department of Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Samuel Alsén
- The Sahlgrenska Cancer Center, University of Gothenburg, Gothenburg, Sweden
- Department of Surgery, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Roger Olofsson Bagge
- The Sahlgrenska Cancer Center, University of Gothenburg, Gothenburg, Sweden
- Department of Surgery, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Marco Donia
- The Center of Cancer Immunotherapy, Copenhagen University Hospital, Herlev, Denmark
| | - Inge Marie Svane
- The Center of Cancer Immunotherapy, Copenhagen University Hospital, Herlev, Denmark
| | - Ola Nilsson
- Department of Pathology, Institute of Biomedicine, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Lars Ny
- The Sahlgrenska Cancer Center, University of Gothenburg, Gothenburg, Sweden
- Department of Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Lisa M Nilsson
- The Sahlgrenska Cancer Center, University of Gothenburg, Gothenburg, Sweden
- Department of Surgery, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Jonas A Nilsson
- The Sahlgrenska Cancer Center, University of Gothenburg, Gothenburg, Sweden.
- Department of Surgery, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
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23
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Kluin RJC, Kemper K, Kuilman T, de Ruiter JR, Iyer V, Forment JV, Cornelissen-Steijger P, de Rink I, Ter Brugge P, Song JY, Klarenbeek S, McDermott U, Jonkers J, Velds A, Adams DJ, Peeper DS, Krijgsman O. XenofilteR: computational deconvolution of mouse and human reads in tumor xenograft sequence data. BMC Bioinformatics 2018; 19:366. [PMID: 30286710 PMCID: PMC6172735 DOI: 10.1186/s12859-018-2353-5] [Citation(s) in RCA: 100] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2018] [Accepted: 08/30/2018] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Mouse xenografts from (patient-derived) tumors (PDX) or tumor cell lines are widely used as models to study various biological and preclinical aspects of cancer. However, analyses of their RNA and DNA profiles are challenging, because they comprise reads not only from the grafted human cancer but also from the murine host. The reads of murine origin result in false positives in mutation analysis of DNA samples and obscure gene expression levels when sequencing RNA. However, currently available algorithms are limited and improvements in accuracy and ease of use are necessary. RESULTS We developed the R-package XenofilteR, which separates mouse from human sequence reads based on the edit-distance between a sequence read and reference genome. To assess the accuracy of XenofilteR, we generated sequence data by in silico mixing of mouse and human DNA sequence data. These analyses revealed that XenofilteR removes > 99.9% of sequence reads of mouse origin while retaining human sequences. This allowed for mutation analysis of xenograft samples with accurate variant allele frequencies, and retrieved all non-synonymous somatic tumor mutations. CONCLUSIONS XenofilteR accurately dissects RNA and DNA sequences from mouse and human origin, thereby outperforming currently available tools. XenofilteR is open source and available at https://github.com/PeeperLab/XenofilteR .
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Affiliation(s)
- Roelof J C Kluin
- Central Genomic Facility, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Kristel Kemper
- Division of Molecular Oncology and Immunology, Netherlands Cancer Institute, Plesmanlaan 121, 1066, CX, Amsterdam, The Netherlands
| | - Thomas Kuilman
- Division of Molecular Oncology and Immunology, Netherlands Cancer Institute, Plesmanlaan 121, 1066, CX, Amsterdam, The Netherlands
| | - Julian R de Ruiter
- Division of Molecular Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
- Division of Molecular Carcinogenesis, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Vivek Iyer
- Experimental Cancer Genetics, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire, UK
| | - Josep V Forment
- The Wellcome Trust/Cancer Research UK (CRUK) Gurdon Institute, University of Cambridge, Cambridge, UK
- Present address: DNA Damage Response Biology, Bioscience Oncology IMED Biotech Unit, AstraZeneca, Cambridge, CB4 0WG, UK
| | - Paulien Cornelissen-Steijger
- Division of Molecular Oncology and Immunology, Netherlands Cancer Institute, Plesmanlaan 121, 1066, CX, Amsterdam, The Netherlands
| | - Iris de Rink
- Central Genomic Facility, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Petra Ter Brugge
- Division of Molecular Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Ji-Ying Song
- Division of Experimental Animal Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Sjoerd Klarenbeek
- Division of Experimental Animal Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Ultan McDermott
- Cancer Genome Project, The Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Jos Jonkers
- Division of Molecular Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Arno Velds
- Central Genomic Facility, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - David J Adams
- Division of Molecular Carcinogenesis, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Daniel S Peeper
- Division of Molecular Oncology and Immunology, Netherlands Cancer Institute, Plesmanlaan 121, 1066, CX, Amsterdam, The Netherlands.
| | - Oscar Krijgsman
- Division of Molecular Oncology and Immunology, Netherlands Cancer Institute, Plesmanlaan 121, 1066, CX, Amsterdam, The Netherlands.
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24
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Bagge RO, Demir A, Karlsson J, Alaei-Mahabadi B, Einarsdottir BO, Jespersen H, Lindberg MF, Muth A, Nilsson LM, Persson M, Svensson JB, Söderberg EMV, de Krijger RR, Nilsson O, Larsson E, Stenman G, Nilsson JA. Mutational Signature and Transcriptomic Classification Analyses as the Decisive Diagnostic Tools for a Cancer of Unknown Primary. JCO Precis Oncol 2018; 2:1800002. [PMID: 32913988 PMCID: PMC7446430 DOI: 10.1200/po.18.00002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Purpose Cancer of unknown primary is a group of metastatic tumors in which the standard diagnostic workup fails to identify the site of origin of the tumor. The potential impact of precision oncology on this group of patients is large, because actionable driver mutations and a correct diagnosis could provide treatment options otherwise not available for patients with these fatal cancers. This study investigated if comprehensive genomic analyses could provide information on the origin of the tumor. Patients and Methods Here we describe a patient whose tumor was misdiagnosed at least three times. Next-generation sequencing, a patient-derived xenograft mouse model, and bioinformatics were used to identify an actionable mutation, predict resistance development to the targeted therapy, and correctly diagnose the origin of the tumor. Transcriptomic classification was benchmarked using The Cancer Genome Atlas (TCGA). Results Despite the lack of a known primary tumor site and the absence of diagnostic immunohistochemical markers, the origin of the patient’s tumor was established using the novel bioinformatic workflow. This included a mutational signature analysis of the sequenced metastases and comparison of their transcriptomic profiles to a pan-cancer panel of tumors from TCGA. We further discuss the strengths and limitations of the latter approaches in the context of three potentially incorrectly diagnosed TCGA lung tumors. Conclusion Comprehensive genomic analyses can provide information on the origin of tumors in patients with cancer of unknown primary.
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Affiliation(s)
- Roger Olofsson Bagge
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Akif Demir
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Joakim Karlsson
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Babak Alaei-Mahabadi
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Berglind O Einarsdottir
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Henrik Jespersen
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Mattias F Lindberg
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Andreas Muth
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Lisa M Nilsson
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Marta Persson
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Johanna B Svensson
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Elin M V Söderberg
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Ronald R de Krijger
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Ola Nilsson
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Erik Larsson
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Göran Stenman
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Jonas A Nilsson
- , , , , , , , , , , and , Sahlgrenska Academy, University of Gothenburg; , , , , , , , , , and , Sahlgrenska Cancer Center, University of Gothenburg; , , , , Sahlgrenska University Hospital, Gothenburg, Sweden; and , Reinier de Graaf Hospital, Delft; and University Medical Center Utrecht/Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
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25
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Einarsdottir BO, Karlsson J, Söderberg EMV, Lindberg MF, Funck-Brentano E, Jespersen H, Brynjolfsson SF, Olofsson Bagge R, Carstam L, Scobie M, Koolmeister T, Wallner O, Stierner U, Berglund UW, Ny L, Nilsson LM, Larsson E, Helleday T, Nilsson JA. A patient-derived xenograft pre-clinical trial reveals treatment responses and a resistance mechanism to karonudib in metastatic melanoma. Cell Death Dis 2018; 9:810. [PMID: 30042422 PMCID: PMC6057880 DOI: 10.1038/s41419-018-0865-6] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2018] [Revised: 06/29/2018] [Accepted: 07/05/2018] [Indexed: 12/19/2022]
Abstract
Karonudib (TH1579) is a novel compound that exerts anti-tumor activities and has recently entered phase I clinical testing. The aim of this study was to conduct a pre-clinical trial in patient-derived xenografts to identify the possible biomarkers of response or resistance that could guide inclusion of patients suffering from metastatic melanoma in phase II clinical trials. Patient-derived xenografts from 31 melanoma patients with metastatic disease were treated with karonudib or a vehicle for 18 days. Treatment responses were followed by measuring tumor sizes, and the models were categorized in the response groups. Tumors were harvested and processed for RNA sequencing and protein analysis. To investigate the effect of karonudib on T-cell-mediated anti-tumor activities, tumor-infiltrating T cells were injected in mice carrying autologous tumors and the mice treated with karonudib. We show that karonudib has heterogeneous anti-tumor effect on metastatic melanoma. Thus, based on the treatment responses, we could divide the 31 patient-derived xenografts in three treatment groups: progression group (32%), suppression group (42%), and regression group (26%). Furthermore, we show that karonudib has anti-tumor effect, irrespective of major melanoma driver mutations. Also, we identify high expression of ABCB1, which codes for p-gp pumps as a resistance biomarker. Finally, we show that karonudib treatment does not hamper T-cell-mediated anti-tumor responses. These findings can be used to guide future use of karonudib in clinical use with a potential approach as precision medicine.
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Affiliation(s)
- Berglind O Einarsdottir
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Joakim Karlsson
- Department of Medical Chemistry, Institute of Biomedicine, University of Gothenburg, Gothenburg, Sweden
| | - Elin M V Söderberg
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Mattias F Lindberg
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Elisa Funck-Brentano
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Henrik Jespersen
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Siggeir F Brynjolfsson
- Department of Microbiology and Immunology, Institute for Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Roger Olofsson Bagge
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Louise Carstam
- Department of Neurosurgery, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Martin Scobie
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Tobias Koolmeister
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Olof Wallner
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Ulrika Stierner
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Ulrika Warpman Berglund
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Lars Ny
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Lisa M Nilsson
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Erik Larsson
- Department of Medical Chemistry, Institute of Biomedicine, University of Gothenburg, Gothenburg, Sweden
| | - Thomas Helleday
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Jonas A Nilsson
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, Departments of Surgery and Oncology, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden.
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26
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Barutello G, Rolih V, Arigoni M, Tarone L, Conti L, Quaglino E, Buracco P, Cavallo F, Riccardo F. Strengths and Weaknesses of Pre-Clinical Models for Human Melanoma Treatment: Dawn of Dogs' Revolution for Immunotherapy. Int J Mol Sci 2018. [PMID: 29534457 PMCID: PMC5877660 DOI: 10.3390/ijms19030799] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Despite several therapeutic advances, malignant melanoma still remains a fatal disease for which novel and long-term curative treatments are needed. The successful development of innovative therapies strongly depends on the availability of appropriate pre-clinical models. For this purpose, several mouse models holding the promise to provide insight into molecular biology and clinical behavior of melanoma have been generated. The most relevant ones and their contribution for the advancement of therapeutic approaches for the treatment of human melanoma patients will be here summarized. However, as models, mice do not recapitulate all the features of human melanoma, thus their strengths and weaknesses need to be carefully identified and considered for the translation of the results into the human clinics. In this panorama, the concept of comparative oncology acquires a priceless value. The revolutionary importance of spontaneous canine melanoma as a translational model for the pre-clinical investigation of melanoma progression and treatment will be here discussed, with a special consideration to the development of innovative immunotherapeutic approaches.
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Affiliation(s)
- Giuseppina Barutello
- Department of Molecular Biotechnology and Health Sciences, University of Torino, 10126 Torino, Italy.
| | - Valeria Rolih
- Department of Molecular Biotechnology and Health Sciences, University of Torino, 10126 Torino, Italy.
| | - Maddalena Arigoni
- Department of Molecular Biotechnology and Health Sciences, University of Torino, 10126 Torino, Italy.
| | - Lidia Tarone
- Department of Molecular Biotechnology and Health Sciences, University of Torino, 10126 Torino, Italy.
| | - Laura Conti
- Department of Molecular Biotechnology and Health Sciences, University of Torino, 10126 Torino, Italy.
| | - Elena Quaglino
- Department of Molecular Biotechnology and Health Sciences, University of Torino, 10126 Torino, Italy.
| | - Paolo Buracco
- Department of Veterinary Science, University of Torino, 10095 Grugliasco, Italy.
| | - Federica Cavallo
- Department of Molecular Biotechnology and Health Sciences, University of Torino, 10126 Torino, Italy.
| | - Federica Riccardo
- Department of Molecular Biotechnology and Health Sciences, University of Torino, 10126 Torino, Italy.
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27
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Bhadury J, Einarsdottir BO, Podraza A, Bagge RO, Stierner U, Ny L, Dávila López M, Nilsson JA. Hypoxia-regulated gene expression explains differences between melanoma cell line-derived xenografts and patient-derived xenografts. Oncotarget 2018; 7:23801-11. [PMID: 27009863 PMCID: PMC5029664 DOI: 10.18632/oncotarget.8181] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2016] [Accepted: 03/04/2016] [Indexed: 01/09/2023] Open
Abstract
Cell line-derived xenografts (CDXs) are an integral part of drug efficacy testing during development of new pharmaceuticals against cancer but their accuracy in predicting clinical responses in patients have been debated. Patient-derived xenografts (PDXs) are thought to be more useful for predictive biomarker identification for targeted therapies, including in metastatic melanoma, due to their similarities to human disease. Here, tumor biopsies from fifteen patients and ten widely-used melanoma cell lines were transplanted into immunocompromised mice to generate PDXs and CDXs, respectively. Gene expression profiles generated from the tumors of these PDXs and CDXs clustered into distinct groups, despite similar mutational signatures. Hypoxia-induced gene signatures and overexpression of the hypoxia-regulated miRNA hsa-miR-210 characterized CDXs. Inhibition of hsa-miR-210 with decoys had little phenotypic effect in vitro but reduced sensitivity to MEK1/2 inhibition in vivo, suggesting down-regulation of this miRNA could result in development of resistance to MEK inhibitors.
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Affiliation(s)
- Joydeep Bhadury
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Berglind O Einarsdottir
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Agnieszka Podraza
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Roger Olofsson Bagge
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Ulrika Stierner
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Lars Ny
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Marcela Dávila López
- The Bioinformatics Core Facility at the University of Gothenburg, Gothenburg, Sweden
| | - Jonas A Nilsson
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
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28
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Patient-derived tumor xenograft strategies for informed management of patients with metastatic melanoma. Melanoma Res 2018; 26:245-53. [PMID: 26983079 DOI: 10.1097/cmr.0000000000000249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Metastatic melanoma has benefited from immunotherapy and targeted therapy advances. Faced with the inescapable onset of treatment resistance, the choice of a second-line treatment can be guided by a patient-derived tumor xenograft (PDTX). This new approach requires an excellent multidisciplinary collaboration where the surgeon has a key role to play. Each patient included (stage IIIC or IV) presented with subcutaneous melanoma metastasis that could be surgically resected. The surgeon performed orthotopic PDTX on CB17-SCID mice. To validate the model, tumor material was amplified over three successive generations of animals to obtain cohorts compatible with carrying out a study to compare treatment response by targeted therapy (vemurafenib versus controls). Tumors were characterized (histologically and genetically) at all stages of the generations' amplification. Functional imaging by fluorine-18 fluorodeoxyglucose PET scan was performed for the third generation PDTX. Seventeen patients with a mutated BRAF V600E subcutaneous metastasis were included, yielding 257 PDTX. Clinical, histological, and genetic characteristics of the grafted tumors were stable over the three mice generations. The treatment response to vemurafenib was observed for all PDTX. The fluorine-18 fluorodeoxyglucose PET scan evidenced a decreased in glucose uptake in the treated tumors. PDTX models are being widely used in fundamental research and are more compatible with clinical issues. If PDTX are simple and easily reproducible in metastatic melanoma, an organized multidisciplinary platform is essential to implement them. In our experience, surgeons have a key role to play in the cohesion of this new therapeutic approach.
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29
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Harris AL, Lee SE, Dawson LK, Marlow LA, Edenfield BH, Durham WF, Flotte TJ, Thompson M, Small DL, Synnott AJ, Markovic SN, Copland JA. Targeting the cyclin dependent kinase and retinoblastoma axis overcomes standard of care resistance in BRAF V600E -mutant melanoma. Oncotarget 2017. [PMID: 29541385 PMCID: PMC5834273 DOI: 10.18632/oncotarget.23649] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Patient-derived tumor xenograft (PDTX) mouse models were used to discover new therapies for naïve and drug resistant BRAFV600E -mutant melanoma. Tumor histology, oncogenic protein expression, and antitumor activity were comparable between patient and PDTX-matched models thereby validating PDTXs as predictive preclinical models of therapeutic response in patients. PDTX models responsive and non-responsive to BRAF/MEK standard of care (SOC) therapy were used to identify efficacious combination therapies. One such combination includes a CDK4/6 inhibitor that blocks cell cycle progression. The rationale for this is that the retinoblastoma protein (pRb) is 95% wildtype in BRAF mutant melanoma. We discovered that 77/77 stage IV metastatic melanoma tissues were positive for inactive phosphorylated pRb (pRb-Ser780). Rb is hyperphosphorylated and inactivated by CDK4/6:cyclin D1 and when restored to its hypophosphorylated active form blocks cell cycle progression. The addition of a CDK4/6 inhibitor to SOC therapy was superior to SOC. Importantly, triple therapy in an upfront treatment and salvage therapy setting provided sustained durable response. We also showed that CDK4/6 blockade resensitized drug resistant melanoma to SOC therapy. Durable response was associated with sustained suppression of pRb-Ser780. Thus, reactivation of pRb may prove to be a clinical biomarker of response and the mechanism responsible for durable response. In light of recent clinical trial data using this triple therapy against BRAFV600E -mutant melanoma, our findings demonstrating superior and prolonged durable response in PDTX models portend use of this therapeutic strategy against naïve and SOC resistant BRAFV600E -mutant metastatic melanoma coupled with pRB-Ser780 as a biomarker of response.
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Affiliation(s)
| | | | | | - Laura A Marlow
- Department of Cancer Biology, Mayo Clinic, Jacksonville, FL, USA
| | | | | | - Thomas J Flotte
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | | | | | | | | | - John A Copland
- Department of Cancer Biology, Mayo Clinic, Jacksonville, FL, USA
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30
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Delyon J, Varna M, Feugeas JP, Sadoux A, Yahiaoui S, Podgorniak MP, Leclert G, Dorval SM, Dumaz N, Soulie J, Janin A, Mourah S, Lebbé C. Validation of a preclinical model for assessment of drug efficacy in melanoma. Oncotarget 2017; 7:13069-81. [PMID: 26909610 PMCID: PMC4914342 DOI: 10.18632/oncotarget.7541] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2015] [Accepted: 01/18/2016] [Indexed: 11/25/2022] Open
Abstract
The aim of personalized medicine is to improve our understanding of the disease at molecular level and to optimize therapeutic management. In this context, we have developed in vivo and ex vivo preclinical strategies evaluating the efficacy of innovative drugs in melanomas. Human melanomas (n = 17) of different genotypes (mutated BRAF, NRAS, amplified cKIT and wild type) were successfully engrafted in mice then amplified by successive transplantations. The exhaustive characterization of patient-derived xenografts (PDX) at genomic level (transcriptomic and CGH arrays) revealed a similar distribution pattern of genetic abnormalities throughout the successive transplantations compared to the initial patient tumor, enabling their use for mutation-specific therapy strategies. The reproducibility of their spontaneous metastatic potential in mice was assessed in 8 models. These PDXs were used for the development of histoculture drug response assays (ex vivo) for the evaluation of innovative drug efficacy (BRAF and MEK inhibitors). The pharmacological effects of BRAF and MEK inhibitors were similar between PDX-derived histocultures and their corresponding PDX, on 2 models of BRAF and NRAS-mutated melanomas. These models constitute a validated, effective tool for preclinical investigation of new therapeutic agents, and improve therapeutic strategies in the treatment of metastatic melanoma.
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Affiliation(s)
- Julie Delyon
- INSERM UMR_S976, Paris, F-75010, France.,AP-HP, Hôpital Saint-Louis, Department of Dermatology, Paris, F-75010, France.,Université Paris-Diderot, Sorbonne Paris Cité, Paris, F-75013, France
| | - Mariana Varna
- INSERM UMR_S1165, Paris, F-75010, France.,Université Paris-Diderot, Department of Pathology, UMR_S1165, Paris, F-75010, France.,UMR CNRS 8612, Institut Galien-UFR de Pharmacie, Université de Paris-Sud, Châtenay-Malabry, F-92290, France
| | - Jean-Paul Feugeas
- Université Paris-Diderot, Sorbonne Paris Cité, Paris, F-75013, France.,INSERM UMR_1137, Paris, F-75018, France
| | | | | | | | | | - Sarra Mazouz Dorval
- Université Paris-Diderot, Sorbonne Paris Cité, Paris, F-75013, France.,AP-HP, Hôpital Saint-Louis, Department of Plastic, Reconstructive and Esthetic Surgery, Paris, F-75010, France
| | - Nicolas Dumaz
- INSERM UMR_S976, Paris, F-75010, France.,Université Paris-Diderot, Sorbonne Paris Cité, Paris, F-75013, France
| | | | - Anne Janin
- INSERM UMR_S1165, Paris, F-75010, France.,Université Paris-Diderot, Department of Pathology, UMR_S1165, Paris, F-75010, France.,AP-HP, Hôpital Saint-Louis, Department of Pathology, Paris, F-75010, France
| | - Samia Mourah
- INSERM UMR_S976, Paris, F-75010, France.,Université Paris-Diderot, Sorbonne Paris Cité, Paris, F-75013, France.,AP-HP, Hôpital Saint-Louis, Laboratoire de Pharmacologie Biologique, Paris, F-75010, France
| | - Céleste Lebbé
- INSERM UMR_S976, Paris, F-75010, France.,AP-HP, Hôpital Saint-Louis, Department of Dermatology, Paris, F-75010, France.,Université Paris-Diderot, Sorbonne Paris Cité, Paris, F-75013, France
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31
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Testa U, Castelli G, Pelosi E. Melanoma: Genetic Abnormalities, Tumor Progression, Clonal Evolution and Tumor Initiating Cells. Med Sci (Basel) 2017; 5:E28. [PMID: 29156643 PMCID: PMC5753657 DOI: 10.3390/medsci5040028] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2017] [Revised: 10/31/2017] [Accepted: 11/08/2017] [Indexed: 12/11/2022] Open
Abstract
Melanoma is an aggressive neoplasia issued from the malignant transformation of melanocytes, the pigment-generating cells of the skin. It is responsible for about 75% of deaths due to skin cancers. Melanoma is a phenotypically and molecularly heterogeneous disease: cutaneous, uveal, acral, and mucosal melanomas have different clinical courses, are associated with different mutational profiles, and possess distinct risk factors. The discovery of the molecular abnormalities underlying melanomas has led to the promising improvement of therapy, and further progress is expected in the near future. The study of melanoma precursor lesions has led to the suggestion that the pathway of tumor evolution implies the progression from benign naevi, to dysplastic naevi, to melanoma in situ and then to invasive and metastatic melanoma. The gene alterations characterizing melanomas tend to accumulate in these precursor lesions in a sequential order. Studies carried out in recent years have, in part, elucidated the great tumorigenic potential of melanoma tumor cells. These findings have led to speculation that the cancer stem cell model cannot be applied to melanoma because, in this malignancy, tumor cells possess an intrinsic plasticity, conferring the capacity to initiate and maintain the neoplastic process to phenotypically different tumor cells.
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Affiliation(s)
- Ugo Testa
- Department of Oncology, Istituto Superiore di Sanità, 00161 Rome, Italy.
| | - Germana Castelli
- Department of Oncology, Istituto Superiore di Sanità, 00161 Rome, Italy.
| | - Elvira Pelosi
- Department of Oncology, Istituto Superiore di Sanità, 00161 Rome, Italy.
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32
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Krepler C, Sproesser K, Brafford P, Beqiri M, Garman B, Xiao M, Shannan B, Watters A, Perego M, Zhang G, Vultur A, Yin X, Liu Q, Anastopoulos IN, Wubbenhorst B, Wilson MA, Xu W, Karakousis G, Feldman M, Xu X, Amaravadi R, Gangadhar TC, Elder DE, Haydu LE, Wargo JA, Davies MA, Lu Y, Mills GB, Frederick DT, Barzily-Rokni M, Flaherty KT, Hoon DS, Guarino M, Bennett JJ, Ryan RW, Petrelli NJ, Shields CL, Terai M, Sato T, Aplin AE, Roesch A, Darr D, Angus S, Kumar R, Halilovic E, Caponigro G, Jeay S, Wuerthner J, Walter A, Ocker M, Boxer MB, Schuchter L, Nathanson KL, Herlyn M. A Comprehensive Patient-Derived Xenograft Collection Representing the Heterogeneity of Melanoma. Cell Rep 2017; 21:1953-1967. [PMID: 29141225 PMCID: PMC5726788 DOI: 10.1016/j.celrep.2017.10.021] [Citation(s) in RCA: 107] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2016] [Revised: 08/18/2017] [Accepted: 10/04/2017] [Indexed: 11/22/2022] Open
Abstract
Therapy of advanced melanoma is changing dramatically. Following mutational and biological subclassification of this heterogeneous cancer, several targeted and immune therapies were approved and increased survival significantly. To facilitate further advancements through pre-clinical in vivo modeling, we have established 459 patient-derived xenografts (PDX) and live tissue samples from 384 patients representing the full spectrum of clinical, therapeutic, mutational, and biological heterogeneity of melanoma. PDX have been characterized using targeted sequencing and protein arrays and are clinically annotated. This exhaustive live tissue resource includes PDX from 57 samples resistant to targeted therapy, 61 samples from responders and non-responders to immune checkpoint blockade, and 31 samples from brain metastasis. Uveal, mucosal, and acral subtypes are represented as well. We show examples of pre-clinical trials that highlight how the PDX collection can be used to develop and optimize precision therapies, biomarkers of response, and the targeting of rare genetic subgroups.
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Affiliation(s)
- Clemens Krepler
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Katrin Sproesser
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Patricia Brafford
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Marilda Beqiri
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Bradley Garman
- Department of Medicine, Division of Translational Medicine and Human Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Min Xiao
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Batool Shannan
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Andrea Watters
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Michela Perego
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Gao Zhang
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Adina Vultur
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Xiangfan Yin
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Qin Liu
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA
| | - Ioannis N Anastopoulos
- Department of Medicine, Division of Translational Medicine and Human Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Bradley Wubbenhorst
- Department of Medicine, Division of Translational Medicine and Human Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Melissa A Wilson
- Department of Medicine, Division of Translational Medicine and Human Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Wei Xu
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Giorgos Karakousis
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Michael Feldman
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Xiaowei Xu
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Ravi Amaravadi
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Tara C Gangadhar
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - David E Elder
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Lauren E Haydu
- MD Anderson Cancer Center, University of Texas, Houston, TX 77030, USA
| | - Jennifer A Wargo
- MD Anderson Cancer Center, University of Texas, Houston, TX 77030, USA
| | - Michael A Davies
- MD Anderson Cancer Center, University of Texas, Houston, TX 77030, USA
| | - Yiling Lu
- MD Anderson Cancer Center, University of Texas, Houston, TX 77030, USA
| | - Gordon B Mills
- MD Anderson Cancer Center, University of Texas, Houston, TX 77030, USA
| | | | | | - Keith T Flaherty
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
| | - Dave S Hoon
- Translational Molecular Medicine, John Wayne Cancer Institute, Santa Monica, CA 90404, USA
| | - Michael Guarino
- Helen F. Graham Cancer Center at Christiana Care, Newark, DE 19713, USA
| | - Joseph J Bennett
- Helen F. Graham Cancer Center at Christiana Care, Newark, DE 19713, USA
| | - Randall W Ryan
- Helen F. Graham Cancer Center at Christiana Care, Newark, DE 19713, USA
| | | | - Carol L Shields
- Ocular Oncology Service, Wills Eye Hospital, Philadelphia, PA 19107, USA
| | - Mizue Terai
- Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107
| | - Takami Sato
- Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107
| | - Andrew E Aplin
- Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107
| | - Alexander Roesch
- Department of Dermatology, University Duisburg-Essen, University Hospital Essen, 45147 Essen, Germany; German Consortium of Translational Cancer Research, Heidelberg, Germany
| | - David Darr
- Lineberger Cancer Center, University of North Carolina Chapel Hill, NC 27514, USA
| | - Steve Angus
- Lineberger Cancer Center, University of North Carolina Chapel Hill, NC 27514, USA
| | | | - Ensar Halilovic
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | | | - Sebastien Jeay
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Jens Wuerthner
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | | | | | - Matthew B Boxer
- National Center for Advancing Translational Sciences, NIH, Rockville, MD 20850, USA
| | - Lynn Schuchter
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Katherine L Nathanson
- Department of Medicine, Division of Translational Medicine and Human Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Meenhard Herlyn
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA 19104, USA.
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Clinical responses to adoptive T-cell transfer can be modeled in an autologous immune-humanized mouse model. Nat Commun 2017; 8:707. [PMID: 28955032 PMCID: PMC5617838 DOI: 10.1038/s41467-017-00786-z] [Citation(s) in RCA: 114] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2016] [Accepted: 07/27/2017] [Indexed: 12/21/2022] Open
Abstract
Immune checkpoint inhibitors and adoptive cell transfer (ACT) of autologous tumor-infiltrating T cells have shown durable responses in patients with melanoma. To study ACT and immunotherapies in a humanized model, we have developed PDXv2.0 — a melanoma PDX model where tumor cells and tumor-infiltrating T cells from the same patient are transplanted sequentially in non-obese diabetic/severe combined immune-deficient/common gamma chain (NOG/NSG) knockout mouse. Key to T-cell survival/effect in this model is the continuous presence of interleukin-2 (IL-2). Tumors that grow in PDXv2.0 are eradicated if the autologous tumor cells and T cells come from a patient that exhibited an objective response to ACT in the clinic. However, T cells from patients that are non-responders to ACT cannot kill tumor cells in PDXv2.0. Taken together, PDXv2.0 provides the potential framework to further model genetically diverse human cancers for assessing the efficacy of immunotherapies as well as combination therapies. Combining different types of immune therapies might benefit certain patients. Here, the authors develop an autologous immune-humanized melanoma mouse model that allows the preclinical assessment of cancer cell–T cell interactions from each individual patient and the benefits of immunotherapies combinations.
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Muralidharan SV, Einarsdottir BO, Bhadury J, Lindberg MF, Wu J, Campeau E, Bagge RO, Stierner U, Ny L, Nilsson LM, Nilsson JA. BET bromodomain inhibitors synergize with ATR inhibitors in melanoma. Cell Death Dis 2017; 8:e2982. [PMID: 28796244 PMCID: PMC5596569 DOI: 10.1038/cddis.2017.383] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2017] [Revised: 06/25/2017] [Accepted: 07/02/2017] [Indexed: 01/21/2023]
Abstract
Metastatic malignant melanoma continues to be a challenging disease despite clinical translation of the comprehensive understanding of driver mutations and how melanoma cells evade immune attack. In Myc-driven lymphoma, efficacy of epigenetic inhibitors of the bromodomain and extra-terminal domain (BET) family of bromodomain proteins can be enhanced by combination therapy with inhibitors of the DNA damage response kinase ATR. Whether this combination is active in solid malignancies like melanoma, and how it relates to immune therapy, has not previously investigated. To test efficacy and molecular consequences of combination therapies cultured melanoma cells were used. To assess tumor responses to therapies in vivo we use patient-derived xenografts and B6 mice transplanted with B16F10 melanoma cells. Concomitant inhibition of BET proteins and ATR of cultured melanoma cells resulted in similar effects as recently shown in lymphoma, such as induction of apoptosis and p62, implicated in autophagy, senescence-associated secretory pathway and ER stress. In vivo, apoptosis and suppression of subcutaneous growth of patient-derived melanoma and B16F10 cells were observed. Our data suggest that ATRI/BETI combination therapies are effective in melanoma.
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Affiliation(s)
| | | | - Joydeep Bhadury
- Sahlgrenska Cancer Center, Department of Surgery or University Hospital, Gothenburg, Sweden.,The Institute of Medical Science, Division of Stem Cell Therapy, The University of Tokyo, Tokyo, Japan
| | - Mattias F Lindberg
- Sahlgrenska Cancer Center, Department of Surgery or University Hospital, Gothenburg, Sweden
| | - Jin Wu
- Zenith Epigenetics Ltd, Calgary, Canada
| | | | - Roger Olofsson Bagge
- Sahlgrenska Cancer Center, Department of Surgery or University Hospital, Gothenburg, Sweden
| | - Ulrika Stierner
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg and The Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Lars Ny
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg and The Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Lisa M Nilsson
- Sahlgrenska Cancer Center, Department of Surgery or University Hospital, Gothenburg, Sweden
| | - Jonas A Nilsson
- Sahlgrenska Cancer Center, Department of Surgery or University Hospital, Gothenburg, Sweden
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35
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Lunavat TR, Cheng L, Einarsdottir BO, Olofsson Bagge R, Veppil Muralidharan S, Sharples RA, Lässer C, Gho YS, Hill AF, Nilsson JA, Lötvall J. BRAF V600 inhibition alters the microRNA cargo in the vesicular secretome of malignant melanoma cells. Proc Natl Acad Sci U S A 2017; 114:E5930-E5939. [PMID: 28684402 PMCID: PMC5530690 DOI: 10.1073/pnas.1705206114] [Citation(s) in RCA: 99] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
The BRAF inhibitors vemurafenib and dabrafenib can be used to treat patients with metastatic melanomas harboring BRAFV600 mutations. Initial antitumoral responses are often seen, but drug-resistant clones with reactivation of the MEK-ERK pathway soon appear. Recently, the secretome of tumor-derived extracellular vesicles (EVs) has been ascribed important functions in cancers. To elucidate the possible functions of EVs in BRAF-mutant melanoma, we determined the RNA content of the EVs, including apoptotic bodies, microvesicles, and exosomes, released from such cancer cells after vemurafenib treatment. We found that vemurafenib significantly increased the total RNA and protein content of the released EVs and caused significant changes in the RNA profiles. RNA sequencing and quantitative PCR show that cells and EVs from vemurafenib-treated cell cultures and tumor tissues harvested from cell-derived and patient-derived xenografts harbor unique miRNAs, especially increased expression of miR-211-5p. Mechanistically, the expression of miR-211-5p as a result of BRAF inhibition was induced by increased expression of MITF that regulates the TRPM1 gene resulting in activation of the survival pathway. In addition, transfection of miR-211 in melanoma cells reduced the sensitivity to vemurafenib treatment, whereas miR-211-5p inhibition in a vemurafenib resistant cell line affected the proliferation negatively. Taken together, our results show that vemurafenib treatment induces miR-211-5p up-regulation in melanoma cells both in vitro and in vivo, as well as in subsets of EVs, suggesting that EVs may provide a tool to understand malignant melanoma progression.
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Affiliation(s)
- Taral R Lunavat
- Krefting Research Center, Department of Internal Medicine and Clinical Nutrition, University of Gothenburg, Gothenburg 405 30, Sweden
| | - Lesley Cheng
- Department of Biochemistry and Genetics, La Trobe Institute for Molecular Science, La Trobe University, Melbourne, VIC 3086, Australia
- Department of Biochemistry and Molecular Biology, Bio21 Molecular Science and Biotechnology Institute, University of Melbourne, Melbourne, VIC 3010, Australia
| | - Berglind O Einarsdottir
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Sahlgrenska University Hospital, Gothenburg 413 45, Sweden
| | - Roger Olofsson Bagge
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Sahlgrenska University Hospital, Gothenburg 413 45, Sweden
| | - Somsundar Veppil Muralidharan
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Sahlgrenska University Hospital, Gothenburg 413 45, Sweden
| | - Robyn A Sharples
- Department of Biochemistry and Genetics, La Trobe Institute for Molecular Science, La Trobe University, Melbourne, VIC 3086, Australia
- Department of Biochemistry and Molecular Biology, Bio21 Molecular Science and Biotechnology Institute, University of Melbourne, Melbourne, VIC 3010, Australia
| | - Cecilia Lässer
- Krefting Research Center, Department of Internal Medicine and Clinical Nutrition, University of Gothenburg, Gothenburg 405 30, Sweden
| | - Yong Song Gho
- Department of Life Sciences, Pohang University of Science and Technology, Pohang, Gyeongbuk, 790-784, Republic of Korea
| | - Andrew F Hill
- Department of Biochemistry and Genetics, La Trobe Institute for Molecular Science, La Trobe University, Melbourne, VIC 3086, Australia
- Department of Biochemistry and Molecular Biology, Bio21 Molecular Science and Biotechnology Institute, University of Melbourne, Melbourne, VIC 3010, Australia
| | - Jonas A Nilsson
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Sahlgrenska University Hospital, Gothenburg 413 45, Sweden
| | - Jan Lötvall
- Krefting Research Center, Department of Internal Medicine and Clinical Nutrition, University of Gothenburg, Gothenburg 405 30, Sweden;
- Codiak BioSciences, Cambridge, MA 02139
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36
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Xue Y, Martelotto L, Baslan T, Vides A, Solomon M, Mai TT, Chaudhary N, Riely GJ, Li BT, Scott K, Cechhi F, Stierner U, Chadalavada K, de Stanchina E, Schwartz S, Hembrough T, Nanjangud G, Berger MF, Nilsson J, Lowe SW, Reis-Filho JS, Rosen N, Lito P. An approach to suppress the evolution of resistance in BRAF V600E-mutant cancer. Nat Med 2017; 23:929-937. [PMID: 28714990 PMCID: PMC5696266 DOI: 10.1038/nm.4369] [Citation(s) in RCA: 130] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Accepted: 06/15/2017] [Indexed: 12/12/2022]
Abstract
The principles governing evolution of tumors exposed to targeted therapy are poorly understood. Here we modeled the selection and propagation of BRAF amplification (BRAFamp) in patient-derived tumor xenografts (PDX) treated with a direct ERK inhibitor, alone or in combination with other pathway inhibitors. Single cell sequencing and multiplex-fluorescence in situ hybridization mapped the emergence of extra-chromosomal amplification in parallel evolutionary tracts, arising in the same tumor shortly after treatment. The evolutionary selection of BRAFamp is determined by the fitness threshold, the barrier subclonal populations need to overcome to regain fitness in the presence of therapy. This differed for ERK signaling inhibitors, suggesting that sequential monotherapy is ineffective and selects for a progressively higher BRAF copy number. Concurrent targeting of RAF, MEK and ERK, however, imposes a sufficiently high fitness threshold to prevent the propagation of subclones with high-level amplification. Administered on an intermittent schedule, this treatment inhibited tumor growth in 11/11-lung cancer and melanoma PDX without apparent toxicity in mice. Thus, gene amplification can be acquired and expanded through parallel evolution, enabling tumors to adapt while maintaining their intratumoral heterogeneity. Treatments that impose the highest fitness threshold will likely prevent the evolution of resistance-causing alterations and merit testing in patients.
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Affiliation(s)
- Yaohua Xue
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA.,Weill Cornell-Rockefeller-Sloan Kettering Tri-institutional MD-PhD Program, New York, New York, USA
| | - Luciano Martelotto
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Timour Baslan
- Cancer Biology and Genetics Program, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Alberto Vides
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Martha Solomon
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Trang Thi Mai
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Neelam Chaudhary
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Greg J Riely
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Bob T Li
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | | | | | - Ulrika Stierner
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, University of Gothenburg, Gothenburg, Sweden
| | - Kalyani Chadalavada
- Molecular Cytogenetics Core Facility, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Elisa de Stanchina
- Antitumor Assessment Core Facility, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | | | | | - Gouri Nanjangud
- Molecular Cytogenetics Core Facility, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Michael F Berger
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA.,Weill Cornell Medical College, Cornell University, New York, New York, USA
| | - Jonas Nilsson
- Sahlgrenska Translational Melanoma Group, Sahlgrenska Cancer Center, University of Gothenburg, Gothenburg, Sweden
| | - Scott W Lowe
- Cancer Biology and Genetics Program, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Jorge S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Neal Rosen
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Piro Lito
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA.,Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA.,Weill Cornell Medical College, Cornell University, New York, New York, USA
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37
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Gampa G, Vaidhyanathan S, Sarkaria JN, Elmquist WF. Drug delivery to melanoma brain metastases: Can current challenges lead to new opportunities? Pharmacol Res 2017. [PMID: 28634084 DOI: 10.1016/j.phrs.2017.06.008] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Melanoma has a high propensity to metastasize to the brain, and patients with melanoma brain metastases (MBM) have an extremely poor prognosis. The recent approval of several molecularly-targeted agents (e.g., BRAF, MEK inhibitors) and biologics (anti-CTLA-4, anti-PD-1 and anti-PD-L1 antibodies) has brought new hope to patients suffering from this formerly untreatable and lethal disease. Importantly, there have been recent reports of success in some clinical studies examining the efficacy of both targeted agents and immunotherapies that show similar response rates in both brain metastases and extracranial disease. While these studies are encouraging, there remains significant room for improvement in the treatment of MBM, given the lack of durable response and the development of resistance to current therapies. Critical questions remain regarding mechanisms that lead to this lack of durable response and development of resistance, and how those mechanisms may differ in systemic sites versus brain metastases. One issue that may not be fully appreciated is that the delivery of several small molecule molecularly-targeted therapies to the brain is often restricted due to active efflux at the blood-brain barrier (BBB) interface. Inadequate local drug concentrations may be partially responsible for the development of unique patterns of resistance at metastatic sites in the brain. It is clear that there can be local, heterogeneous BBB breakdown in MBM, as exemplified by contrast-enhancement on T1-weighted MR imaging. However, it is possible that the successful treatment of MBM with small molecule targeted therapies will depend, in part, on the ability of these therapies to penetrate an intact BBB and reach the protected micro-metastases (so called "sub-clinical" disease) that escape early detection by contrast-enhanced MRI, as well as regions of tumor within MRI-detectable metastases that may have a less compromised BBB. The emergence of resistance in MBM may be related to several diverse, yet interrelated, factors including the distinct microenvironment of the brain and inadequate brain penetration of targeted therapies to specific regions of tumor. The tumor microenvironment has been ascribed to play a key role in steering the course of disease progression, by dictating changes in expression of tumor drivers and resistance-related signaling mechanisms. Therefore, a key issue to consider is how changes in drug delivery, and hence local drug concentrations within a metastatic microenvironment, will influence the development of resistance. Herein we discuss our perspective on several critical questions that focus on many aspects relevant to the treatment of melanoma brain metastases; the answers to which may lead to important advances in the treatment of this devastating disease.
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Affiliation(s)
- Gautham Gampa
- Brain Barriers Research Center, Department of Pharmaceutics, University of Minnesota, Minneapolis, MN, USA
| | - Shruthi Vaidhyanathan
- Brain Barriers Research Center, Department of Pharmaceutics, University of Minnesota, Minneapolis, MN, USA
| | | | - William F Elmquist
- Brain Barriers Research Center, Department of Pharmaceutics, University of Minnesota, Minneapolis, MN, USA.
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Harris AL, Joseph RW, Copland JA. Patient-derived tumor xenograft models for melanoma drug discovery. Expert Opin Drug Discov 2017; 11:895-906. [PMID: 27454070 DOI: 10.1080/17460441.2016.1216968] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
INTRODUCTION Cutaneous metastatic melanoma (MM) is an aggressive form of skin cancer, with treatment providing cures to a minority of patients. The multiple risk factors that contribute to MM development suggest that cutaneous melanomas embody a repertoire of altered genetic events requiring studies to better understand its biology in order to develop novel therapies. AREAS COVERED Patient-derived tumor xenograft (PDTX) mouse models are noted to be superior for novel drug discovery and tumor biology studies due to their ability to maintain tumor heterogeneity and their use as real-time individualized patient models. In this review, the authors highlight the utility of PDTX models in advancing treatment options for patients with MM by creating invaluable preclinical models that exhibit patient-relevant treatment outcomes. EXPERT OPINION There is a strong necessity to reassess current approaches in which preclinical experiments are designed and executed in order to minimize unwarranted clinical trials. With rigorously performed preclinical studies, PDTX models have the capability to effectively confirm or deny drug effective outcomes. The ability to do this, however, will demand better aids to guide experimental design, the redefining of preclinical efficacy, and the understanding that these models should be viewed as complementary to other drug prediction and efficacy tools.
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Affiliation(s)
- Antoneicka L Harris
- a Center for Clinical and Translational Sciences , Mayo Clinic College of Medicine , Rochester , MN , USA
| | - Richard W Joseph
- b Division of Hematology/Oncology, Department of Medicine , Mayo Clinic , Jacksonville , FL , USA
| | - John A Copland
- c Department of Cancer Biology , Mayo Clinic Florida , Jacksonville , FL , USA
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Abstract
Immuno-oncology (I/O) research has intensified significantly in recent years due to the breakthrough development and the regulatory approval of several immune checkpoint inhibitors, leading to the rapid expansion of the new discovery of novel I/O therapies, new checkpoint inhibitors and beyond. However, many I/O questions remain unanswered, including why only certain subsets of patients respond to these treatments, who the responders would be, and how to expand patient response (the conversion of non-responders or maximizing response in partial responders). All of these require relevant I/O experimental systems, particularly relevant preclinical animal models. Compared to other oncology drug discovery, e.g. cytotoxic and targeted drugs, a lack of relevant animal models is a major obstacle in I/O drug discovery, and an urgent and unmet need. Despite the obvious importance, and the fact that much I/O research has been performed using many different animal models, there are few comprehensive and introductory reviews on this topic. This article attempts to review the efforts in development of a variety of such models, as well as their applications and limitations for readers new to the field, particularly those in the pharmaceutical industry.
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Affiliation(s)
- Qi-Xiang Li
- Crown Bioscience Inc., 3375 Scott Blvd, Suite 108, Santa Clara, CA 95054, USA; State Key Laboratory of Natural and Biomimetic Drugs, Peking University, Beijing 100191, China.
| | - Gerold Feuer
- HuMurine Technologies, Inc., 2700 Stockton Blvd, Rm. 1403, Sacramento, CA 95817, USA
| | - Xuesong Ouyang
- Crown Bioscience Inc., 3375 Scott Blvd, Suite 108, Santa Clara, CA 95054, USA
| | - Xiaoyu An
- Crown Bioscience Inc., 3375 Scott Blvd, Suite 108, Santa Clara, CA 95054, USA; State Key Laboratory of Natural and Biomimetic Drugs, Peking University, Beijing 100191, China
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40
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Li S, Li Z, Guo T, Xing XF, Cheng X, Du H, Wen XZ, Ji JF. Maternal embryonic leucine zipper kinase serves as a poor prognosis marker and therapeutic target in gastric cancer. Oncotarget 2017; 7:6266-80. [PMID: 26701722 PMCID: PMC4868755 DOI: 10.18632/oncotarget.6673] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2015] [Accepted: 12/07/2015] [Indexed: 12/28/2022] Open
Abstract
Maternal embryonic leucine zipper kinase (MELK) is upregulated in a variety of human tumors, and is considered an attractive molecular target for cancer treatment. We characterized the expression of MELK in gastric cancer (GC) and measured the effects of reducing MELK mRNA levels and protein activity on GC growth. MELK was frequently overexpressed in primary GCs, and higher MELK levels correlated with worse clinical outcomes. Reducing MELK expression or inhibiting kinase activity resulted in growth inhibition, G2/M arrest, apoptosis and suppression of invasive capability of GC cells in vitro and in vivo. MELK knockdown led to alteration of epithelial mesenchymal transition (EMT)-associated proteins. Furthermore, targeting treatment with OTSSP167 in GC patient-derived xenograft (PDX) models had anticancer effects. Thus, MELK promotes cell growth and invasiveness by inhibiting apoptosis and promoting G2/M transition and EMT in GC. These results suggest that MELK may be a promising target for GC treatment.
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Affiliation(s)
- Shen Li
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Division of Gastrointestinal Cancer Translational Research Laboratory, Peking University Cancer Hospital & Institute, Beijing, China.,Department of Gastrointestinal Surgery, Peking University Cancer Hospital & Institute, Beijing, China
| | - Ziyu Li
- Department of Gastrointestinal Surgery, Peking University Cancer Hospital & Institute, Beijing, China
| | - Ting Guo
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Division of Gastrointestinal Cancer Translational Research Laboratory, Peking University Cancer Hospital & Institute, Beijing, China
| | - Xiao-Fang Xing
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Division of Gastrointestinal Cancer Translational Research Laboratory, Peking University Cancer Hospital & Institute, Beijing, China
| | - Xiaojing Cheng
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Division of Gastrointestinal Cancer Translational Research Laboratory, Peking University Cancer Hospital & Institute, Beijing, China
| | - Hong Du
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Division of Gastrointestinal Cancer Translational Research Laboratory, Peking University Cancer Hospital & Institute, Beijing, China
| | - Xian-Zi Wen
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Division of Gastrointestinal Cancer Translational Research Laboratory, Peking University Cancer Hospital & Institute, Beijing, China
| | - Jia-Fu Ji
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Division of Gastrointestinal Cancer Translational Research Laboratory, Peking University Cancer Hospital & Institute, Beijing, China.,Department of Gastrointestinal Surgery, Peking University Cancer Hospital & Institute, Beijing, China
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41
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Warpman Berglund U, Sanjiv K, Gad H, Kalderén C, Koolmeister T, Pham T, Gokturk C, Jafari R, Maddalo G, Seashore-Ludlow B, Chernobrovkin A, Manoilov A, Pateras IS, Rasti A, Jemth AS, Almlöf I, Loseva O, Visnes T, Einarsdottir BO, Gaugaz FZ, Saleh A, Platzack B, Wallner OA, Vallin KSA, Henriksson M, Wakchaure P, Borhade S, Herr P, Kallberg Y, Baranczewski P, Homan EJ, Wiita E, Nagpal V, Meijer T, Schipper N, Rudd SG, Bräutigam L, Lindqvist A, Filppula A, Lee TC, Artursson P, Nilsson JA, Gorgoulis VG, Lehtiö J, Zubarev RA, Scobie M, Helleday T. Validation and development of MTH1 inhibitors for treatment of cancer. Ann Oncol 2016; 27:2275-2283. [PMID: 27827301 DOI: 10.1093/annonc/mdw429] [Citation(s) in RCA: 100] [Impact Index Per Article: 11.1] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2016] [Accepted: 09/01/2016] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Previously, we showed cancer cells rely on the MTH1 protein to prevent incorporation of otherwise deadly oxidised nucleotides into DNA and we developed MTH1 inhibitors which selectively kill cancer cells. Recently, several new and potent inhibitors of MTH1 were demonstrated to be non-toxic to cancer cells, challenging the utility of MTH1 inhibition as a target for cancer treatment. MATERIAL AND METHODS Human cancer cell lines were exposed in vitro to MTH1 inhibitors or depleted of MTH1 by siRNA or shRNA. 8-oxodG was measured by immunostaining and modified comet assay. Thermal Proteome profiling, proteomics, cellular thermal shift assays, kinase and CEREP panel were used for target engagement, mode of action and selectivity investigations of MTH1 inhibitors. Effect of MTH1 inhibition on tumour growth was explored in BRAF V600E-mutated malignant melanoma patient derived xenograft and human colon cancer SW480 and HCT116 xenograft models. RESULTS Here, we demonstrate that recently described MTH1 inhibitors, which fail to kill cancer cells, also fail to introduce the toxic oxidized nucleotides into DNA. We also describe a new MTH1 inhibitor TH1579, (Karonudib), an analogue of TH588, which is a potent, selective MTH1 inhibitor with good oral availability and demonstrates excellent pharmacokinetic and anti-cancer properties in vivo. CONCLUSION We demonstrate that in order to kill cancer cells MTH1 inhibitors must also introduce oxidized nucleotides into DNA. Furthermore, we describe TH1579 as a best-in-class MTH1 inhibitor, which we expect to be useful in order to further validate the MTH1 inhibitor concept.
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Affiliation(s)
- U Warpman Berglund
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - K Sanjiv
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - H Gad
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - C Kalderén
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - T Koolmeister
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - T Pham
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - C Gokturk
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - R Jafari
- Clinical Proteomics Mass Spectrometry, Department of Oncology-Pathology
| | - G Maddalo
- Clinical Proteomics Mass Spectrometry, Department of Oncology-Pathology
| | - B Seashore-Ludlow
- Chemical Biology Consortium Sweden, Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - A Chernobrovkin
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - A Manoilov
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - I S Pateras
- Molecular Carcinogenesis Group, Department of Histology and Embryology, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - A Rasti
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - A-S Jemth
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - I Almlöf
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - O Loseva
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - T Visnes
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - B O Einarsdottir
- Sahlgrenska Translational Melanoma Group (SATMEG), Sahlgrenska Cancer Center, Department of Surgery, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg
| | - F Z Gaugaz
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics.,Department of Pharmacy and
| | - A Saleh
- Science for Life Laboratory Drug Discovery and Development Platform, ADME of Therapeutics facility, Department of Phamracy, Uppsala University, Uppsala, Sweden
| | - B Platzack
- Swedish Toxicology Sciences Research Center, Södertälje, Sweden
| | - O A Wallner
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - K S A Vallin
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - M Henriksson
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - P Wakchaure
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - S Borhade
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - P Herr
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - Y Kallberg
- National Bioinformatics Infrastructure Sweden (NBIS), Science for Life Laboratory, Department of Medicine Solna, Karolinska Institutet, Stockholm
| | - P Baranczewski
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics.,Science for Life Laboratory Drug Discovery and Development Platform, ADME of Therapeutics facility, Department of Phamracy, Uppsala University, Uppsala, Sweden
| | - E J Homan
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - E Wiita
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - V Nagpal
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics.,SP Process Development, Södertälje, Sweden
| | - T Meijer
- SP Process Development, Södertälje, Sweden
| | - N Schipper
- SP Process Development, Södertälje, Sweden
| | - S G Rudd
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - L Bräutigam
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - A Lindqvist
- Science for Life Laboratory Drug Discovery and Development Platform, ADME of Therapeutics facility, Department of Phamracy, Uppsala University, Uppsala, Sweden
| | - A Filppula
- Uppsala Drug Optimisation and Pharmaceutical Profiling Platform (UDOPP), Department of Pharmacy, Uppsala University, Uppsala, Sweden
| | - T-C Lee
- Institute of biomedical sciences, Academia Sinica, Taipei-115, Taiwan
| | - P Artursson
- Department of Pharmacy and.,Science for Life Laboratory Drug Discovery and Development Platform, ADME of Therapeutics facility, Department of Phamracy, Uppsala University, Uppsala, Sweden.,Uppsala Drug Optimisation and Pharmaceutical Profiling Platform (UDOPP), Department of Pharmacy, Uppsala University, Uppsala, Sweden
| | - J A Nilsson
- Sahlgrenska Translational Melanoma Group (SATMEG), Sahlgrenska Cancer Center, Department of Surgery, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg
| | - V G Gorgoulis
- Biomedical Research Foundation of the Academy of Athens, Athens, Greece.,Faculty Institute for Cancer Sciences, Manchester Academic Health Sciences Centre, University of Manchester, Manchester, UK
| | - J Lehtiö
- Clinical Proteomics Mass Spectrometry, Department of Oncology-Pathology
| | - R A Zubarev
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - M Scobie
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - T Helleday
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
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42
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Cohen JV, Tawbi H, Margolin KA, Amravadi R, Bosenberg M, Brastianos PK, Chiang VL, de Groot J, Glitza IC, Herlyn M, Holmen SL, Jilaveanu LB, Lassman A, Moschos S, Postow MA, Thomas R, Tsiouris JA, Wen P, White RM, Turnham T, Davies MA, Kluger HM. Melanoma central nervous system metastases: current approaches, challenges, and opportunities. Pigment Cell Melanoma Res 2016; 29:627-642. [PMID: 27615400 DOI: 10.1111/pcmr.12538] [Citation(s) in RCA: 81] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2016] [Accepted: 09/06/2016] [Indexed: 12/17/2022]
Abstract
Melanoma central nervous system metastases are increasing, and the challenges presented by this patient population remain complex. In December 2015, the Melanoma Research Foundation and the Wistar Institute hosted the First Summit on Melanoma Central Nervous System (CNS) Metastases in Philadelphia, Pennsylvania. Here, we provide a review of the current status of the field of melanoma brain metastasis research; identify key challenges and opportunities for improving the outcomes in patients with melanoma brain metastases; and set a framework to optimize future research in this critical area.
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Affiliation(s)
- Justine V Cohen
- Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA
| | - Hussain Tawbi
- Department of Melanoma, Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Kim A Margolin
- Department of Medical Oncology & Therapeutics Research, City of Hope Cancer Center, Duarte, CA, USA
| | - Ravi Amravadi
- Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA, USA
| | | | | | | | - John de Groot
- Division of Neuro-Oncology, MD Anderson Cancer Center, Houston, TX, USA
| | - Isabella C Glitza
- Department of Melanoma, Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Meenhard Herlyn
- Melanoma Research Center, The Wistar Institute, Philadelphia, PA, USA
| | - Sheri L Holmen
- Huntsman Cancer Institute, University of Utah Health Sciences Center, Salt Lake City, UT, USA
| | | | - Andrew Lassman
- Department of Neurology & Herbert Irving Comprehensive, Cancer Center, Columbia University Medical Center, New York, NY, USA
| | - Stergios Moschos
- UNC Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Michael A Postow
- Department of Oncology, Memorial Sloan Kettering Cancer Center and Weill Cornell Medicine, New York, NY, USA
| | - Reena Thomas
- Division of Neuro-Oncology, Department of Neurology, Stanford University, Stanford, CA, USA
| | - John A Tsiouris
- Department of Radiology, New York-Presbyterian Hospital - Weill Cornell Medicine, New York, NY, USA
| | - Patrick Wen
- Department of Neuro-Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Richard M White
- Department of Cancer Biology & Genetics, Memorial Sloan Kettering Cancer Center and Weill Cornell Medicine, New York, NY, USA
| | | | - Michael A Davies
- Department of Melanoma, Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
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43
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Hsu CL, Kuo YC, Huang Y, Huang YC, Lui KW, Chang KP, Lin TL, Fan HC, Lin AC, Hsieh CH, Lee LY, Wang HM, Li HP, Chang YS. Application of a patient-derived xenograft model in cytolytic viral activation therapy for nasopharyngeal carcinoma. Oncotarget 2016; 6:31323-34. [PMID: 26416517 PMCID: PMC4741608 DOI: 10.18632/oncotarget.5544] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2015] [Accepted: 09/11/2015] [Indexed: 01/08/2023] Open
Abstract
Nasopharyngeal carcinoma (NPC) is an Epstein Barr virus (EBV)-related malignancy in which the tumor microenvironment plays a pivotal role in tumor progression. Here, we developed two patient-derived xenograft (PDX) mouse lines from engrafted NPC metastatic tumors. Positive staining for EBV-encoded small RNAs confirmed that these tumors harbored EBV, and gene expression profile analyses further showed that the PDX was highly similar to the primary parent tumor. In vivo drug screening using the PDX system demonstrated that gemcitabine had the best antitumor effect among the tested drugs. The donor of this PDX also showed excellent responsiveness to gemcitabine treatment. The combination of gemcitabine and valproic acid exerted synergistic antitumor effects. Further addition of ganciclovir to this two-drug combination regimen enhanced cytolytic viral activation, yielding the best antitumor response among tested regimens. Treatment with this three-drug combination regimen decreased plasma EBV-DNA load, tumor viral concentration, and the number of viable tumor cells to a greater extent than the two-drug gemcitabine and valproic acid combination. These results highlight the value of PDX models in the development of EBV-targeted strategies to treat NPC.
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Affiliation(s)
- Cheng-Lung Hsu
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Yung-Chia Kuo
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Yenlin Huang
- Department of Pathology, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Yin-Cheng Huang
- Division of Neurologic Surgery, Department of Surgery, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Kar-Wai Lui
- Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Kai-Ping Chang
- Department of Otolaryngology-Head and Neck Surgery, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Tung-Liang Lin
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Hsien-Chi Fan
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - An-Chi Lin
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Chia-Hsun Hsieh
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Li-Yu Lee
- Department of Pathology, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Hung-Ming Wang
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Hsin-Pai Li
- Department of Cell and Molecular Biology, Chang Gung University, Taoyuan 333, Taiwan, ROC
| | - Yu-Sun Chang
- Department of Cell and Molecular Biology, Chang Gung University, Taoyuan 333, Taiwan, ROC
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44
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Kemper K, Krijgsman O, Kong X, Cornelissen-Steijger P, Shahrabi A, Weeber F, van der Velden DL, Bleijerveld OB, Kuilman T, Kluin RJC, Sun C, Voest EE, Ju YS, Schumacher TNM, Altelaar AFM, McDermott U, Adams DJ, Blank CU, Haanen JB, Peeper DS. BRAF(V600E) Kinase Domain Duplication Identified in Therapy-Refractory Melanoma Patient-Derived Xenografts. Cell Rep 2016; 16:263-277. [PMID: 27320919 PMCID: PMC4929150 DOI: 10.1016/j.celrep.2016.05.064] [Citation(s) in RCA: 56] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2015] [Revised: 04/08/2016] [Accepted: 05/16/2016] [Indexed: 12/31/2022] Open
Abstract
The therapeutic landscape of melanoma is improving rapidly. Targeted inhibitors show promising results, but drug resistance often limits durable clinical responses. There is a need for in vivo systems that allow for mechanistic drug resistance studies and (combinatorial) treatment optimization. Therefore, we established a large collection of patient-derived xenografts (PDXs), derived from BRAFV600E, NRASQ61, or BRAFWT/NRASWT melanoma metastases prior to treatment with BRAF inhibitor and after resistance had occurred. Taking advantage of PDXs as a limitless source, we screened tumor lysates for resistance mechanisms. We identified a BRAFV600E protein harboring a kinase domain duplication (BRAFV600E/DK) in ∼10% of the cases, both in PDXs and in an independent patient cohort. While BRAFV600E/DK depletion restored sensitivity to BRAF inhibition, a pan-RAF dimerization inhibitor effectively eliminated BRAFV600E/DK-expressing cells. These results illustrate the utility of this PDX platform and warrant clinical validation of BRAF dimerization inhibitors for this group of melanoma patients. Patient-derived xenograft (PDX) platform comprises 89 metastatic melanoma tumors Platform includes several pre-vemurafenib and vemurafenib-resistant PDXs Duplication of the BRAFV600E kinase domain is identified as a resistance mechanism Pan-RAF dimerization inhibitor LY3009120 eliminates melanoma cells with this duplication
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Affiliation(s)
- Kristel Kemper
- Division of Molecular Oncology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Oscar Krijgsman
- Division of Molecular Oncology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Xiangjun Kong
- Division of Molecular Oncology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Paulien Cornelissen-Steijger
- Division of Molecular Oncology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Aida Shahrabi
- Division of Molecular Oncology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Fleur Weeber
- Division of Molecular Oncology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Daphne L van der Velden
- Division of Molecular Oncology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Onno B Bleijerveld
- Mass Spectrometry/Proteomics Facility, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Thomas Kuilman
- Division of Molecular Oncology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Roel J C Kluin
- Central Genomics Facility, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Chong Sun
- Division of Molecular Carcinogenesis, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Emile E Voest
- Division of Molecular Oncology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Young Seok Ju
- Cancer Genome Project, The Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Ton N M Schumacher
- Division of Immunology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - A F Maarten Altelaar
- Mass Spectrometry/Proteomics Facility, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands; Biomolecular Mass Spectrometry and Proteomics, Bijvoet Centre for Biomolecular Research and Utrecht Institute for Pharmaceutical Sciences, University of Utrecht, Padualaan 8, 3584 CH Utrecht, the Netherlands
| | - Ultan McDermott
- Cancer Genome Project, The Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - David J Adams
- Experimental Cancer Genetics, The Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1HH, UK
| | - Christian U Blank
- Division of Immunology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - John B Haanen
- Division of Immunology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Daniel S Peeper
- Division of Molecular Oncology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands.
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45
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Girotti MR, Gremel G, Lee R, Galvani E, Rothwell D, Viros A, Mandal AK, Lim KHJ, Saturno G, Furney SJ, Baenke F, Pedersen M, Rogan J, Swan J, Smith M, Fusi A, Oudit D, Dhomen N, Brady G, Lorigan P, Dive C, Marais R. Application of Sequencing, Liquid Biopsies, and Patient-Derived Xenografts for Personalized Medicine in Melanoma. Cancer Discov 2016; 6:286-99. [PMID: 26715644 DOI: 10.1158/2159-8290.cd-15-1336] [Citation(s) in RCA: 180] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2015] [Accepted: 12/23/2015] [Indexed: 11/16/2022]
Abstract
UNLABELLED Targeted therapies and immunotherapies have transformed melanoma care, extending median survival from ∼9 to over 25 months, but nevertheless most patients still die of their disease. The aim of precision medicine is to tailor care for individual patients and improve outcomes. To this end, we developed protocols to facilitate individualized treatment decisions for patients with advanced melanoma, analyzing 364 samples from 214 patients. Whole exome sequencing (WES) and targeted sequencing of circulating tumor DNA (ctDNA) allowed us to monitor responses to therapy and to identify and then follow mechanisms of resistance. WES of tumors revealed potential hypothesis-driven therapeutic strategies for BRAF wild-type and inhibitor-resistant BRAF-mutant tumors, which were then validated in patient-derived xenografts (PDX). We also developed circulating tumor cell-derived xenografts (CDX) as an alternative to PDXs when tumors were inaccessible or difficult to biopsy. Thus, we describe a powerful technology platform for precision medicine in patients with melanoma. SIGNIFICANCE Although recent developments have revolutionized melanoma care, most patients still die of their disease. To improve melanoma outcomes further, we developed a powerful precision medicine platform to monitor patient responses and to identify and validate hypothesis-driven therapies for patients who do not respond, or who develop resistance to current treatments.
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Affiliation(s)
- Maria Romina Girotti
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Gabriela Gremel
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Rebecca Lee
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Elena Galvani
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Dominic Rothwell
- Clinical and Experimental Pharmacology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Amaya Viros
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Amit Kumar Mandal
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Kok Haw Jonathan Lim
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Grazia Saturno
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Simon J Furney
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Franziska Baenke
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Malin Pedersen
- Targeted Therapy Team, The Institute of Cancer Research, London, United Kingdom
| | - Jane Rogan
- The University of Manchester, The Christie NHS Foundation Trust, Manchester, United Kingdom
| | - Jacqueline Swan
- Research Services, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Matthew Smith
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Alberto Fusi
- The University of Manchester, The Christie NHS Foundation Trust, Manchester, United Kingdom
| | - Deemesh Oudit
- The University of Manchester, The Christie NHS Foundation Trust, Manchester, United Kingdom
| | - Nathalie Dhomen
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Ged Brady
- Clinical and Experimental Pharmacology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Paul Lorigan
- The University of Manchester, The Christie NHS Foundation Trust, Manchester, United Kingdom
| | - Caroline Dive
- Clinical and Experimental Pharmacology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom
| | - Richard Marais
- Molecular Oncology Group, Cancer Research UK Manchester Institute, Manchester, United Kingdom.
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46
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van der Weyden L, Patton EE, Wood GA, Foote AK, Brenn T, Arends MJ, Adams DJ. Cross-species models of human melanoma. J Pathol 2016; 238:152-165. [PMID: 26354726 PMCID: PMC4832391 DOI: 10.1002/path.4632] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2015] [Revised: 08/18/2015] [Accepted: 09/06/2015] [Indexed: 01/29/2023]
Abstract
Although transformation of melanocytes to melanoma is rare, the rapid growth, systemic spread, as well as the chemoresistance of melanoma present significant challenges for patient care. Here we review animal models of melanoma, including murine, canine, equine, and zebrafish models, and detail the immense contribution these models have made to our knowledge of human melanoma development, and to melanocyte biology. We also highlight the opportunities for cross-species comparative genomic studies of melanoma to identify the key molecular events that drive this complex disease.
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Affiliation(s)
- Louise van der Weyden
- Experimental Cancer Genetics, The Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire, CB10 1SA, UK
| | - E Elizabeth Patton
- MRC Human Genetics Unit, The MRC Institute of Genetics and Molecular Medicine, The University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, EH4 2XU, UK
| | - Geoffrey A Wood
- Department of Pathobiology, Ontario Veterinary College, University of Guelph, 50 Stone Road E, Guelph, Ontario, N1G 2W1, Canada
| | - Alastair K Foote
- Rossdales Equine Hospital, Cotton End Road, Exning, Newmarket, Suffolk, CB8 7NN, UK
| | - Thomas Brenn
- Pathology Department, Western General Hospital, Crewe Road, Edinburgh, EH4 2XU, UK
| | - Mark J Arends
- Centre for Comparative Pathology, University of Edinburgh, Western General Hospital, Crewe Road South, Edinburgh, EH4 2XR, UK
| | - David J Adams
- Experimental Cancer Genetics, The Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire, CB10 1SA, UK
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47
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Rossanese O, Eccles S, Springer C, Swain A, Raynaud FI, Workman P, Kirkin V. The pharmacological audit trail (PhAT): Use of tumor models to address critical issues in the preclinical development of targeted anticancer drugs. ACTA ACUST UNITED AC 2016. [DOI: 10.1016/j.ddmod.2017.07.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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48
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Krepler C, Xiao M, Sproesser K, Brafford PA, Shannan B, Beqiri M, Liu Q, Xu W, Garman B, Nathanson KL, Xu X, Karakousis GC, Mills GB, Lu Y, Ahmed TA, Poulikakos PI, Caponigro G, Boehm M, Peters M, Schuchter LM, Weeraratna AT, Herlyn M. Personalized Preclinical Trials in BRAF Inhibitor-Resistant Patient-Derived Xenograft Models Identify Second-Line Combination Therapies. Clin Cancer Res 2015; 22:1592-602. [PMID: 26673799 DOI: 10.1158/1078-0432.ccr-15-1762] [Citation(s) in RCA: 98] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2015] [Accepted: 12/03/2015] [Indexed: 01/04/2023]
Abstract
PURPOSE To test second-line personalized medicine combination therapies, based on genomic and proteomic data, in patient-derived xenograft (PDX) models. EXPERIMENTAL DESIGN We established 12 PDXs from BRAF inhibitor-progressed melanoma patients. Following expansion, PDXs were analyzed using targeted sequencing and reverse-phase protein arrays. By using multi-arm preclinical trial designs, we identified efficacious precision medicine approaches. RESULTS We identified alterations previously described as drivers of resistance: NRAS mutations in 3 PDXs, MAP2K1 (MEK1) mutations in 2, BRAF amplification in 4, and aberrant PTEN in 7. At the protein level, re-activation of phospho-MAPK predominated, with parallel activation of PI3K in a subset. Second-line efficacy of the pan-PI3K inhibitor BKM120 with either BRAF (encorafenib)/MEK (binimetinib) inhibitor combination or the ERK inhibitor VX-11e was confirmed in vivo Amplification of MET was observed in 3 PDX models, a higher frequency than expected and a possible novel mechanism of resistance. Importantly, MET amplification alone did not predict sensitivity to the MET inhibitor capmatinib. In contrast, capmatinib as single agent resulted in significant but transient tumor regression in a PDX with resistance to BRAF/MEK combination therapy and high pMET. The triple combination capmatinib/encorafenib/binimetinib resulted in complete and sustained tumor regression in all animals. CONCLUSIONS Genomic and proteomic data integration identifies dual-core pathway inhibition as well as MET as combinatorial targets. These studies provide evidence for biomarker development to appropriately select personalized therapies of patients and avoid treatment failures. See related commentary by Hartsough and Aplin, p. 1550.
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Affiliation(s)
- Clemens Krepler
- Molecular and Cellular Oncogenesis Program, Tumor Microenvironment and Metastasis Program, and Melanoma Research Center, The Wistar Institute, Philadelphia, Pennsylvania.
| | - Min Xiao
- Molecular and Cellular Oncogenesis Program, Tumor Microenvironment and Metastasis Program, and Melanoma Research Center, The Wistar Institute, Philadelphia, Pennsylvania
| | - Katrin Sproesser
- Molecular and Cellular Oncogenesis Program, Tumor Microenvironment and Metastasis Program, and Melanoma Research Center, The Wistar Institute, Philadelphia, Pennsylvania
| | - Patricia A Brafford
- Molecular and Cellular Oncogenesis Program, Tumor Microenvironment and Metastasis Program, and Melanoma Research Center, The Wistar Institute, Philadelphia, Pennsylvania
| | - Batool Shannan
- Molecular and Cellular Oncogenesis Program, Tumor Microenvironment and Metastasis Program, and Melanoma Research Center, The Wistar Institute, Philadelphia, Pennsylvania
| | - Marilda Beqiri
- Molecular and Cellular Oncogenesis Program, Tumor Microenvironment and Metastasis Program, and Melanoma Research Center, The Wistar Institute, Philadelphia, Pennsylvania
| | - Qin Liu
- Molecular and Cellular Oncogenesis Program, Tumor Microenvironment and Metastasis Program, and Melanoma Research Center, The Wistar Institute, Philadelphia, Pennsylvania
| | - Wei Xu
- University of Pennsylvania Abramson Cancer Center, Philadelphia, Pennsylvania
| | - Bradley Garman
- University of Pennsylvania Abramson Cancer Center, Philadelphia, Pennsylvania
| | | | - Xiaowei Xu
- University of Pennsylvania Abramson Cancer Center, Philadelphia, Pennsylvania
| | | | - Gordon B Mills
- University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Yiling Lu
- University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Tamer A Ahmed
- Icahn School of Medicine at Mount Sinai, New York, New York
| | | | | | - Markus Boehm
- Novartis Oncology Translational Medicine, Cambridge, Massachusetts
| | - Malte Peters
- Novartis Oncology Translational Medicine, Cambridge, Massachusetts
| | - Lynn M Schuchter
- University of Pennsylvania Abramson Cancer Center, Philadelphia, Pennsylvania
| | - Ashani T Weeraratna
- Molecular and Cellular Oncogenesis Program, Tumor Microenvironment and Metastasis Program, and Melanoma Research Center, The Wistar Institute, Philadelphia, Pennsylvania
| | - Meenhard Herlyn
- Molecular and Cellular Oncogenesis Program, Tumor Microenvironment and Metastasis Program, and Melanoma Research Center, The Wistar Institute, Philadelphia, Pennsylvania
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49
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Alkema NG, Wisman GBA, van der Zee AGJ, van Vugt MATM, de Jong S. Studying platinum sensitivity and resistance in high-grade serous ovarian cancer: Different models for different questions. Drug Resist Updat 2015; 24:55-69. [PMID: 26830315 DOI: 10.1016/j.drup.2015.11.005] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2015] [Revised: 11/04/2015] [Accepted: 11/19/2015] [Indexed: 12/21/2022]
Abstract
High-grade serous ovarian cancer (HGSOC) has the highest mortality rate among all gynecological cancers. Patients are generally diagnosed in an advanced stage with the majority of cases displaying platinum resistant relapses. Recent genomic interrogation of large numbers of HGSOC patient samples indicated high complexity in terms of genetic aberrations, intra- and intertumor heterogeneity and underscored their lack of targetable oncogenic mutations. Sub-classifications of HGSOC based on expression profiles, termed 'differentiated', 'immunoreactive', 'mesenchymal' and 'proliferative', were shown to have prognostic value. In addition, in almost half of all HGSOC patients, a deficiency in homologous recombination (HR) was found that potentially can be targeted using PARP inhibitors. Developing precision medicine requires advanced experimental models. In the current review, we discuss experimental HGSOC models in which resistance to platinum therapy and the use of novel therapeutics can be carefully studied. Panels of better-defined primary cell lines need to be established to capture the full spectrum of HGSOC subtypes. Further refinement of cell lines is obtained with a 3-dimensional culture model mimicking the tumor microenvironment. Alternatively, ex vivo ovarian tumor tissue slices are used. For in vivo studies, larger panels of ovarian cancer patient-derived xenografts (PDXs) are being established, encompassing all expression subtypes. Ovarian cancer PDXs grossly retain tumor heterogeneity and clinical response to platinum therapy is preserved. PDXs are currently used in drug screens and as avatars for patient response. The role of the immune system in tumor responses can be assessed using humanized PDXs and immunocompetent genetically engineered mouse models. Dynamic tracking of genetic alterations in PDXs as well as patients during treatment and after relapse is feasible by sequencing circulating cell-free tumor DNA and analyzing circulating tumor cells. We discuss how various models and methods can be combined to delineate the molecular mechanisms underlying platinum resistance and to select HGSOC patients other than BRCA1/2-mutation carriers that could potentially benefit from the synthetic lethality of PARP inhibitors. This integrated approach is a first step to improve therapy outcomes in specific subgroups of HGSOC patients.
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Affiliation(s)
- Nicolette G Alkema
- Department of Gynecologic Oncology, Cancer Research Centre Groningen, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - G Bea A Wisman
- Department of Gynecologic Oncology, Cancer Research Centre Groningen, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Ate G J van der Zee
- Department of Gynecologic Oncology, Cancer Research Centre Groningen, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Marcel A T M van Vugt
- Department of Medical Oncology, Cancer Research Centre Groningen, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Steven de Jong
- Department of Medical Oncology, Cancer Research Centre Groningen, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
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50
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High-throughput screening using patient-derived tumor xenografts to predict clinical trial drug response. Nat Med 2015; 21:1318-25. [PMID: 26479923 DOI: 10.1038/nm.3954] [Citation(s) in RCA: 973] [Impact Index Per Article: 97.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2014] [Accepted: 08/26/2015] [Indexed: 12/11/2022]
Abstract
Profiling candidate therapeutics with limited cancer models during preclinical development hinders predictions of clinical efficacy and identifying factors that underlie heterogeneous patient responses for patient-selection strategies. We established ∼1,000 patient-derived tumor xenograft models (PDXs) with a diverse set of driver mutations. With these PDXs, we performed in vivo compound screens using a 1 × 1 × 1 experimental design (PDX clinical trial or PCT) to assess the population responses to 62 treatments across six indications. We demonstrate both the reproducibility and the clinical translatability of this approach by identifying associations between a genotype and drug response, and established mechanisms of resistance. In addition, our results suggest that PCTs may represent a more accurate approach than cell line models for assessing the clinical potential of some therapeutic modalities. We therefore propose that this experimental paradigm could potentially improve preclinical evaluation of treatment modalities and enhance our ability to predict clinical trial responses.
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