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Goulding J, Yeh WI, Hancock B, Blum R, Xu T, Yang BH, Chang CW, Groff B, Avramis E, Pribadi M, Pan Y, Chu HY, Sikaroodi S, Fong L, Brookhouser N, Dailey T, Meza M, Denholtz M, Diaz E, Martin J, Szabo P, Cooley S, Ferrari de Andrade L, Lee TT, Bjordahl R, Wucherpfennig KW, Valamehr B. A chimeric antigen receptor uniquely recognizing MICA/B stress proteins provides an effective approach to target solid tumors. MED 2023; 4:457-477.e8. [PMID: 37172578 PMCID: PMC10524375 DOI: 10.1016/j.medj.2023.04.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 03/16/2023] [Accepted: 04/13/2023] [Indexed: 05/15/2023]
Abstract
BACKGROUND The advent of chimeric antigen receptor (CAR) T cell therapies has transformed the treatment of hematological malignancies; however, broader therapeutic success of CAR T cells has been limited in solid tumors because of their frequently heterogeneous composition. Stress proteins in the MICA and MICB (MICA/B) family are broadly expressed by tumor cells following DNA damage but are rapidly shed to evade immune detection. METHODS We have developed a novel CAR targeting the conserved α3 domain of MICA/B (3MICA/B CAR) and incorporated it into a multiplexed-engineered induced pluripotent stem cell (iPSC)-derived natural killer (NK) cell (3MICA/B CAR iNK) that expressed a shedding-resistant form of the CD16 Fc receptor to enable tumor recognition through two major targeting receptors. FINDINGS We demonstrated that 3MICA/B CAR mitigates MICA/B shedding and inhibition via soluble MICA/B while simultaneously exhibiting antigen-specific anti-tumor reactivity across an expansive library of human cancer cell lines. Pre-clinical assessment of 3MICA/B CAR iNK cells demonstrated potent antigen-specific in vivo cytolytic activity against both solid and hematological xenograft models, which was further enhanced in combination with tumor-targeted therapeutic antibodies that activate the CD16 Fc receptor. CONCLUSIONS Our work demonstrated 3MICA/B CAR iNK cells to be a promising multi-antigen-targeting cancer immunotherapy approach intended for solid tumors. FUNDING Funded by Fate Therapeutics and NIH (R01CA238039).
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Affiliation(s)
| | - Wen-I Yeh
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | | | - Robert Blum
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | - Tianhao Xu
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | - Bi-Huei Yang
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | | | - Brian Groff
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | - Earl Avramis
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | | | - Yijia Pan
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | - Hui-Yi Chu
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | | | - Lauren Fong
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | | | | | - Miguel Meza
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | | | - Evelyn Diaz
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | - Judy Martin
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | - Peter Szabo
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | - Sarah Cooley
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | | | - Tom T Lee
- Fate Therapeutics Inc., San Diego, CA 92131, USA
| | | | - Kai W Wucherpfennig
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Neurology, Brigham & Women's Hospital, Boston, MA 02115, USA; Department of Immunology, Harvard Medical School, Boston, MA 02115, USA
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Liu D, Hu L, Shao H. Therapeutic drug monitoring of immune checkpoint inhibitors: based on their pharmacokinetic properties and biomarkers. Cancer Chemother Pharmacol 2023:10.1007/s00280-023-04541-8. [PMID: 37410155 DOI: 10.1007/s00280-023-04541-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Accepted: 05/03/2023] [Indexed: 07/07/2023]
Abstract
As a new means of oncology treatment, immune checkpoint inhibitors (ICIs) can improve survival rates in patients with resistant or refractory tumors. However, there are obvious inter-individual differences in the unsatisfactory response rate, drug resistance rate and the occurrence of immune-related adverse events (irAE). These questions have sparked interest in researchers looking for a way to screen sensitive populations and predict efficacy and safety. Therapeutic drug monitoring (TDM) is a way to ensure the safety and effectiveness of medication by measuring the concentration of drugs in body fluids and adjusting the medication regimen. It has the potential to be an adjunctive means of predicting the safety and efficacy of ICIs treatment. In this review, the author outlined the pharmacokinetic (PK) characteristics of ICIs in patients. The feasibility and limitations of TDM of ICIs were discussed by summarizing the relationships between the pharmacokinetic parameters and the efficacy, toxicity and biomarkers.
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Affiliation(s)
- Dongxue Liu
- School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, China
| | - Linlin Hu
- Department of Pharmacy, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, China
- Office of Medication Clinical Institution, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, China
| | - Hua Shao
- Office of Medication Clinical Institution, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, China.
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3
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Wei F, Azuma K, Nakahara Y, Saito H, Matsuo N, Tagami T, Kouro T, Igarashi Y, Tokito T, Kato T, Kondo T, Murakami S, Usui R, Himuro H, Horaguchi S, Tsuji K, Murotani K, Ban T, Tamura T, Miyagi Y, Sasada T. Machine learning for prediction of immunotherapeutic outcome in non-small-cell lung cancer based on circulating cytokine signatures. J Immunother Cancer 2023; 11:e006788. [PMID: 37433717 DOI: 10.1136/jitc-2023-006788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/11/2023] [Indexed: 07/13/2023] Open
Abstract
BACKGROUND Immune checkpoint inhibitor (ICI) therapy has substantially improved the overall survival (OS) in patients with non-small-cell lung cancer (NSCLC); however, its response rate is still modest. In this study, we developed a machine learning-based platform, namely the Cytokine-based ICI Response Index (CIRI), to predict the ICI response of patients with NSCLC based on the peripheral blood cytokine profiles. METHODS We enrolled 123 and 99 patients with NSCLC who received anti-PD-1/PD-L1 monotherapy or combined chemotherapy in the training and validation cohorts, respectively. The plasma concentrations of 93 cytokines were examined in the peripheral blood obtained from patients at baseline (pre) and 6 weeks after treatment (early during treatment: edt). Ensemble learning random survival forest classifiers were developed to select feature cytokines and predict the OS of patients undergoing ICI therapy. RESULTS Fourteen and 19 cytokines at baseline and on treatment, respectively, were selected to generate CIRI models (namely preCIRI14 and edtCIRI19), both of which successfully identified patients with worse OS in two completely independent cohorts. At the population level, the prediction accuracies of preCIRI14 and edtCIRI19, as indicated by the concordance indices (C-indices), were 0.700 and 0.751 in the validation cohort, respectively. At the individual level, patients with higher CIRI scores demonstrated worse OS [hazard ratio (HR): 0.274 and 0.163, and p<0.0001 and p=0.0044 in preCIRI14 and edtCIRI19, respectively]. By including other circulating and clinical features, improved prediction efficacy was observed in advanced models (preCIRI21 and edtCIRI27). The C-indices in the validation cohort were 0.764 and 0.757, respectively, whereas the HRs of preCIRI21 and edtCIRI27 were 0.141 (p<0.0001) and 0.158 (p=0.038), respectively. CONCLUSIONS The CIRI model is highly accurate and reproducible in determining the patients with NSCLC who would benefit from anti-PD-1/PD-L1 therapy with prolonged OS and may aid in clinical decision-making before and/or at the early stage of treatment.
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Affiliation(s)
- Feifei Wei
- Division of Cancer Immunotherapy, Kanagawa Cancer Center Research Institute, Yokohama, Japan
- Cancer Vaccine and Immunotherapy Center, Kanagawa Cancer Center, Yokohama, Japan
| | - Koichi Azuma
- Department of Internal Medicine, Kurume University School of Medicine, Kurume, Japan
| | - Yoshiro Nakahara
- Department of Thoracic Oncology, Kanagawa Cancer Center, Yokohama, Japan
- Department of Respiratory Medicine, Kitasato University School of Medicine, Sagamihara, Japan
| | - Haruhiro Saito
- Department of Thoracic Oncology, Kanagawa Cancer Center, Yokohama, Japan
| | - Norikazu Matsuo
- Department of Internal Medicine, Kurume University School of Medicine, Kurume, Japan
| | - Tomoyuki Tagami
- Research Institute for Bioscience Products and Fine Chemicals, Ajinomoto Co Inc, Kawasaki, Japan
| | - Taku Kouro
- Division of Cancer Immunotherapy, Kanagawa Cancer Center Research Institute, Yokohama, Japan
- Cancer Vaccine and Immunotherapy Center, Kanagawa Cancer Center, Yokohama, Japan
| | - Yuka Igarashi
- Division of Cancer Immunotherapy, Kanagawa Cancer Center Research Institute, Yokohama, Japan
- Cancer Vaccine and Immunotherapy Center, Kanagawa Cancer Center, Yokohama, Japan
| | - Takaaki Tokito
- Department of Internal Medicine, Kurume University School of Medicine, Kurume, Japan
| | - Terufumi Kato
- Department of Thoracic Oncology, Kanagawa Cancer Center, Yokohama, Japan
| | - Tetsuro Kondo
- Department of Thoracic Oncology, Kanagawa Cancer Center, Yokohama, Japan
| | - Shuji Murakami
- Department of Thoracic Oncology, Kanagawa Cancer Center, Yokohama, Japan
| | - Ryo Usui
- Department of Thoracic Oncology, Kanagawa Cancer Center, Yokohama, Japan
| | - Hidetomo Himuro
- Division of Cancer Immunotherapy, Kanagawa Cancer Center Research Institute, Yokohama, Japan
- Cancer Vaccine and Immunotherapy Center, Kanagawa Cancer Center, Yokohama, Japan
| | - Shun Horaguchi
- Division of Cancer Immunotherapy, Kanagawa Cancer Center Research Institute, Yokohama, Japan
- Cancer Vaccine and Immunotherapy Center, Kanagawa Cancer Center, Yokohama, Japan
- Department of Pediatric Surgery, Nihon University School of Medicine, Tokyo, Japan
| | - Kayoko Tsuji
- Division of Cancer Immunotherapy, Kanagawa Cancer Center Research Institute, Yokohama, Japan
- Cancer Vaccine and Immunotherapy Center, Kanagawa Cancer Center, Yokohama, Japan
| | - Kenta Murotani
- Biostatistics Center, Kurume University School of Medicine, Kurume, Japan
| | - Tatsuma Ban
- Department of Immunology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Tomohiko Tamura
- Department of Immunology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Yohei Miyagi
- Kanagawa Cancer Center Research Institute, Yokohama, Japan
| | - Tetsuro Sasada
- Division of Cancer Immunotherapy, Kanagawa Cancer Center Research Institute, Yokohama, Japan
- Cancer Vaccine and Immunotherapy Center, Kanagawa Cancer Center, Yokohama, Japan
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Voronova V, Vislobokova A, Mutig K, Samsonov M, Peskov K, Sekacheva M, Materenchuk M, Bunyatyan N, Lebedeva S. Combination of immune checkpoint inhibitors with radiation therapy in cancer: A hammer breaking the wall of resistance. Front Oncol 2022; 12:1035884. [PMID: 36544712 PMCID: PMC9760959 DOI: 10.3389/fonc.2022.1035884] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2022] [Accepted: 11/07/2022] [Indexed: 12/12/2022] Open
Abstract
Immuno-oncology is an emerging field in the treatment of oncological diseases, that is based on recruitment of the host immune system to attack the tumor. Radiation exposure may help to unlock the potential of the immune activating agents by enhancing the antigen release and presentation, attraction of immunocompetent cells to the inflammation site, and eliminating the tumor cells by phagocytosis, thereby leading to an overall enhancement of the immune response. Numerous preclinical studies in mouse models of glioma, murine melanoma, extracranial cancer, or colorectal cancer have contributed to determination of the optimal radiotherapy fractionation, as well as the radio- and immunotherapy sequencing strategies for maximizing the antitumor activity of the treatment regimen. At the same time, efficacy of combined radio- and immunotherapy has been actively investigated in clinical trials of metastatic melanoma, non-small-cell lung cancer and renal cell carcinoma. The present review summarizes the current advancements and challenges related to the aforementioned treatment approach.
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Affiliation(s)
- Veronika Voronova
- Department of Pharmacological Modeling, M&S Decisions LLC, Moscow, Russia
| | - Anastasia Vislobokova
- Department of Pharmacology, Institute of Pharmacy, I.M. Sechenov First Moscow State Medical University, Moscow, Russia
| | - Kerim Mutig
- Department of Pharmacology, Institute of Pharmacy, I.M. Sechenov First Moscow State Medical University, Moscow, Russia
| | - Mikhail Samsonov
- Department of Pharmacology, Institute of Pharmacy, I.M. Sechenov First Moscow State Medical University, Moscow, Russia
| | - Kirill Peskov
- Department of Pharmacological Modeling, M&S Decisions LLC, Moscow, Russia,MID3 Research Center, I.M. Sechenov First Moscow State Medical University, Moscow, Russia,Artificial Intelligence Research Center, STU Sirius, Sochi, Russia
| | - Marina Sekacheva
- World-Class Research Center “Digital biodesign and personalized healthcare”, I.M. Sechenov First Moscow State Medical University, Moscow, Russia
| | - Maria Materenchuk
- Department of Pharmacology, Institute of Pharmacy, I.M. Sechenov First Moscow State Medical University, Moscow, Russia
| | - Natalya Bunyatyan
- Institute of Professional Education, I.M. Sechenov First Moscow State Medical University, Moscow, Russia,Federal State Budgetary Institution “Scientific Centre for Expert Evaluation of Medicinal Products” of the Ministry of Health of the Russian Federation, Moscow, Russia
| | - Svetlana Lebedeva
- Department of Pharmacology, Institute of Pharmacy, I.M. Sechenov First Moscow State Medical University, Moscow, Russia,Institute of Professional Education, I.M. Sechenov First Moscow State Medical University, Moscow, Russia,*Correspondence: Svetlana Lebedeva,
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Koguchi Y, Redmond WL. A Novel Class of On-Treatment Cancer Immunotherapy Biomarker: Trough Levels of Antibody Therapeutics in Peripheral Blood. Immunol Invest 2022; 51:2159-2175. [PMID: 36301695 DOI: 10.1080/08820139.2022.2131570] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
While immune checkpoint blockade has revolutionized cancer treatment, unfortunately most patients do not benefit from this treatment. Many pharmacodynamic (PD) studies have revealed essential requirements for successful cancer immunotherapy that may provide insight into how we can improve these agents. Despite enormous efforts focused on interrogating the immune system using different biospecimens (e.g. blood, primary tumor, metastatic tumor, microbiome samples), a variety of technologies (e.g. flow cytometry, bulk and single-cell RNA-sequencing, immunohistochemistry), and wide-ranging disciplines (e.g. pathology, genomics, bioinformatics, immunology, cancer biology, metabolomics, bacteriology), discovery of consistent biomarkers of response have remained elusive. Pharmacokinetics (PK) studies, however, not only provide critical information regarding safe dosing but may also reveal useful biomarkers. For example, recent studies found that trough levels of therapeutic monoclonal antibodies (mAbs) or clearance (CL) of them were associated with clinical outcome, which suggests that trough levels of mAbs may represent a new class of on-treatment cancer immunotherapy biomarker. In this review, we summarize the potential utility of trough levels of mAbs, the mechanism of varying PK, consideration for therapeutic drug monitoring, and assay attributes that will facilitate wider utilization of PK information in conjunction with PD assessments.
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Affiliation(s)
- Yoshinobu Koguchi
- Earle A. Chiles Research Institute, Providence Cancer Institute, Portland, Oregon, USA
| | - William L Redmond
- Earle A. Chiles Research Institute, Providence Cancer Institute, Portland, Oregon, USA
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Seal S, Ghosh D. MIAMI: mutual information-based analysis of multiplex imaging data. Bioinformatics 2022; 38:3818-3826. [PMID: 35748713 PMCID: PMC9344855 DOI: 10.1093/bioinformatics/btac414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Revised: 05/09/2022] [Accepted: 06/21/2022] [Indexed: 02/01/2023] Open
Abstract
MOTIVATION Studying the interaction or co-expression of the proteins or markers in the tumor microenvironment of cancer subjects can be crucial in the assessment of risks, such as death or recurrence. In the conventional approach, the cells need to be declared positive or negative for a marker based on its intensity. For multiple markers, manual thresholds are required for all the markers, which can become cumbersome. The performance of the subsequent analysis relies heavily on this step and thus suffers from subjectivity and lacks robustness. RESULTS We present a new method where different marker intensities are viewed as dependent random variables, and the mutual information (MI) between them is considered to be a metric of co-expression. Estimation of the joint density, as required in the traditional form of MI, becomes increasingly challenging as the number of markers increases. We consider an alternative formulation of MI which is conceptually similar but has an efficient estimation technique for which we develop a new generalization. With the proposed method, we analyzed a lung cancer dataset finding the co-expression of the markers, HLA-DR and CK to be associated with survival. We also analyzed a triple negative breast cancer dataset finding the co-expression of the immuno-regulatory proteins, PD1, PD-L1, Lag3 and IDO, to be associated with disease recurrence. We demonstrated the robustness of our method through different simulation studies. AVAILABILITY AND IMPLEMENTATION The associated R package can be found here, https://github.com/sealx017/MIAMI. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Souvik Seal
- Department of Biostatistics and Informatics, University of Colorado CU Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Debashis Ghosh
- Department of Biostatistics and Informatics, University of Colorado CU Anschutz Medical Campus, Aurora, CO 80045, USA
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Pedersen JG, Sokac M, Sørensen BS, Luczak AA, Aggerholm-Pedersen N, Birkbak NJ, Øllegaard TH, Jakobsen MR. Increased Soluble PD-1 Predicts Response to Nivolumab plus Ipilimumab in Melanoma. Cancers (Basel) 2022; 14:cancers14143342. [PMID: 35884403 PMCID: PMC9322974 DOI: 10.3390/cancers14143342] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 06/28/2022] [Accepted: 07/05/2022] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Checkpoint inhibitors have revolutionized the treatment of metastatic melanoma, yielding long-term survival in a considerable proportion of the patients. Yet, 40-60% of patients do not achieve a long-term benefit from such therapy, emphasizing the urgent need to identify biomarkers that can predict response to immunotherapy and guide patients for the best possible treatment. Here, we exploited an unsupervised machine learning approach to identify potential inflammatory cytokine signatures from liquid biopsies, which could predict response to immunotherapy in melanoma. METHODS We studied a cohort of 77 patients diagnosed with unresectable advanced-stage melanoma undergoing treatment with first-line nivolumab plus ipilimumab or pembrolizumab. Baseline and on-treatment plasma samples were tested for levels of PD-1, PD-L1, IFNγ, IFNβ, CCL20, CXCL5, CXCL10, IL6, IL8, IL10, MCP1, and TNFα and analyzed by Uniform Manifold Approximation and Projection (UMAP) dimension reduction method and k-means clustering analysis. RESULTS Interestingly, using UMAP analysis, we found that treatment-induced cytokine changes measured as a ratio between baseline and on-treatment samples correlated significantly to progression-free survival (PFS). For patients treated with nivolumab plus ipilimumab we identified a group of patients with superior PFS that were characterized by significantly higher baseline-to-on-treatment increments of PD-1, PD-L1, IFNγ, IL10, CXCL10, and TNFα compared to patients with worse PFS. Particularly, a high PD-1 increment was a strong individual predictor for superior PFS (HR = 0.13; 95% CI 0.034-0.49; p = 0.0026). In contrast, decreasing levels of IFNγ and IL6 and increasing levels of CXCL5 were associated with superior PFS in the pembrolizumab group, although none of the cytokines were individually predictors for PFS. CONCLUSIONS In short, our study demonstrates that a high increment of PD-1 is associated with superior PFS in advanced-stage melanoma patients treated with nivolumab plus ipilimumab. In contrast, decreasing levels of IFNγ and IL6, and increasing levels of CXCL5 are associated with response to pembrolizumab. These results suggest that using serial samples to monitor changes in cytokine levels early during treatment is informative for treatment response.
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Affiliation(s)
| | - Mateo Sokac
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, 8200 Aarhus N, Denmark; (M.S.); (N.J.B.)
| | - Boe Sandahl Sørensen
- Department of Clinical Biochemistry, Aarhus University Hospital, 8200 Aarhus N, Denmark;
| | | | | | - Nicolai Juul Birkbak
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, 8200 Aarhus N, Denmark; (M.S.); (N.J.B.)
- Department of Clinical Medicine, Aarhus University, 8200 Aarhus N, Denmark
- Bioinformatics Research Centre, Aarhus University, 8000 Aarhus C, Denmark
| | - Trine Heide Øllegaard
- Department of Oncology, Aarhus University Hospital, 8200 Aarhus N, Denmark;
- Correspondence: (T.H.Ø); (M.R.J.)
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Seal S, Vu T, Ghosh T, Wrobel J, Ghosh D. DenVar: density-based variation analysis of multiplex imaging data. BIOINFORMATICS ADVANCES 2022; 2:vbac039. [PMID: 36699398 PMCID: PMC9710661 DOI: 10.1093/bioadv/vbac039] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Revised: 04/17/2022] [Accepted: 05/18/2022] [Indexed: 02/01/2023]
Abstract
Summary Multiplex imaging platforms have become popular for studying complex single-cell biology in the tumor microenvironment (TME) of cancer subjects. Studying the intensity of the proteins that regulate important cell-functions becomes extremely crucial for subject-specific assessment of risks. The conventional approach requires selection of two thresholds, one to define the cells of the TME as positive or negative for a particular protein, and the other to classify the subjects based on the proportion of the positive cells. We present a threshold-free approach in which distance between a pair of subjects is computed based on the probability density of the protein in their TMEs. The distance matrix can either be used to classify the subjects into meaningful groups or can directly be used in a kernel machine regression framework for testing association with clinical outcomes. The method gets rid of the subjectivity bias of the thresholding-based approach, enabling easier but interpretable analysis. We analyze a lung cancer dataset, finding the difference in the density of protein HLA-DR to be significantly associated with the overall survival and a triple-negative breast cancer dataset, analyzing the effects of multiple proteins on survival and recurrence. The reliability of our method is demonstrated through extensive simulation studies. Availability and implementation The associated R package can be found here, https://github.com/sealx017/DenVar. Supplementary information Supplementary data are available at Bioinformatics Advances online.
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Affiliation(s)
- Souvik Seal
- Department of Biostatistics and Informatics, University of Colorado CU Anschutz Medical Campus, Aurora, CO, USA,To whom correspondence should be addressed.
| | - Thao Vu
- Department of Biostatistics and Informatics, University of Colorado CU Anschutz Medical Campus, Aurora, CO, USA
| | - Tusharkanti Ghosh
- Department of Biostatistics and Informatics, University of Colorado CU Anschutz Medical Campus, Aurora, CO, USA
| | - Julia Wrobel
- Department of Biostatistics and Informatics, University of Colorado CU Anschutz Medical Campus, Aurora, CO, USA
| | - Debashis Ghosh
- Department of Biostatistics and Informatics, University of Colorado CU Anschutz Medical Campus, Aurora, CO, USA
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Vitiligo-specific soluble biomarkers as early indicators of response to immune checkpoint inhibitors in metastatic melanoma patients. Sci Rep 2022; 12:5448. [PMID: 35361879 PMCID: PMC8971439 DOI: 10.1038/s41598-022-09373-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Accepted: 03/21/2022] [Indexed: 02/08/2023] Open
Abstract
Immunotherapy with checkpoint inhibitors (CPIs) strongly improved the outcome of metastatic melanoma patients. However, not all the patients respond to treatment and identification of prognostic biomarkers able to select responding patients is currently of outmost importance. Considering that development of vitiligo-like depigmentation in melanoma patients represents both an adverse event of CPIs and a favorable prognostic factor, we analyzed soluble biomarkers of vitiligo to validate them as early indicators of response to CPIs. Fifty-seven metastatic melanoma patients receiving CPIs were enrolled and divided according to the best overall response to treatment. Patient sera were evaluated at pre-treatment and after 1 and 3 months of therapy. We found that basal CD25 serum levels were higher in stable and responding patients and remained higher during the first 3 months of CPI therapy compared to non-responders. CXCL9 was absent in non-responding patients before therapy beginning. Moreover, an increase of CXCL9 levels was observed at 1 and 3 months of therapy for all patients, although higher CXCL9 amounts were present in stable and responding compared to non-responding patients. Variations in circulating immune cell subsets was also analyzed, revealing a reduced number of regulatory T lymphocytes in responding patients. Altogether, our data indicate that a pre-existing and maintained activation of the immune system could be an indication of response to CPI treatment in melanoma patients.
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Iwamoto N, Koguchi Y, Yokoyama K, Hamada A, Yonezawa A, Piening BD, Tran E, Fox BA, Redmond WL, Shimada T. A rapid and universal liquid chromatograph-mass spectrometry-based platform, refmAb-Q nSMOL, for monitoring monoclonal antibody therapeutics. Analyst 2022; 147:4275-4284. [DOI: 10.1039/d2an01032a] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Accurate multiplexed quantitation of unique signature peptides derived from monoclonal antibody therapeutics with a universal reference antibody refmAb-Q using Fab-selective proteolysis nSMOL coupled with LC-MS/MS.
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Affiliation(s)
- Noriko Iwamoto
- Shimadzu Bioscience Research Partnership, Shimadzu Scientific Instruments, 21720 23rd Dr SE, Bothell, WA 98021, USA
| | - Yoshinobu Koguchi
- Earle A. Chiles Research Institute, Providence Cancer Institute, 4805 NE Glisan St., Portland, OR 97213, USA
| | - Kotoko Yokoyama
- Global Application Development Center, Shimadzu Corporation, Nishinokyo-Kuwabaracho, Nakagyo-ku, Kyoto 604-8511, Japan
| | - Akinobu Hamada
- Division of Molecular Pharmacology, National Cancer Center, 5-1-1 Tsukuji, Chuo-ku, Tokyo 104-0045, Japan
| | - Atsushi Yonezawa
- Department of Clinical Pharmacology and Therapeutics, Kyoto University Hospital, 54 Kawaharacho, Shogoin, Sakyo-ku, Kyoto 606-8507, Japan
| | - Brian D. Piening
- Earle A. Chiles Research Institute, Providence Cancer Institute, 4805 NE Glisan St., Portland, OR 97213, USA
| | - Eric Tran
- Earle A. Chiles Research Institute, Providence Cancer Institute, 4805 NE Glisan St., Portland, OR 97213, USA
| | - Bernard A. Fox
- Earle A. Chiles Research Institute, Providence Cancer Institute, 4805 NE Glisan St., Portland, OR 97213, USA
| | - William L. Redmond
- Earle A. Chiles Research Institute, Providence Cancer Institute, 4805 NE Glisan St., Portland, OR 97213, USA
| | - Takashi Shimada
- Shimadzu Bioscience Research Partnership, Shimadzu Scientific Instruments, 21720 23rd Dr SE, Bothell, WA 98021, USA
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11
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Koguchi Y, Iwamoto N, Shimada T, Chang SC, Cha J, Curti BD, Urba WJ, Piening BD, Redmond WL. Trough levels of ipilimumab in serum as a potential biomarker of clinical outcomes for patients with advanced melanoma after treatment with ipilimumab. J Immunother Cancer 2021; 9:jitc-2021-002663. [PMID: 34620702 PMCID: PMC8499328 DOI: 10.1136/jitc-2021-002663] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/14/2021] [Indexed: 12/29/2022] Open
Abstract
Background Immune checkpoint blockade (ICB) using anti-CTLA-4 and anti-PD-1/PD-L1 has revolutionized the treatment of advanced cancer. However, ICB is effective for only a small fraction of patients, and biomarkers such as expression of PD-L1 in tumor or serum levels of CXCL11 have suboptimal sensitivity and specificity. Exposure–response (E-R) relationships have been observed with other therapeutic monoclonal antibodies. There are many factors influencing E-R relationships, yet several studies have shown that trough levels of anti-PD-1/PD-L1 correlated with clinical outcomes. However, the potential utility of anti-CTLA-4 levels as a biomarker remains unknown. Methods Serum was obtained at trough levels at weeks 7 and 12 (after doses 2 and 4) from patients with advanced melanoma who received ipilimumab alone (3 mg/kg every 3 weeks for four treatments) via an expanded access program (NCT00495066). We have successfully established a proteomics assay to measure the concentration of ipilimumab in serum using an liquid chromatography with tandem mass spectrometry-based nanosurface and molecular-orientation limited proteolysis (nSMOL) approach. Serum samples from 38 patients were assessed for trough levels of ipilimumab by the nSMOL assay. Results We found that trough levels of ipilimumab were higher in patients who developed immune-related adverse events but did not differ based on the presence or absence of disease progression. We found that patients with higher trough levels of ipilimumab had better overall survival when grouped based on ipilimumab trough levels. Trough levels of ipilimumab were inversely associated with pretreatment serum levels of CXCL11, a predictive biomarker we previously identified, and soluble CD25 (sCD25), a prognostic biomarker for advanced melanoma, as well as C reactive protein (CRP) and interleukin (IL)-6 levels at week 7. Conclusions Our results suggest that trough levels of ipilimumab may be a useful biomarker for the long-term survival of patients with advanced melanoma treated with ipilimumab. The association of ipilimumab trough levels with pretreatment serum levels of CXCL11 and sCD25 is suggestive of a baseline-driven E-R relationship, and the association of ipilimumab trough levels with on-treatment levels of CRP and IL-6 is suggestive of response-driven E-R relationship. Our findings highlight the potential utility of trough levels of ipilimumab as a biomarker. Trial registration number NCT00495066.
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Affiliation(s)
- Yoshinobu Koguchi
- Earle A Chiles Research Institute, Providence Cancer Institute, Portland, Oregon, USA
| | - Noriko Iwamoto
- Shimadzu Bioscience Research Partnership, Shimadzu Scientific Instruments, Bothell, Washington, USA
| | - Takashi Shimada
- Shimadzu Bioscience Research Partnership, Shimadzu Scientific Instruments, Bothell, Washington, USA
| | - Shu-Ching Chang
- Medical Data Research Center, Providence St Joseph Health, Portland, Oregon, USA
| | - John Cha
- Earle A Chiles Research Institute, Providence Cancer Institute, Portland, Oregon, USA
| | - Brendan D Curti
- Earle A Chiles Research Institute, Providence Cancer Institute, Portland, Oregon, USA
| | - Walter J Urba
- Earle A Chiles Research Institute, Providence Cancer Institute, Portland, Oregon, USA
| | - Brian D Piening
- Earle A Chiles Research Institute, Providence Cancer Institute, Portland, Oregon, USA
| | - William L Redmond
- Earle A Chiles Research Institute, Providence Cancer Institute, Portland, Oregon, USA
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12
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Shklovskaya E, Rizos H. MHC Class I Deficiency in Solid Tumors and Therapeutic Strategies to Overcome It. Int J Mol Sci 2021; 22:ijms22136741. [PMID: 34201655 PMCID: PMC8268865 DOI: 10.3390/ijms22136741] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2021] [Revised: 06/18/2021] [Accepted: 06/21/2021] [Indexed: 12/21/2022] Open
Abstract
It is now well accepted that the immune system can control cancer growth. However, tumors escape immune-mediated control through multiple mechanisms and the downregulation or loss of major histocompatibility class (MHC)-I molecules is a common immune escape mechanism in many cancers. MHC-I molecules present antigenic peptides to cytotoxic T cells, and MHC-I loss can render tumor cells invisible to the immune system. In this review, we examine the dysregulation of MHC-I expression in cancer, explore the nature of MHC-I-bound antigenic peptides recognized by immune cells, and discuss therapeutic strategies that can be used to overcome MHC-I deficiency in solid tumors, with a focus on the role of natural killer (NK) cells and CD4 T cells.
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13
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Takacs GP, Flores-Toro JA, Harrison JK. Modulation of the chemokine/chemokine receptor axis as a novel approach for glioma therapy. Pharmacol Ther 2021; 222:107790. [PMID: 33316289 PMCID: PMC8122077 DOI: 10.1016/j.pharmthera.2020.107790] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Accepted: 12/04/2020] [Indexed: 02/06/2023]
Abstract
Chemokines are a large subfamily of cytokines known for their ability to facilitate cell migration, most notably leukocytes, throughout the body. Chemokines are necessary for a functioning immune system in both health and disease and have received considerable attention for their roles in orchestrating temporal-spatial regulation of immune cell populations in cancer. Gliomas comprise a group of common central nervous system (CNS) primary tumors that are extremely challenging to treat. Immunotherapy approaches for highly malignant brain tumors offer an exciting new avenue for therapeutic intervention but so far, have seen limited successful clinical outcomes. Herein we focus on important chemokine/chemokine receptor systems in the regulation of pro- and anti-tumor mechanisms, highlighting potential therapeutic advantages of modulating these systems in malignant gliomas and other cancers.
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Affiliation(s)
- Gregory P Takacs
- Department of Pharmacology & Therapeutics, College of Medicine, University of Florida, Gainesville, FL 32610, USA
| | - Joseph A Flores-Toro
- Department of Pharmacology & Therapeutics, College of Medicine, University of Florida, Gainesville, FL 32610, USA
| | - Jeffrey K Harrison
- Department of Pharmacology & Therapeutics, College of Medicine, University of Florida, Gainesville, FL 32610, USA.
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14
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Arends R, Guo X, Baverel PG, González-García I, Xie J, Morsli N, Yovine A, Roskos LK. Association of circulating protein biomarkers with clinical outcomes of durvalumab in head and neck squamous cell carcinoma. Oncoimmunology 2021; 10:1898104. [PMID: 33796405 PMCID: PMC7993189 DOI: 10.1080/2162402x.2021.1898104] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
The potential for durvalumab, a programmed cell death ligand-1 (PD-L1)-blocking monoclonal antibody, to treat head and neck squamous cell carcinoma (HNSCC) is being evaluated in multiple clinical trials. We assessed circulating proteins at baseline to identify potential biomarkers and to understand pathways related to clinical outcomes for durvalumab. Prior to treatment, 66 serum proteins were measured using multiplex immunoassays for 158 durvalumab-treated HNSCC patients in the phase II HAWK and CONDOR trials as a discovery dataset and 209 durvalumab-treated HNSCC patients in the phase III EAGLE trial as a validation dataset. Multivariate Cox modeling of HAWK and CONDOR datasets established that higher baseline concentrations of interleukin-6 (IL-6), C-reactive protein, S100 calcium-binding protein A12, and angiopoietin-2 (ANGPT2) were associated with shorter overall survival (OS), while higher concentrations of osteocalcin correlated with longer OS after durvalumab treatment (p < .05). All five proteins remained significantly correlated with OS after adjusting for baseline clinical factors, with consistent results across clinical efficacy endpoints based on univariate correlation analyses. The validation dataset from the EAGLE trial confirmed the independent association of IL-6 and osteocalcin with OS, and preserved directional trends for the other biomarkers identified in the discovery dataset. Our results demonstrate the important role of immunosuppressive proteins in the resistance of HNSCC to durvalumab treatment. Osteocalcin showed a positive correlation with clinical outcomes, which remains to be further investigated.
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Affiliation(s)
- Rosalinda Arends
- Clinical Pharmacology & Safety Sciences, AstraZeneca, Gaithersburg, MD, USA
| | - Xiang Guo
- Clinical Pharmacology & Safety Sciences, AstraZeneca, Gaithersburg, MD, USA
| | - Paul G Baverel
- Clinical Pharmacology & Safety Sciences, AstraZeneca, Cambridge, UK
| | | | - James Xie
- Clinical Pharmacology & Safety Sciences, AstraZeneca, Gaithersburg, MD, USA
| | | | | | - Lorin K Roskos
- Clinical Pharmacology & Safety Sciences, AstraZeneca, Gaithersburg, MD, USA
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15
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Ratnam NM, Frederico SC, Gonzalez JA, Gilbert MR. Clinical correlates for immune checkpoint therapy: significance for CNS malignancies. Neurooncol Adv 2021; 3:vdaa161. [PMID: 33506203 PMCID: PMC7813206 DOI: 10.1093/noajnl/vdaa161] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Immune checkpoint inhibitors (ICIs) have revolutionized the field of cancer immunotherapy. Most commonly, inhibitors of PD-1 and CTLA4 are used having received approval for the treatment of many cancers like melanoma, non-small-cell lung carcinoma, and leukemia. In contrast, to date, clinical studies conducted in patients with CNS malignancies have not demonstrated promising results. However, patients with CNS malignancies have several underlying factors such as treatment with supportive medications like corticosteroids and cancer therapies including radiation and chemotherapy that may negatively impact response to ICIs. Although many clinical trials have been conducted with ICIs, measures that reproducibly and reliably indicate that treatment has evoked an effective immune response have not been fully developed. In this article, we will review the history of ICI therapy and the correlative biology that has been performed in the clinical trials testing these therapies in different cancers. It is our aim to help provide an overview of the assays that may be used to gauge immunologic response. This may be particularly germane for CNS tumors, where there is currently a great need for predictive biomarkers that will allow for the selection of patients with the highest likelihood of responding.
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Affiliation(s)
- Nivedita M Ratnam
- Neuro-Oncology Branch, CCR, NCI, National Institutes of Health, Bethesda, Maryland, USA
| | - Stephen C Frederico
- Neuro-Oncology Branch, CCR, NCI, National Institutes of Health, Bethesda, Maryland, USA
| | - Javier A Gonzalez
- Neuro-Oncology Branch, CCR, NCI, National Institutes of Health, Bethesda, Maryland, USA
| | - Mark R Gilbert
- Neuro-Oncology Branch, CCR, NCI, National Institutes of Health, Bethesda, Maryland, USA
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16
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Xing S, Ferrari de Andrade L. NKG2D and MICA/B shedding: a 'tag game' between NK cells and malignant cells. Clin Transl Immunology 2020; 9:e1230. [PMID: 33363734 PMCID: PMC7754731 DOI: 10.1002/cti2.1230] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Revised: 12/02/2020] [Accepted: 12/05/2020] [Indexed: 12/20/2022] Open
Abstract
Natural killer (NK) cells are innate lymphocytes with cytotoxic functions and recognise target cells with the NK group 2D (NKG2D) receptor. Tumor cells are marked for NK‐cell‐mediated destruction upon expression of MICA and MICB (MICA/B), which are NKG2D ligands upregulated by many human cancers in response to cellular stress pathways associated with malignant transformation such as DNA damage and accumulation of misfolded proteins. However, MICA/B proteins are downregulated by tumor cells via intriguing molecular mechanisms, such as post‐translational modifications in which the external domains of MICA/B are proteolytically cleaved by surface proteases and shed into the extracellular space. MICA/B shedding by cancer cells causes effective escape from NKG2D recognition and allows the development of cancers. Patients frequently have increased concentrations of soluble MICA/B molecules shed in the blood plasmas and sera, thus indicating that MICA/B shedding is a therapeutic target in immune‐oncology. Here, we review the clinical significance of MICA/B shedding in cancer as well as novel immunotherapeutic approaches that aim to restore NKG2D‐mediated surveillance. We also briefly discuss potential roles of MICA/B shedding beyond oncology, such as in viral infections and immune tolerance. This review will help to inform the future developments of NKG2D‐based immunotherapies.
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Affiliation(s)
| | - Lucas Ferrari de Andrade
- Precision Immunology Institute New York NY USA.,Department of Oncological Sciences New York NY USA.,The Tisch Cancer Institute of the Icahn School of Medicine at Mount Sinai New York NY USA
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17
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Fischer GM, Carapeto FCL, Joon AY, Haydu LE, Chen H, Wang F, Van Arnam JS, McQuade JL, Wani K, Kirkwood JM, Thompson JF, Tetzlaff MT, Lazar AJ, Tawbi HA, Gershenwald JE, Scolyer RA, Long GV, Davies MA. Molecular and immunological associations of elevated serum lactate dehydrogenase in metastatic melanoma patients: A fresh look at an old biomarker. Cancer Med 2020; 9:8650-8661. [PMID: 33016647 PMCID: PMC7666738 DOI: 10.1002/cam4.3474] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2020] [Revised: 08/31/2020] [Accepted: 09/02/2020] [Indexed: 12/26/2022] Open
Abstract
Elevated serum lactate dehydrogenase (sLDH) is associated with poor clinical outcomes in patients with stage IV metastatic melanoma (MM). It is currently unknown if sLDH elevation correlates with distinct molecular, metabolic, or immune features of melanoma metastases. The identification of such features may identify rational therapeutic strategies for patients with elevated sLDH. Thus, we obtained sLDH levels for melanoma patients with metastases who had undergone molecular and/or immune profiling. Our analysis of multi‐omics data from independent cohorts of melanoma metastases showed that elevated sLDH was not significantly associated with differences in immune cell infiltrate, point mutations, DNA copy number variations, promoter methylation, RNA expression, or protein expression in melanoma metastases. The only significant association observed for elevated sLDH was with the number of metastatic sites of disease. Our data support that sLDH correlates with disease burden, but not specific molecular or immunological phenotypes, in metastatic melanoma.
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Affiliation(s)
- Grant M Fischer
- Departments of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Fernando C L Carapeto
- Departments of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Aron Y Joon
- Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Lauren E Haydu
- Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Huiqin Chen
- Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Fuchenchu Wang
- Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - John S Van Arnam
- Departments of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jennifer L McQuade
- Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Khalida Wani
- Departments of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - John M Kirkwood
- University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - John F Thompson
- Melanoma Institute of Australia, The University of Sydney, North Sydney, NSW, Australia.,The University of Sydney, Sydney, NSW, Australia.,Royal Prince Alfred Hospital, NSW Health Pathology, Sydney, NSW, Australia
| | - Michael T Tetzlaff
- Departments of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Pathology/Lab Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alexander J Lazar
- Departments of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Pathology/Lab Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Hussein A Tawbi
- Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jeffrey E Gershenwald
- Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Richard A Scolyer
- Melanoma Institute of Australia, The University of Sydney, North Sydney, NSW, Australia.,The University of Sydney, Sydney, NSW, Australia.,Royal Prince Alfred Hospital, NSW Health Pathology, Sydney, NSW, Australia
| | - Georgina V Long
- Melanoma Institute of Australia, The University of Sydney, North Sydney, NSW, Australia.,The University of Sydney, Sydney, NSW, Australia.,Royal North Shore Hospital, Sydney, NSW, Australia
| | - Michael A Davies
- Departments of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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18
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Genetic and Epigenetic Biomarkers of Immune Checkpoint Blockade Response. J Clin Med 2020; 9:jcm9010286. [PMID: 31968651 PMCID: PMC7019273 DOI: 10.3390/jcm9010286] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Revised: 01/09/2020] [Accepted: 01/12/2020] [Indexed: 02/06/2023] Open
Abstract
Checkpoint inhibitor therapy constitutes a promising cancer treatment strategy that targets the immune checkpoints to re-activate silenced T cell cytotoxicity. In recent pivotal trials, immune checkpoint blockade (ICB) demonstrated durable responses and acceptable toxicity, resulting in the regulatory approval of 8 checkpoint inhibitors to date for 15 cancer indications. However, up to ~85% of patients present with innate or acquired resistance to ICB, limiting its clinical utility. Current response biomarker candidates, including DNA mutation and neoantigen load, immune profiles, as well as programmed death-ligand 1 (PD-L1) expression, are only weak predictors of ICB response. Thus, identification of novel, more predictive biomarkers that could identify patients who would benefit from ICB constitutes one of the most important areas of immunotherapy research. Aberrant DNA methylation (5mC) and hydroxymethylation (5hmC) were discovered in multiple cancers, and dynamic changes of the epigenomic landscape have been identified during T cell differentiation and activation. While their role in cancer immunosuppression remains to be elucidated, recent evidence suggests that 5mC and 5hmC may serve as prognostic and predictive biomarkers of ICB-sensitive cancers. In this review, we describe the role of epigenetic phenomena in tumor immunoediting and other immune evasion related processes, provide a comprehensive update of the current status of ICB-response biomarkers, and highlight promising epigenomic biomarker candidates.
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19
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Barrow-McGee R, Procter J, Owen J, Woodman N, Lombardelli C, Kothari A, Kovacs T, Douek M, George S, Barry PA, Ramsey K, Gibson A, Buus R, Holgersen E, Natrajan R, Haider S, Shattock MJ, Gillett C, Tutt AN, Pinder SE, Naidoo K. Real-time ex vivo perfusion of human lymph nodes invaded by cancer (REPLICANT): a feasibility study. J Pathol 2019; 250:262-274. [PMID: 31755096 PMCID: PMC7065097 DOI: 10.1002/path.5367] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2019] [Revised: 11/06/2019] [Accepted: 11/18/2019] [Indexed: 01/18/2023]
Abstract
Understanding how breast cancer (BC) grows in axillary lymph nodes (ALNs), and refining how therapies might halt that process, is clinically important. However, modelling the complex ALN microenvironment is difficult, and no human models exist at present. We harvested ALNs from ten BC patients, and perfused them at 37 °C ex vivo for up to 24 h. Controlled autologous testing showed that ALNs remain viable after 24 h of ex vivo perfusion: haematoxylin and eosin-stained histological appearance and proliferation (by Ki67 immunohistochemistry) did not change significantly over time for any perfused ALN compared with a control from time-point zero. Furthermore, targeted gene expression analysis (NanoString PanCancer IO360 panel) showed that only 21/750 genes were differentially expressed between control and perfused ALNs (|log2 FC| > 1 and q < 0.1): none were involved in apoptosis and metabolism, but rather all 21 genes were involved in immune function and angiogenesis. During perfusion, tissue acid-base balance remained stable. Interestingly, the flow rate increased (p < 0.001) in cancer-replaced (i.e. metastasis occupied more than 90% of the surface area on multiple levels) compared to cancer-free nodes (i.e. nodes with no metastasis on multiple sections). CXCL11 transcripts were significantly more abundant in cancer-replaced nodes, while CXCL12 transcripts were significantly more abundant in cancer-free nodes. These cytokines were also detected in the circulating perfusate. Monoclonal antibodies (nivolumab and trastuzumab) were administered into a further three ALNs to confirm perfusion efficacy. These drugs saturated the nodes; nivolumab even induced cancer cell death. Normothermic ALN perfusion is not only feasible but sustains the tumour microenvironment ex vivo for scientific investigation. This model could facilitate the identification of actionable immuno-oncology targets. © 2019 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Rachel Barrow-McGee
- Toby Robins Breast Cancer Now Research Centre, Breast Cancer Research Division, The Institute of Cancer Research, London, UK
| | - Julia Procter
- Toby Robins Breast Cancer Now Research Centre, Breast Cancer Research Division, The Institute of Cancer Research, London, UK
| | - Julie Owen
- King's Health Partners Cancer Biobank, Guy's Comprehensive Cancer Centre, London, UK
| | - Natalie Woodman
- King's Health Partners Cancer Biobank, Guy's Comprehensive Cancer Centre, London, UK
| | - Cristina Lombardelli
- King's Health Partners Cancer Biobank, Guy's Comprehensive Cancer Centre, London, UK
| | | | - Tibor Kovacs
- Guy's and St. Thomas' Hospital NHS Foundation Trust, London, UK
| | - Michael Douek
- School of Cancer and Pharmaceutical Sciences, King's College London, Guy's Comprehensive Cancer Centre, London, UK
| | - Simi George
- Department of Cellular Pathology, Guy's and St. Thomas' Hospital NHS Foundation Trust, London, UK
| | | | | | - Amy Gibson
- Toby Robins Breast Cancer Now Research Centre, Breast Cancer Research Division, The Institute of Cancer Research, London, UK
| | - Richard Buus
- Toby Robins Breast Cancer Now Research Centre, Breast Cancer Research Division, The Institute of Cancer Research, London, UK.,Ralph Lauren Centre for Breast Cancer Research, Royal Marsden Hospital, London, UK
| | - Erle Holgersen
- Toby Robins Breast Cancer Now Research Centre, Breast Cancer Research Division, The Institute of Cancer Research, London, UK
| | - Rachael Natrajan
- Toby Robins Breast Cancer Now Research Centre, Breast Cancer Research Division, The Institute of Cancer Research, London, UK
| | - Syed Haider
- Toby Robins Breast Cancer Now Research Centre, Breast Cancer Research Division, The Institute of Cancer Research, London, UK
| | - Michael J Shattock
- British Heart Foundation Centre of Research Excellence, King's College London, St Thomas' Hospital, London, UK
| | - Cheryl Gillett
- King's Health Partners Cancer Biobank, Guy's Comprehensive Cancer Centre, London, UK
| | - Andrew Nj Tutt
- Toby Robins Breast Cancer Now Research Centre, Breast Cancer Research Division, The Institute of Cancer Research, London, UK
| | - Sarah E Pinder
- School of Cancer and Pharmaceutical Sciences, King's College London, Guy's Comprehensive Cancer Centre, London, UK
| | - Kalnisha Naidoo
- Toby Robins Breast Cancer Now Research Centre, Breast Cancer Research Division, The Institute of Cancer Research, London, UK.,Department of Cellular Pathology, Guy's and St. Thomas' Hospital NHS Foundation Trust, London, UK
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20
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de Andrade LF, Lu Y, Luoma A, Ito Y, Pan D, Pyrdol JW, Yoon CH, Yuan GC, Wucherpfennig KW. Discovery of specialized NK cell populations infiltrating human melanoma metastases. JCI Insight 2019; 4:133103. [PMID: 31801909 DOI: 10.1172/jci.insight.133103] [Citation(s) in RCA: 71] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Accepted: 10/18/2019] [Indexed: 12/19/2022] Open
Abstract
NK cells contribute to protective antitumor immunity, but little is known about the functional states of NK cells in human solid tumors. To address this issue, we performed single-cell RNA-seq analysis of NK cells isolated from human melanoma metastases, including lesions from patients who had progressed following checkpoint blockade. This analysis identified major differences in the transcriptional programs of tumor-infiltrating compared with circulating NK cells. Tumor-infiltrating NK cells represented 7 clusters with distinct gene expression programs indicative of significant functional specialization, including cytotoxicity and chemokine synthesis programs. In particular, NK cells from 3 clusters expressed high levels of XCL1 and XCL2, which encode 2 chemokines known to recruit XCR1+ cross-presenting DCs into tumors. In contrast, NK cells from 2 other clusters showed a higher level of expression of cytotoxicity genes. These data reveal key features of NK cells in human tumors and identify NK cell populations with specialized gene expression programs.
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Affiliation(s)
- Lucas Ferrari de Andrade
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Department of Immunology, Harvard Medical School, Boston, Massachusetts, USA.,Department of Oncological Sciences and Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | | | - Adrienne Luoma
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Department of Immunology, Harvard Medical School, Boston, Massachusetts, USA
| | - Yoshinaga Ito
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Department of Immunology, Harvard Medical School, Boston, Massachusetts, USA
| | - Deng Pan
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Department of Immunology, Harvard Medical School, Boston, Massachusetts, USA
| | - Jason W Pyrdol
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Charles H Yoon
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Department of Surgery, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Guo-Cheng Yuan
- Department of Data Sciences and.,Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Kai W Wucherpfennig
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Department of Immunology, Harvard Medical School, Boston, Massachusetts, USA
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21
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Zhong R, Tian J, Fu M, Ma S, Liu L, Li J, Shen N, Ke J, Yang Y, Gong Y, Zhu Y, Wang Y, Gong J, Chang J, Lei P, Cheng X, Huang K, Shen G, Miao X. LINC01149 variant modulates MICA expression that facilitates hepatitis B virus spontaneous recovery but increases hepatocellular carcinoma risk. Oncogene 2019; 39:1944-1956. [PMID: 31754211 DOI: 10.1038/s41388-019-1117-7] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2019] [Revised: 11/04/2019] [Accepted: 11/11/2019] [Indexed: 02/06/2023]
Abstract
Interpreting disease-causing variants, especially in noncoding regions by genome-wide association studies (GWAS), has become one of the most challenging and demanding tasks. We hypothesized that functional lncRNAs variants in GWAS-identified loci might alter expression level of genes associated with persistent HBV infection and hepatocellular carcinoma (HCC). Integrated bioinformatics approaches were used to prioritize potentially functional variants and a two-stage case-control study (2473 HBV positive HCC patients, 2248 persistent HBV carriers and 2294 spontaneously recovered subjects) was performed to assess the roles of these variants. The rs2844512 G > C variant in LINC01149 was identified to facilitate HBV spontaneous recovery (OR = 0.84, 95% CI = 0.77-0.92) but increase the risk of HCC (OR = 1.21, 95% CI = 1.11-1.32) in combined samples. Subsequent biological assays indicated this variant created a binding site for miR-128-3p and upregulated MICA expression by serving as a miRNA sponge, which might recruit NK-cells to lyse infected cells, but release highly soluble MICA by shedding to induce NK-cells exhaustion and tumor immune evasion. These findings highlight a regulatory circuit between LINC01149 and MICA, mediating by miR-128-3p, and the important role of upregulated MICA in conferring susceptibility to persistent HBV infection and HCC.
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Affiliation(s)
- Rong Zhong
- Department of Epidemiology and Biostatistics and Ministry of Education Key Lab of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jianbo Tian
- Department of Epidemiology and Biostatistics and Ministry of Education Key Lab of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Mingpeng Fu
- Department of Immunology, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Simin Ma
- Department of Immunology, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Li Liu
- Department of Epidemiology and Biostatistics, School of Public Health, Guangdong Pharmaceutical University, Guangzhou, China
| | - Jiaoyuan Li
- Department of Epidemiology and Biostatistics and Ministry of Education Key Lab of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Na Shen
- Department of Laboratory Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Juntao Ke
- Department of Epidemiology and Biostatistics and Ministry of Education Key Lab of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yang Yang
- Department of Epidemiology and Biostatistics and Ministry of Education Key Lab of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yajie Gong
- Department of Epidemiology and Biostatistics and Ministry of Education Key Lab of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ying Zhu
- Department of Epidemiology and Biostatistics and Ministry of Education Key Lab of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ying Wang
- Department of Virology, Wuhan Centers for Disease Prevention and Control, Wuhan, China
| | - Jing Gong
- Department of Epidemiology and Biostatistics and Ministry of Education Key Lab of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jiang Chang
- Department of Epidemiology and Biostatistics and Ministry of Education Key Lab of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ping Lei
- Department of Immunology, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xiang Cheng
- Department of Hepatobiliary Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Kun Huang
- School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Guanxin Shen
- Department of Immunology, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xiaoping Miao
- Department of Epidemiology and Biostatistics and Ministry of Education Key Lab of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
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22
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Paganelli A, Garbarino F, Toto P, Martino GD, D’Urbano M, Auriemma M, Giovanni PD, Panarese F, Staniscia T, Amerio P, Paganelli R. Serological landscape of cytokines in cutaneous melanoma. Cancer Biomark 2019; 26:333-342. [DOI: 10.3233/cbm-190370] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Affiliation(s)
- Alessia Paganelli
- Department of Dermatology, University of Modena and Reggio Emilia, Modena, Italy
- Department of Medicine and Aging Sciences, University “G. d’Annunzio” Chieti-Pescara, Chieti, Italy
- Department of Dermatology, University of Modena and Reggio Emilia, Modena, Italy
| | - Federico Garbarino
- Department of Dermatology, University of Modena and Reggio Emilia, Modena, Italy
- Department of Medicine and Aging Sciences, University “G. d’Annunzio” Chieti-Pescara, Chieti, Italy
- Department of Dermatology, University of Modena and Reggio Emilia, Modena, Italy
| | - Paola Toto
- Private practice, Chieti, Italy
- Department of Dermatology, University of Modena and Reggio Emilia, Modena, Italy
| | - Giuseppe Di Martino
- Department of Medicine and Aging Sciences, Section of Hygiene, University “G. d’Annunzio” Chieti-Pescara, Chieti, Italy
| | - Marika D’Urbano
- Department of Medicine and Aging Sciences, University “G. d’Annunzio” Chieti-Pescara, Chieti, Italy
| | - Matteo Auriemma
- Department of Medicine and Aging Sciences, Section of Dermatology, University “G. d’Annunzio” Chieti-Pescara, Chieti, Italy
| | - Pamela Di Giovanni
- Department of Pharmacy, University “G. d’Annunzio” Chieti-Pescara, Chieti, Italy
| | - Fabrizio Panarese
- Department of Medicine and Aging Sciences, Section of Dermatology, University “G. d’Annunzio” Chieti-Pescara, Chieti, Italy
| | - Tommaso Staniscia
- Department of Medicine and Aging Sciences, Section of Hygiene, University “G. d’Annunzio” Chieti-Pescara, Chieti, Italy
| | - Paolo Amerio
- Department of Medicine and Aging Sciences, Section of Dermatology, University “G. d’Annunzio” Chieti-Pescara, Chieti, Italy
| | - Roberto Paganelli
- Department of Medicine and Aging Sciences, University “G. d’Annunzio” Chieti-Pescara, Chieti, Italy
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23
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Lee EY, Kulkarni RP. Circulating biomarkers predictive of tumor response to cancer immunotherapy. Expert Rev Mol Diagn 2019; 19:895-904. [PMID: 31469965 DOI: 10.1080/14737159.2019.1659728] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Introduction: The advent of checkpoint blockade immunotherapy has revolutionized cancer treatment, but clinical response to immunotherapies is highly heterogeneous among individual patients and between cancer types. This represents a challenge to oncologists when choosing specific immunotherapies for personalized medicine. Thus, biomarkers that can predict tumor responsiveness to immunotherapies before and during treatment are invaluable. Areas covered: We review the latest advances in 'liquid biopsy' biomarkers for noninvasive prediction and in-treatment monitoring of tumor response to immunotherapy, focusing primarily on melanoma and non-small cell lung cancer. We concentrate on high-quality studies published within the last five years on checkpoint blockade immunotherapies, and highlight significant breakthroughs, identify key areas for improvement, and provide recommendations for how these diagnostic tools can be translated into clinical practice. Expert opinion: The first biomarkers proposed to predict tumor response to immunotherapy were based on PD1/PDL1 expression, but their predictive value is limited to specific cancers or patient populations. Recent advances in single-cell molecular profiling of circulating tumor cells and host cells using next-generation sequencing has dramatically expanded the pool of potentially useful predictive biomarkers. As immunotherapy moves toward personalized medicine, a composite panel of both genomic and proteomic biomarkers will have enormous utility in therapeutic decision-making.
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Affiliation(s)
- Ernest Y Lee
- Department of Bioengineering, UCLA , Los Angeles , CA , USA.,Department of Dermatology, UCLA , Los Angeles , CA , USA.,UCLA-Caltech Medical Scientist Training Program, David Geffen School of Medicine at UCLA , Los Angeles , CA , USA
| | - Rajan P Kulkarni
- Department of Dermatology, OHSU , Portland , OR , USA.,Cancer Early Detection and Advanced Research Center (CEDAR), Knight Cancer Institute (KCI), OHSU , Portland , OR , USA.,Division of Operative Care, Portland VA Medical Center (PVAMC) , Portland , OR , USA
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24
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Zhang Y, Zhao W, Li S, Lv M, Yang X, Li M, Zhang Z. CXCL11 promotes self-renewal and tumorigenicity of α2δ1 + liver tumor-initiating cells through CXCR3/ERK1/2 signaling. Cancer Lett 2019; 449:163-171. [PMID: 30771435 DOI: 10.1016/j.canlet.2019.02.016] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2018] [Revised: 02/07/2019] [Accepted: 02/09/2019] [Indexed: 12/18/2022]
Abstract
Tumor-initiating cells (TICs), which are responsible for sustaining tumor growth and recurrence, rely on several regulatory factors. However, the mechanism of inflammation-related molecules in the acquisition and maintenance of TIC properties in hepatocellular carcinoma (HCC) remains elusive. We previously demonstrated that the voltage-gated calcium channel α2δ1 subunit is a functional surface marker of HCC TICs. Here, we found that the expression of an inflammation-related molecule C-X-C motif chemokine 11 (CXCL11) was significantly upregulated in α2δ1+ HCC TICs and that CXCL11 induced the expression of stem cell-related genes, such as BMI1, NANOG, MDR1, ABCG2, and CACNA2D1. Furthermore, CXCL11 could promote the acquisition and maintenance of self-renewal, tumorigenic, and chemoresistance properties of α2δ1+ HCC TICs by activating the extracellular signal-regulated kinase (ERK1/2) through its affinity receptor CXCR3. Collectively, our results suggest that CXCL11 may positively regulate the stemness of α2δ1+ HCC TICs via ERK1/2 activation through an autocrine signaling pathway.
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Affiliation(s)
- Yuan Zhang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Cell Biology, Peking University Cancer Hospital and Institute, 52 Fucheng Road, Beijing, 100142, China
| | - Wei Zhao
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Cell Biology, Peking University Cancer Hospital and Institute, 52 Fucheng Road, Beijing, 100142, China
| | - Sheng Li
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Cell Biology, Peking University Cancer Hospital and Institute, 52 Fucheng Road, Beijing, 100142, China
| | - Mengzhu Lv
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Cell Biology, Peking University Cancer Hospital and Institute, 52 Fucheng Road, Beijing, 100142, China
| | - Xiaodan Yang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Cell Biology, Peking University Cancer Hospital and Institute, 52 Fucheng Road, Beijing, 100142, China
| | - Meng Li
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Cell Biology, Peking University Cancer Hospital and Institute, 52 Fucheng Road, Beijing, 100142, China
| | - Zhiqian Zhang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Cell Biology, Peking University Cancer Hospital and Institute, 52 Fucheng Road, Beijing, 100142, China.
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25
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Conrad VK, Dubay CJ, Malek M, Brinkman RR, Koguchi Y, Redmond WL. Implementation and Validation of an Automated Flow Cytometry Analysis Pipeline for Human Immune Profiling. Cytometry A 2018; 95:183-191. [DOI: 10.1002/cyto.a.23664] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Revised: 10/09/2018] [Accepted: 10/10/2018] [Indexed: 11/10/2022]
Affiliation(s)
- Valerie K. Conrad
- Earle A. Chiles Research InstituteProvidence Portland Medical Center Portland Oregon
| | - Christopher J. Dubay
- Earle A. Chiles Research InstituteProvidence Portland Medical Center Portland Oregon
| | - Mehrnoush Malek
- Terry Fox LaboratoryBC Cancer Agency Vancouver British Columbia
| | - Ryan R. Brinkman
- Terry Fox LaboratoryBC Cancer Agency Vancouver British Columbia
- Department of Medical GeneticsUniversity of British Columbia Vancouver British Columbia
| | - Yoshinobu Koguchi
- Earle A. Chiles Research InstituteProvidence Portland Medical Center Portland Oregon
| | - William L. Redmond
- Earle A. Chiles Research InstituteProvidence Portland Medical Center Portland Oregon
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26
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Bridge JA, Lee JC, Daud A, Wells JW, Bluestone JA. Cytokines, Chemokines, and Other Biomarkers of Response for Checkpoint Inhibitor Therapy in Skin Cancer. Front Med (Lausanne) 2018; 5:351. [PMID: 30631766 PMCID: PMC6315146 DOI: 10.3389/fmed.2018.00351] [Citation(s) in RCA: 55] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2018] [Accepted: 11/29/2018] [Indexed: 12/12/2022] Open
Abstract
Immunotherapy for skin malignancies has ushered in a new era for cancer treatments by demonstrating unprecedented durable responses in the setting of metastatic Melanoma. Consequently, checkpoint inhibitors are now the first-line treatment of metastatic melanoma and widely used as adjuvant therapy for stage III disease. With the observation that higher tumor mutational burden correlates with a better response, checkpoint inhibitors are tested in other skin cancer types of known high tumor mutational burden with promising results and recently became the first-ever FDA-approved treatment for metastatic Merkel cell carcinoma. The emerging new standards-of-care will necessitate more precise biomarkers and predictors for treatment response and immune-related adverse events. Measurable immune-related mediators are currently under investigation as factors that promote or block the response to cancer immunotherapy and may provide insights into the underlying immune response to the tumor. Cytokines and chemokines are such mediators and are crucial for facilitating the recruitment and activation of specific subsets of leukocytes within the microenvironment of skin cancers. The exact mechanisms of how these meditators, both immunological and non-immunological, operate in the tumor microenvironment is an area of active research, so to reliable biomarkers of responses to cancer immunotherapy. Here, we will review and summarize the expanding body of literature for immune-related biomarkers pertaining to Melanoma, Basal cell carcinoma, Squamous cell carcinoma, and Merkel cell carcinoma, highlighting clinically relevant checkpoint inhibitor therapy biomarker advancements.
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Affiliation(s)
- Jennifer A Bridge
- Diabetes Center, University of California, San Francisco, San Francisco, CA, United States
| | - James C Lee
- Diabetes Center, University of California, San Francisco, San Francisco, CA, United States
- Helen Diller Family Comprehensive Cancer Center, UCSF, San Francisco, CA, United States
| | - Adil Daud
- Helen Diller Family Comprehensive Cancer Center, UCSF, San Francisco, CA, United States
| | - James W Wells
- The Faculty of Medicine, The University of Queensland Diamantina Institute, The University of Queensland, Translational Research Institute, Brisbane, QLD, Australia
| | - Jeffrey A Bluestone
- Sean N. Parker Autoimmune Research Laboratory, Diabetes Center, University of California, San Francisco, San Francisco, CA, United States
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27
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Formenti SC, Rudqvist NP, Golden E, Cooper B, Wennerberg E, Lhuillier C, Vanpouille-Box C, Friedman K, Ferrari de Andrade L, Wucherpfennig KW, Heguy A, Imai N, Gnjatic S, Emerson RO, Zhou XK, Zhang T, Chachoua A, Demaria S. Radiotherapy induces responses of lung cancer to CTLA-4 blockade. Nat Med 2018; 24:1845-1851. [PMID: 30397353 PMCID: PMC6286242 DOI: 10.1038/s41591-018-0232-2] [Citation(s) in RCA: 591] [Impact Index Per Article: 98.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2018] [Accepted: 09/04/2018] [Indexed: 12/20/2022]
Abstract
Focal radiation therapy enhances systemic responses to anti-CTLA-4 antibodies in preclinical studies and in some patients with melanoma1-3, but its efficacy in inducing systemic responses (abscopal responses) against tumors unresponsive to CTLA-4 blockade remained uncertain. Radiation therapy promotes the activation of anti-tumor T cells, an effect dependent on type I interferon induction in the irradiated tumor4-6. The latter is essential for achieving abscopal responses in murine cancers6. The mechanisms underlying abscopal responses in patients treated with radiation therapy and CTLA-4 blockade remain unclear. Here we report that radiation therapy and CTLA-4 blockade induced systemic anti-tumor T cells in chemo-refractory metastatic non-small-cell lung cancer (NSCLC), where anti-CTLA-4 antibodies had failed to demonstrate significant efficacy alone or in combination with chemotherapy7,8. Objective responses were observed in 18% of enrolled patients, and 31% had disease control. Increased serum interferon-β after radiation and early dynamic changes of blood T cell clones were the strongest response predictors, confirming preclinical mechanistic data. Functional analysis in one responding patient showed the rapid in vivo expansion of CD8 T cells recognizing a neoantigen encoded in a gene upregulated by radiation, supporting the hypothesis that one explanation for the abscopal response is radiation-induced exposure of immunogenic mutations to the immune system.
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Affiliation(s)
- Silvia C Formenti
- Department of Radiation Oncology, Weill Cornell Medicine, New York, NY, USA.
| | | | - Encouse Golden
- Department of Radiation Oncology, Weill Cornell Medicine, New York, NY, USA
- Department of Radiation Oncology, University of California, San Francisco, CA, USA
| | - Benjamin Cooper
- Department of Radiation Oncology, New York University School of Medicine, New York, NY, USA
| | - Erik Wennerberg
- Department of Radiation Oncology, Weill Cornell Medicine, New York, NY, USA
| | - Claire Lhuillier
- Department of Radiation Oncology, Weill Cornell Medicine, New York, NY, USA
| | | | - Kent Friedman
- Department of Radiology, New York University School of Medicine, New York, NY, USA
| | - Lucas Ferrari de Andrade
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Microbiology and Immunobiology, Harvard Medical School, Boston, MA, USA
| | - Kai W Wucherpfennig
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Microbiology and Immunobiology, Harvard Medical School, Boston, MA, USA
| | - Adriana Heguy
- Department of Pathology, New York University School of Medicine, New York, NY, USA
- Genome Technology Center, Division of Advanced research Technologies, NYU Langone Health, New York, NY, USA
| | - Naoko Imai
- Tisch Cancer Institute, Hematology/Oncology, Immunology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sacha Gnjatic
- Tisch Cancer Institute, Hematology/Oncology, Immunology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Xi Kathy Zhou
- Division of Biostatistics and Epidemiology, Department of Healthcare Policy and Research, Weill Cornell Medicine, New York, NY, USA
| | - Tuo Zhang
- Department of Microbiology and Immunology, Weill Cornell Medicine, New York, NY, USA
| | - Abraham Chachoua
- Department of Medicine, New York University School of Medicine, New York, NY, USA
| | - Sandra Demaria
- Department of Radiation Oncology, Weill Cornell Medicine, New York, NY, USA.
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, USA.
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28
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Lhuillier C, Vanpouille-Box C, Galluzzi L, Formenti SC, Demaria S. Emerging biomarkers for the combination of radiotherapy and immune checkpoint blockers. Semin Cancer Biol 2018; 52:125-134. [PMID: 29258856 PMCID: PMC6004231 DOI: 10.1016/j.semcancer.2017.12.007] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2017] [Revised: 12/11/2017] [Accepted: 12/13/2017] [Indexed: 12/19/2022]
Abstract
Over the past few years, multiple immune checkpoint blockers (ICBs) have achieved unprecedented clinical success and have been approved by regulatory agencies for the treatment of an increasing number of malignancies. However, only a limited fraction of patients responds to ICBs employed as a standalone intervention, calling for the development of combinatorial regimens. Radiation therapy (RT) stands out as a very promising candidate for this purpose. Indeed, RT mediates antineoplastic effects not only by cytotoxic and cytostatic mechanisms, but also by modulating immunological functions, both locally (within the irradiated field) and systemically. As combinatorial regimens involving RT and ICBs are being developed and clinically tested at an accelerating pace, it is paramount to identify biomarkers that reliably predict the likelihood of individual patients to respond. Here, we discuss emerging biomarkers that may potentially predict the response of cancer patients to RT plus ICBs.
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Affiliation(s)
- Claire Lhuillier
- Department of Radiation Oncology, Weill Cornell Medical College, New York, NY, USA
| | | | - Lorenzo Galluzzi
- Department of Radiation Oncology, Weill Cornell Medical College, New York, NY, USA; Sandra and Edward Meyer Cancer Center, New York, NY, USA
| | - Silvia Chiara Formenti
- Department of Radiation Oncology, Weill Cornell Medical College, New York, NY, USA; Sandra and Edward Meyer Cancer Center, New York, NY, USA
| | - Sandra Demaria
- Department of Radiation Oncology, Weill Cornell Medical College, New York, NY, USA; Sandra and Edward Meyer Cancer Center, New York, NY, USA; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, NY, USA.
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29
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Buder-Bakhaya K, Hassel JC. Biomarkers for Clinical Benefit of Immune Checkpoint Inhibitor Treatment-A Review From the Melanoma Perspective and Beyond. Front Immunol 2018; 9:1474. [PMID: 30002656 PMCID: PMC6031714 DOI: 10.3389/fimmu.2018.01474] [Citation(s) in RCA: 154] [Impact Index Per Article: 25.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2018] [Accepted: 06/13/2018] [Indexed: 12/26/2022] Open
Abstract
Background Immune checkpoint inhibition (ICI) with anti-CTLA-4 and/or anti-PD-1 antibodies is standard treatment for metastatic melanoma. Anti-PD-1 (pembrolizumab, nivolumab) and anti-PD-L1 antibodies (atezolizumab, durvalumab, and avelumab) have been approved for treatment of several other advanced malignancies, including non-small-cell lung cancer (NSCLC); renal cell, and urothelial carcinoma; head and neck cancer; gastric, hepatocellular, and Merkel-cell carcinoma; and classical Hodgkin lymphoma. In some of these malignancies approval was based on the detection of biomarkers such as PD-L1 expression or high microsatellite instability. Methods We review the current status of prognostic and predictive biomarkers used in ICI for melanoma and other malignancies. We include clinical, tissue, blood, and stool biomarkers, as well as imaging biomarkers. Results Several biomarkers have been studied in ICI for metastatic melanoma. In clinical practice, pre-treatment tumor burden measured by means of imaging and serum lactate dehydrogenase level is already being used to estimate the likelihood of effective ICI treatment. In peripheral blood, the number of different immune cell types, such as lymphocytes, neutrophils, and eosinophils, as well as different soluble factors, have been correlated with clinical outcome. For intra-tumoral biomarkers, expression of the PD-1 ligand PD-L1 has been found to be of some predictive value for anti-PD-1-directed therapy for NSCLC and melanoma. A high mutational load, particularly when accompanied by neoantigens, seems to facilitate immune response and correlates with patient survival for all entities treated by use of ICI. Tumor microenvironment also seems to be of major importance. Interestingly, even the gut microbiome has been found to correlate with response to ICI, most likely through immuno-stimulatory effects of distinct bacteria. New imaging biomarkers, e.g., for PET, and magnetic resonance imaging are also being investigated, and results suggest they will make early prediction of patient response possible. Conclusion Several promising results are available regarding possible biomarkers for response to ICI, which need to be validated in large clinical trials. A better understanding of how ICI works will enable the development of biomarkers that can predict the response of individual patients.
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Affiliation(s)
- Kristina Buder-Bakhaya
- Section of Dermatooncology, Department of Dermatology and National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany
| | - Jessica C Hassel
- Section of Dermatooncology, Department of Dermatology and National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany
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30
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Ferrari de Andrade L, Tay RE, Pan D, Luoma AM, Ito Y, Badrinath S, Tsoucas D, Franz B, May KF, Harvey CJ, Kobold S, Pyrdol JW, Yoon C, Yuan GC, Hodi FS, Dranoff G, Wucherpfennig KW. Antibody-mediated inhibition of MICA and MICB shedding promotes NK cell-driven tumor immunity. Science 2018; 359:1537-1542. [PMID: 29599246 PMCID: PMC6626532 DOI: 10.1126/science.aao0505] [Citation(s) in RCA: 295] [Impact Index Per Article: 49.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2017] [Revised: 12/18/2017] [Accepted: 02/01/2018] [Indexed: 12/15/2022]
Abstract
MICA and MICB are expressed by many human cancers as a result of cellular stress, and can tag cells for elimination by cytotoxic lymphocytes through natural killer group 2D (NKG2D) receptor activation. However, tumors evade this immune recognition pathway through proteolytic shedding of MICA and MICB proteins. We rationally designed antibodies targeting the MICA α3 domain, the site of proteolytic shedding, and found that these antibodies prevented loss of cell surface MICA and MICB by human cancer cells. These antibodies inhibited tumor growth in multiple fully immunocompetent mouse models and reduced human melanoma metastases in a humanized mouse model. Antitumor immunity was mediated mainly by natural killer (NK) cells through activation of NKG2D and CD16 Fc receptors. This approach prevents the loss of important immunostimulatory ligands by human cancers and reactivates antitumor immunity.
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MESH Headings
- Animals
- Antibodies, Blocking/immunology
- Antibodies, Blocking/therapeutic use
- Antibodies, Monoclonal/immunology
- Antibodies, Monoclonal/therapeutic use
- Histocompatibility Antigens Class I/chemistry
- Histocompatibility Antigens Class I/immunology
- Humans
- Immunocompetence
- Killer Cells, Natural/immunology
- Ligands
- Melanoma/immunology
- Melanoma/pathology
- Melanoma/therapy
- Melanoma, Experimental/immunology
- Melanoma, Experimental/pathology
- Melanoma, Experimental/therapy
- Mice
- Mice, Inbred C57BL
- NK Cell Lectin-Like Receptor Subfamily K/immunology
- Neoplasm Metastasis
- Protein Domains/immunology
- Receptors, IgG/immunology
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Affiliation(s)
- Lucas Ferrari de Andrade
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Rong En Tay
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Deng Pan
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Adrienne M Luoma
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Yoshinaga Ito
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Soumya Badrinath
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Daphne Tsoucas
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Bettina Franz
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Kenneth F May
- Department of Medical Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Christopher J Harvey
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Sebastian Kobold
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Jason W Pyrdol
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Charles Yoon
- Department of Medical Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
- Department of Surgery, Brigham and Women's Hospital, 75 Francis Street, Boston, MA 02115, USA
| | - Guo-Cheng Yuan
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - F Stephen Hodi
- Department of Medical Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Glenn Dranoff
- Department of Medical Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Kai W Wucherpfennig
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA.
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
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31
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Andrews MC, Wargo JA. Predictors of Response to Immune Checkpoint Blockade. Oncoimmunology 2018. [DOI: 10.1007/978-3-319-62431-0_31] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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Xing S, Zhu Y, Sun Y. Serum sMICA as biomarker in detection of non-small-cell lung carcinoma. Br J Biomed Sci 2017; 75:50-52. [PMID: 29182468 DOI: 10.1080/09674845.2017.1372159] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- S Xing
- Respiratory Department, The Central Hospital of Linyi, Linyi, China
| | - Y Zhu
- Respiratory Department, The Central Hospital of Linyi, Linyi, China
| | - Y Sun
- Chest Surgery Department, The Central Hospital of Linyi, Linyi, China
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Metastatic melanoma patients' sensitivity to ipilimumab cannot be predicted by tumor characteristics. INTERNATIONAL JOURNAL OF SURGERY-ONCOLOGY 2017; 2:e43. [PMID: 29177235 PMCID: PMC5673131 DOI: 10.1097/ij9.0000000000000043] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/27/2017] [Accepted: 08/09/2017] [Indexed: 02/03/2023]
Abstract
Immune checkpoint inhibitors have dramatically changed the prognosis for patients with metastatic melanoma. However, not all patients respond to therapy and toxicities can be severe leaving need for reliable clinical predictive markers.
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Prognostic value of MICA/B in cancers: a systematic review and meta-analysis. Oncotarget 2017; 8:96384-96395. [PMID: 29221214 PMCID: PMC5707108 DOI: 10.18632/oncotarget.21466] [Citation(s) in RCA: 61] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2017] [Accepted: 09/22/2017] [Indexed: 12/11/2022] Open
Abstract
Purpose MHC class I chain related-proteins A (MICA) and B (MICB) are natural killer group 2D ligands that mediate tumor surveillance. Several studies have suggested that MICA/B levels predict clinical outcomes in patients with cancer; however, this remains contentious. Here, we present a systematic review and meta-analysis of available studies of the prognostic value of MICA/B in cancer. Materials and Methods We searched PubMed, Embase, Clinicaltrials.gov, and Cochrane Library to identify studies published from inception to July 2017 that assessed MICA/B in patients with cancer. The hazard ratio (HR) and 95% confidence interval (CI) of MICA/B were extracted for overall survival (OS) analysis. Results A total of 19 studies comprising 2,588 patients with 10 different types of cancer were included in the study. Low sMICA/B levels were found associated with significantly longer OS (HR = 1.65, 95% CI [1.42–1.92], P < 0.00001). Patients with cancers of digestive system that exhibited high MICA/B expression had significantly longer OS in (HR = 0.56, 95% CI [0.39–0.80], P = 0.002) compared with those with lower MICA/B expression (I2 = 35%, P = 0.18). Conclusions Serum soluble MICA/B represents a potential prognostic marker in various human cancers. High cell-surface MICA/B expression in cancers of the digestive system was found associated with increased survival.
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Jessurun CAC, Vos JAM, Limpens J, Luiten RM. Biomarkers for Response of Melanoma Patients to Immune Checkpoint Inhibitors: A Systematic Review. Front Oncol 2017; 7:233. [PMID: 29034210 PMCID: PMC5625582 DOI: 10.3389/fonc.2017.00233] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2017] [Accepted: 09/11/2017] [Indexed: 01/08/2023] Open
Abstract
Background Immune checkpoint inhibitors (ICIs), targeting CTLA-4 or PD-1 molecules, have shown impressive therapeutic results. However, only 20–40% of advanced melanoma patients have durable responses to ICI, and these positive effects must be balanced against severe off-target immune toxicity and high costs. This urges the development of predictive biomarkers for ICI response to select patients with likely clinical benefit from treatment. Although many candidate biomarkers exist, a systematic overview of biomarkers and their usefulness is lacking. Objectives Here, we systematically review the current literature of clinical data of ICI treatment to provide an overview of candidate predictive biomarkers for ICI in melanoma patients. Methods To identify studies on biomarkers for clinical response or survival to ICI therapy in melanoma patients, we performed a systematic search in OVID MEDLINE and retrieved 429 publications, of which 67 met the eligibility criteria. Results Blood and genomic biomarkers were mainly studied for CTLA-4 ICI, while tumor tissue markers were analyzed for both CTLA-4 and PD-1 ICI. Blood cytology and soluble factors correlated more frequently to overall survival (OS) than to response, indicating their prognostic rather than predictive nature. Systemic T-cell response and regulation markers correlated to response, but progression-free survival or OS were not analyzed. Tumor tissue analyses revealed response correlations with mutational load, neoantigen load, immune-related gene expression, and CD8+ T-cell infiltration at the invasive margin. The predictive value of PD-L1 varied, possibly due to the influence of T-cell infiltration on tumor PD-L1 expression. Genomic biomarker studies addressed CTLA-4 and other immune-related genes. Conclusion This review outlines all published biomarkers for ICI therapy and highlights potential candidate markers for future research. To date, PD-L1 is the best studied biomarker for PD-1 ICI response. The most promising candidate predictive biomarkers for ICI response have not yet been identified. Variations in outcome parameters, statistical power, and analyses hampered summary of the results. Further investigation of biomarkers in larger patient cohorts using standardized objectives and outcome measures is recommended.
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Affiliation(s)
- Charissa A C Jessurun
- Department of Dermatology and Netherlands Institute for Pigment Disorders, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
| | - Julien A M Vos
- Department of Dermatology and Netherlands Institute for Pigment Disorders, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
| | - Jacqueline Limpens
- Medical Library, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
| | - Rosalie M Luiten
- Department of Dermatology and Netherlands Institute for Pigment Disorders, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
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36
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Jacquelot N, Roberti MP, Enot DP, Rusakiewicz S, Ternès N, Jegou S, Woods DM, Sodré AL, Hansen M, Meirow Y, Sade-Feldman M, Burra A, Kwek SS, Flament C, Messaoudene M, Duong CPM, Chen L, Kwon BS, Anderson AC, Kuchroo VK, Weide B, Aubin F, Borg C, Dalle S, Beatrix O, Ayyoub M, Balme B, Tomasic G, Di Giacomo AM, Maio M, Schadendorf D, Melero I, Dréno B, Khammari A, Dummer R, Levesque M, Koguchi Y, Fong L, Lotem M, Baniyash M, Schmidt H, Svane IM, Kroemer G, Marabelle A, Michiels S, Cavalcanti A, Smyth MJ, Weber JS, Eggermont AM, Zitvogel L. Predictors of responses to immune checkpoint blockade in advanced melanoma. Nat Commun 2017; 8:592. [PMID: 28928380 PMCID: PMC5605517 DOI: 10.1038/s41467-017-00608-2] [Citation(s) in RCA: 151] [Impact Index Per Article: 21.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2017] [Accepted: 07/10/2017] [Indexed: 12/31/2022] Open
Abstract
Immune checkpoint blockers (ICB) have become pivotal therapies in the clinical armamentarium against metastatic melanoma (MMel). Given the frequency of immune related adverse events and increasing use of ICB, predictors of response to CTLA-4 and/or PD-1 blockade represent unmet clinical needs. Using a systems biology-based approach to an assessment of 779 paired blood and tumor markers in 37 stage III MMel patients, we analyzed association between blood immune parameters and the functional immune reactivity of tumor-infiltrating cells after ex vivo exposure to ICB. Based on this assay, we retrospectively observed, in eight cohorts enrolling 190 MMel patients treated with ipilimumab, that PD-L1 expression on peripheral T cells was prognostic on overall and progression-free survival. Moreover, detectable CD137 on circulating CD8+ T cells was associated with the disease-free status of resected stage III MMel patients after adjuvant ipilimumab + nivolumab (but not nivolumab alone). These biomarkers should be validated in prospective trials in MMel.The clinical management of metastatic melanoma requires predictors of the response to checkpoint blockade. Here, the authors use immunological assays to identify potential prognostic/predictive biomarkers in circulating blood cells and in tumor-infiltrating lymphocytes from patients with resected stage III melanoma.
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Affiliation(s)
- N Jacquelot
- INSERM U1015, Gustave Roussy Cancer Campus, Villejuif, 94800, France.,University Paris-Saclay, Kremlin Bicêtre, 94 276, France.,Gustave Roussy Cancer Campus, Villejuif, 94800, France
| | - M P Roberti
- INSERM U1015, Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Gustave Roussy Cancer Campus, Villejuif, 94800, France
| | - D P Enot
- Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Metabolomics and Cell Biology Platforms, Gustave Roussy Cancer Campus, Villejuif, 94800, France
| | - S Rusakiewicz
- INSERM U1015, Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Gustave Roussy Cancer Campus, Villejuif, 94800, France.,CIC1428, Gustave Roussy Cancer Campus, Villejuif, 94800, France
| | - N Ternès
- University Paris-Saclay, Kremlin Bicêtre, 94 276, France.,Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Gustave Roussy, Université Paris-Saclay, Service de Biostatistique et d'Epidémiologie, Villejuif, F-94805, France
| | - S Jegou
- Saint Antoine Hospital, INSERM ERL 1157-CNRS UMR 7203, Paris, 75005, France
| | - D M Woods
- Laura & Isaac Perlmutter Cancer Center, New York University Medical Center, New York, NY, 10016, USA
| | - A L Sodré
- Laura & Isaac Perlmutter Cancer Center, New York University Medical Center, New York, NY, 10016, USA
| | - M Hansen
- Center for Cancer Immune Therapy, Department of Hematology and Oncology, Copenhagen University Hospital, Herlev, DK-2730, Denmark
| | - Y Meirow
- The Lautenberg Center for General and Tumor Immunology, BioMedical Research institute Israel Canada of the Faculty of Medicine, The Hebrew University Hadassah Medical School, Jerusalem, 91120, Israel
| | - M Sade-Feldman
- The Lautenberg Center for General and Tumor Immunology, BioMedical Research institute Israel Canada of the Faculty of Medicine, The Hebrew University Hadassah Medical School, Jerusalem, 91120, Israel
| | - A Burra
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, CA, 94143, USA
| | - S S Kwek
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, CA, 94143, USA
| | - C Flament
- INSERM U1015, Gustave Roussy Cancer Campus, Villejuif, 94800, France.,University Paris-Saclay, Kremlin Bicêtre, 94 276, France.,Gustave Roussy Cancer Campus, Villejuif, 94800, France.,CIC1428, Gustave Roussy Cancer Campus, Villejuif, 94800, France
| | - M Messaoudene
- INSERM U1015, Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Gustave Roussy Cancer Campus, Villejuif, 94800, France
| | - C P M Duong
- INSERM U1015, Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Gustave Roussy Cancer Campus, Villejuif, 94800, France
| | - L Chen
- Department of Immunobiology, Yale School of Medicine, 10 Amistad Street, New Haven, CT, 06519, USA
| | - B S Kwon
- Eutilex, Suite# 1401 Daeryung Technotown 17 Gasan Digital 1-ro 25, Geumcheon-gu, Seoul, 08594, Korea.,Section of Clinical Immunology, Allergy, and Rheumatology, Department of Medicine, Tulane University Health Sciences Center, New Orleans, LA, 70112, USA
| | - A C Anderson
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, 02115, USA
| | - V K Kuchroo
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, 02115, USA
| | - B Weide
- Department of Dermatology, University Medical Center Tübingen, Tübingen, 72076, Germany
| | - F Aubin
- Université de Franche Comté, EA3181, SFR4234, Service de Dermatologie, Centre Hospitalier Universitaire (CHU), Besançon, 25000, France
| | - C Borg
- Department of Medical Oncology, University Hospital of Besancon, 3 Boulevard Alexander Fleming, Besancon, F-25030, France.,Clinical Investigational Centre, CIC-1431, University Hospital of Besançon, Besançon, 25030, France.,INSERM U1098, University of Franche-Comté, Besançon, 25020, France
| | - S Dalle
- Centre Hospitalier Lyon-Sud, Hospices Civils de Lyon and University Claude Bernard Lyon 1, Lyon, 69000, France.,Centre de Recherche en Cancérologie de Lyon, Lyon, 69000, France
| | - O Beatrix
- Centre Hospitalier Lyon-Sud, Hospices Civils de Lyon and University Claude Bernard Lyon 1, Lyon, 69000, France
| | - M Ayyoub
- INSERM U1015, Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Gustave Roussy Cancer Campus, Villejuif, 94800, France
| | - B Balme
- Centre Hospitalier Lyon-Sud, Hospices Civils de Lyon and University Claude Bernard Lyon 1, Lyon, 69000, France.,Department of Pathology, Centre Hospitalier Lyon-Sud, Hospices Civils de Lyon, Lyon, 69000, France
| | - G Tomasic
- Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Department of Pathology, Gustave Roussy Cancer Campus, Villejuif, 94800, France
| | - A M Di Giacomo
- Medical Oncology and Immunotherapy Division, University Hospital of Siena, Viale Bracci, 14, Siena, 53100, Italy
| | - M Maio
- Medical Oncology and Immunotherapy, Department of Oncology, University Hospital of Siena, Instituto Toscano Tumori, Siena, 53100, Italy
| | - D Schadendorf
- Department of Dermatology, University Hospital, University Duisburg-Essen, Essen, Germany & German Cancer Consortium (DKTZ), Heidelberg, D-69120, Germany
| | - I Melero
- Division of Gene Therapy and Hepatology, Centre for Applied Medical Research, Pamplona, 31008, Spain.,Oncology Department, University Clinic of Navarra, Pamplona, 31008, Spain.,Centro de Investigación cBiomedica en Red de Oncologia, Pamplona, 31008, Spain
| | - B Dréno
- Department of Onco-dermatology, CIC Biotherapy, INSERM U1232, CHU Nantes, Nantes, 44000, France
| | - A Khammari
- Department of Onco-dermatology, CIC Biotherapy, INSERM U1232, CHU Nantes, Nantes, 44000, France
| | - R Dummer
- Department of Dermatology, University Hospital Zürich and University of Zürich, Zürich, 8091, Switzerland
| | - M Levesque
- Department of Dermatology, University Hospital Zürich and University of Zürich, Zürich, 8091, Switzerland
| | - Y Koguchi
- Earle A. Chiles Research Institute, Providence Cancer Center, Portland, OR, 97213, USA
| | - L Fong
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, CA, 94143, USA
| | - M Lotem
- Sharett Institute of Oncology, Hadassah Medical Organization, Jerusalem, 91120, Israel
| | - M Baniyash
- The Lautenberg Center for General and Tumor Immunology, BioMedical Research institute Israel Canada of the Faculty of Medicine, The Hebrew University Hadassah Medical School, Jerusalem, 91120, Israel
| | - H Schmidt
- Department of Oncology, Aarhus University Hospital, Aarhus, DK-8200, Denmark
| | - I M Svane
- Center for Cancer Immune Therapy, Department of Hematology and Oncology, Copenhagen University Hospital, Herlev, DK-2730, Denmark
| | - G Kroemer
- Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Metabolomics and Cell Biology Platforms, Gustave Roussy Cancer Campus, Villejuif, 94800, France.,INSERM U1138, Centre de Recherche des Cordeliers, Paris, 75006, France.,Equipe 11 labellisée par la Ligue contre le Cancer, Centre de Recherche des Cordeliers, Paris, 75006, France.,Université Paris Descartes, Sorbonne Paris Cité, Paris, 75006, France.,Université Pierre et Marie Curie, Paris, 75005, France.,Pôle de Biologie, Hôpital Européen Georges Pompidou, AP-HP, Paris, 75015, France
| | - A Marabelle
- INSERM U1015, Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Gustave Roussy Cancer Campus, Villejuif, 94800, France.,CIC1428, Gustave Roussy Cancer Campus, Villejuif, 94800, France
| | - S Michiels
- Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Gustave Roussy, Université Paris-Saclay, Service de Biostatistique et d'Epidémiologie, Villejuif, F-94805, France
| | - A Cavalcanti
- Gustave Roussy Cancer Campus, Villejuif, 94800, France.,Department of Surgery, Gustave Roussy Cancer Center, Villejuif, 94800, France.,Department of Dermatology, Gustave Roussy Cancer Center, Villejuif, 94800, France
| | - M J Smyth
- Immunology in Cancer and Infection Laboratory, QIMR Berghofer Medical Research Institute, Herston, QLD, 4006, Australia.,School of Medicine, University of Queensland, Herston, QLD, 4006, Australia
| | - J S Weber
- Laura & Isaac Perlmutter Cancer Center, New York University Medical Center, New York, NY, 10016, USA
| | - A M Eggermont
- Gustave Roussy Cancer Campus, Villejuif, 94800, France
| | - L Zitvogel
- INSERM U1015, Gustave Roussy Cancer Campus, Villejuif, 94800, France. .,University Paris-Saclay, Kremlin Bicêtre, 94 276, France. .,Gustave Roussy Cancer Campus, Villejuif, 94800, France. .,CIC1428, Gustave Roussy Cancer Campus, Villejuif, 94800, France. .,Gustave Roussy, Université Paris-Saclay, Service de Biostatistique et d'Epidémiologie, Villejuif, F-94805, France.
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Bosisio FM, van den Oord JJ. Immunoplasticity in cutaneous melanoma: beyond pure morphology. Virchows Arch 2017; 470:357-369. [PMID: 28054151 DOI: 10.1007/s00428-016-2058-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2016] [Revised: 12/03/2016] [Accepted: 12/19/2016] [Indexed: 12/18/2022]
Affiliation(s)
- Francesca Maria Bosisio
- Laboratory of Translational Cell and Tissue Research, KUL, Minderbroederstraat 19, 3000, Leuven, Belgium.
- Università degli studi di Milano-Bicocca, Milan, Italy.
| | - Joost J van den Oord
- Laboratory of Translational Cell and Tissue Research, KUL, Minderbroederstraat 19, 3000, Leuven, Belgium
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38
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Jacquelot N, Pitt JM, Enot DP, Roberti MP, Duong CPM, Rusakiewicz S, Eggermont AM, Zitvogel L. Immune biomarkers for prognosis and prediction of responses to immune checkpoint blockade in cutaneous melanoma. Oncoimmunology 2017; 6:e1299303. [PMID: 28919986 DOI: 10.1080/2162402x.2017.1299303] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2017] [Accepted: 02/19/2017] [Indexed: 01/05/2023] Open
Abstract
Existing clinical, anatomopathological and molecular biomarkers fail to reliably predict the prognosis of cutaneous melanoma. Biomarkers for determining which patients receive adjuvant therapies are needed. The emergence of new technologies and the discovery of new immune populations with different prognostic values allow the immune network in the tumor to be better understood. Importantly, new molecules identified and expressed by immune cells have been shown to reduce the antitumor immune efficacy of therapies, prompting researchers to develop antibodies targeting these so-called "immune checkpoints", which have now entered the oncotherapeutic armamentarium.
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Affiliation(s)
- Nicolas Jacquelot
- Gustave Roussy, Université Paris-Saclay, INSERM U1015, Villejuif, F-94805, France
| | - Jonathan M Pitt
- Gustave Roussy, Université Paris-Saclay, INSERM U1015, Villejuif, F-94805, France
| | - David P Enot
- Gustave Roussy, Université Paris-saclay, Metabolomics and Cell Biology Platforms, Villejuif, F-94805, France
| | - Maria Paula Roberti
- Gustave Roussy, Université Paris-Saclay, INSERM U1015, Villejuif, F-94805, France
| | - Connie P M Duong
- Gustave Roussy, Université Paris-Saclay, INSERM U1015, Villejuif, F-94805, France
| | - Sylvie Rusakiewicz
- Gustave Roussy, Université Paris-Saclay, INSERM U1015, Villejuif, F-94805, France.,Gustave Roussy, Université Paris-saclay, CIC Biothérapie IGR Curie CIC 1428, Villejuif, F-94805, France
| | | | - Laurence Zitvogel
- Gustave Roussy, Université Paris-Saclay, INSERM U1015, Villejuif, F-94805, France.,Gustave Roussy, Université Paris-saclay, CIC Biothérapie IGR Curie CIC 1428, Villejuif, F-94805, France
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Davids MS, Kim HT, Bachireddy P, Costello C, Liguori R, Savell A, Lukez AP, Avigan D, Chen YB, McSweeney P, LeBoeuf NR, Rooney MS, Bowden M, Zhou CW, Granter SR, Hornick JL, Rodig SJ, Hirakawa M, Severgnini M, Hodi FS, Wu CJ, Ho VT, Cutler C, Koreth J, Alyea EP, Antin JH, Armand P, Streicher H, Ball ED, Ritz J, Bashey A, Soiffer RJ. Ipilimumab for Patients with Relapse after Allogeneic Transplantation. N Engl J Med 2016; 375:143-53. [PMID: 27410923 PMCID: PMC5149459 DOI: 10.1056/nejmoa1601202] [Citation(s) in RCA: 441] [Impact Index Per Article: 55.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
BACKGROUND Loss of donor-mediated immune antitumor activity after allogeneic hematopoietic stem-cell transplantation (HSCT) permits relapse of hematologic cancers. We hypothesized that immune checkpoint blockade established by targeting cytotoxic T-lymphocyte-associated protein 4 with ipilimumab could restore antitumor reactivity through a graft-versus-tumor effect. METHODS We conducted a phase 1/1b multicenter, investigator-initiated study to determine the safety and efficacy of ipilimumab in patients with relapsed hematologic cancer after allogeneic HSCT. Patients received induction therapy with ipilimumab at a dose of 3 or 10 mg per kilogram of body weight every 3 weeks for a total of 4 doses, with additional doses every 12 weeks for up to 60 weeks in patients who had a clinical benefit. RESULTS A total of 28 patients were enrolled. Immune-related adverse events, including one death, were observed in 6 patients (21%), and graft-versus-host disease (GVHD) that precluded further administration of ipilimumab was observed in 4 patients (14%). No responses that met formal response criteria occurred in patients who received a dose of 3 mg per kilogram. Among 22 patients who received a dose of 10 mg per kilogram, 5 (23%) had a complete response, 2 (9%) had a partial response, and 6 (27%) had decreased tumor burden. Complete responses occurred in 4 patients with extramedullary acute myeloid leukemia and 1 patient with the myelodysplastic syndrome developing into acute myeloid leukemia. Four patients had a durable response for more than 1 year. Responses were associated with in situ infiltration of cytotoxic CD8+ T cells, decreased activation of regulatory T cells, and expansion of subpopulations of effector T cells in the blood. CONCLUSIONS Our early-phase data showed that administration of ipilimumab was feasible in patients with recurrent hematologic cancers after allogeneic HSCT, although immune-mediated toxic effects and GVHD occurred. Durable responses were observed in association with several histologic subtypes of these cancers, including extramedullary acute myeloid leukemia. (Funded by the National Institutes of Health and others; ClinicalTrials.gov number, NCT01822509.).
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Affiliation(s)
- Matthew S Davids
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Haesook T Kim
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Pavan Bachireddy
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Caitlin Costello
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Rebecca Liguori
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Alexandra Savell
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Alexander P Lukez
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - David Avigan
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Yi-Bin Chen
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Peter McSweeney
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Nicole R LeBoeuf
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Michael S Rooney
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Michaela Bowden
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Chensheng W Zhou
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Scott R Granter
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Jason L Hornick
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Scott J Rodig
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Masahiro Hirakawa
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Mariano Severgnini
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - F Stephen Hodi
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Catherine J Wu
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Vincent T Ho
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Corey Cutler
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - John Koreth
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Edwin P Alyea
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Joseph H Antin
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Philippe Armand
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Howard Streicher
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Edward D Ball
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Jerome Ritz
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Asad Bashey
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
| | - Robert J Soiffer
- From the Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School (M.S.D., H.T.K., P.B., R.L., A.S., A.P.L., M.H., M.S., F.S.H., C.J.W., V.T.H., C. Cutler, J.K., E.P.A., J.H.A., P.A., J.R., R.J.S.), the Bone Marrow Transplant Program, Beth Israel Deaconess Medical Center and Harvard Medical School (D.A.), the Bone Marrow Transplant Program, Massachusetts General Hospital Cancer Center and Harvard Medical School (Y.-B.C.), the Departments of Dermatology (N.R.L.) and Pathology (S.R.G., J.L.H., S.J.R.), Dana-Farber and Brigham and Women's Cancer Center, and the Dana-Farber Cancer Institute, Center for Molecular Oncologic Pathology (M.B., C.W.Z.) - all in Boston; Broad Institute of Massachusetts Institute of Technology and Harvard (P.B., C.J.W.) and Neon Therapeutics (M.S.R.) - both in Cambridge; the Blood and Marrow Transplant Program, University of California, San Diego, Moores Cancer Center, La Jolla (C. Costello, E.D.B.); Colorado Blood Cancer Institute, Denver (P.M.); Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, MD (H.S.); and the Blood and Marrow Transplant Group of Georgia at Northside Hospital, Atlanta (A.B.)
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40
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Viola D, Valerio L, Molinaro E, Agate L, Bottici V, Biagini A, Lorusso L, Cappagli V, Pieruzzi L, Giani C, Sabini E, Passannati P, Puleo L, Matrone A, Pontillo-Contillo B, Battaglia V, Mazzeo S, Vitti P, Elisei R. Treatment of advanced thyroid cancer with targeted therapies: ten years of experience. Endocr Relat Cancer 2016; 23:R185-205. [PMID: 27207700 DOI: 10.1530/erc-15-0555] [Citation(s) in RCA: 121] [Impact Index Per Article: 15.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2015] [Accepted: 02/27/2016] [Indexed: 12/13/2022]
Abstract
Thyroid cancer is rare, but it is the most frequent endocrine malignancy. Its prognosis is generally favorable, especially in cases of well-differentiated thyroid cancers (DTCs), such as papillary and follicular cancers, which have survival rates of approximately 95% at 40 years. However, 15-20% of cases became radioiodine refractory (RAI-R), and until now, no other treatments have been effective. The same problems are found in cases of poorly differentiated (PDTC) and anaplastic (ATC) thyroid cancers and in at least 30% of medullary thyroid cancer (MTC) cases, which are very aggressive and not sensitive to radioiodine. Tyrosine kinase inhibitors (TKIs) represent a new approach to the treatment of advanced cases of RAI-R DTC, MTC, PDTC, and, possibly, ATC. In the past 10 years, several TKIs have been tested for the treatment of advanced, progressive, and RAI-R thyroid tumors, and some of them have been recently approved for use in clinical practice: sorafenib and lenvatinib for DTC and PDTC and vandetanib and cabozantinib for MTC. The objective of this review is to present the current status of the treatment of advanced thyroid cancer with the use of innovative targeted therapies by describing both the benefits and the limits of their use based on the experiences reported so far. A comprehensive analysis and description of the molecular basis of these therapies, as well as new therapeutic perspectives, are reported. Some practical suggestions are given for both the choice of patients to be treated and their management, with particular regard to the potential side effects.
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Affiliation(s)
- David Viola
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Laura Valerio
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Eleonora Molinaro
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Laura Agate
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Valeria Bottici
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Agnese Biagini
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Loredana Lorusso
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Virginia Cappagli
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Letizia Pieruzzi
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Carlotta Giani
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Elena Sabini
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Paolo Passannati
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Luciana Puleo
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Antonio Matrone
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Benedetta Pontillo-Contillo
- Diagnostic and Interventional RadiologyDepartment of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Valentina Battaglia
- Diagnostic and Interventional RadiologyDepartment of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Salvatore Mazzeo
- Diagnostic and Interventional RadiologyDepartment of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Paolo Vitti
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
| | - Rossella Elisei
- Department of Clinical and Experimental MedicineSection of Endocrinology, University of Pisa, Pisa, Italy
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