1
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Wu X, Jiang D, Liu H, Lu X, Lv D, Liang L. CD8 + T Cell-Based Molecular Classification With Heterogeneous Immunogenomic Landscapes and Clinical Significance of Clear Cell Renal Cell Carcinoma. Front Immunol 2022; 12:745945. [PMID: 34970257 PMCID: PMC8713701 DOI: 10.3389/fimmu.2021.745945] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Accepted: 11/29/2021] [Indexed: 01/07/2023] Open
Abstract
The tumor microenvironment (TME) exerts a high impact on tumor biology and immunotherapy. The heterogeneous phenotypes and the clinical significance of CD8+ T cells in TME have not been fully elucidated. Here, a comprehensive immunogenomic analysis based on multi-omics data was performed to investigate the clinical significance and tumor heterogeneity between CD8+ T cell-related molecular clusters. We identified two distinct molecular clusters of ccRCC (C1 and C2) in TCGA and validated in E-MTAB-1980 cohorts. The C1 cluster was characterized by unfavorable prognosis, increased expression levels of CD8+ T cell exhaustion markers, high immune infiltration levels as well as more immune escape mechanisms. The C2 cluster was featured by favorable prognosis, elevated expression levels of CD8+ T cell effector markers, low load of copy number loss and low frequency of 9p21.3 deletion. Moreover, the effect of molecular classifications on Nivolumab therapeutic efficacy in the CheckMate 025 cohort was examined, and the C2 cluster exhibited a better prognosis. Taken together, we determine two CD8+ T cell-related molecular clusters in ccRCC, and provide new insights for evaluating the functions of CD8+ T cells. Our molecular classification is a potential strategy for prognostic prediction and immunotherapeutic guidance for ccRCC patients.
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Affiliation(s)
- Xiangkun Wu
- Department of Pathology, Nanfang Hospital and Basic Medical College, Southern Medical University, Guangzhou, China.,Department of Pathology & Guangdong Province Key Laboratory of Molecular Tumor Pathology, School of Basic Medical Sciences, Southern Medical University, Guangzhou, China
| | - Dongmei Jiang
- Department of Pathology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Hongling Liu
- Department of Pathology, Nanfang Hospital and Basic Medical College, Southern Medical University, Guangzhou, China.,Department of Pathology & Guangdong Province Key Laboratory of Molecular Tumor Pathology, School of Basic Medical Sciences, Southern Medical University, Guangzhou, China
| | - Xiaofan Lu
- State Key Laboratory of Natural Medicines, Research Center of Biostatistics and Computational Pharmacy, China Pharmaceutical University, Nanjing, China
| | - Daojun Lv
- Department of Urology, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Li Liang
- Department of Pathology, Nanfang Hospital and Basic Medical College, Southern Medical University, Guangzhou, China.,Department of Pathology & Guangdong Province Key Laboratory of Molecular Tumor Pathology, School of Basic Medical Sciences, Southern Medical University, Guangzhou, China
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2
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Isaacs J, Anders C, McArthur H, Force J. Biomarkers of Immune Checkpoint Blockade Response in Triple-Negative Breast Cancer. Curr Treat Options Oncol 2021; 22:38. [PMID: 33743085 DOI: 10.1007/s11864-021-00833-4] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/18/2021] [Indexed: 12/18/2022]
Abstract
OPINION STATEMENT Immune checkpoint blockade (ICB) has revolutionized the treatment landscape across multiple solid tumor types. In triple-negative breast cancer (TNBC), clinical benefit for the addition of ICB to chemotherapy has been shown in both the metastatic and early stage disease settings. A minority of patients with TNBC will truly benefit from ICB, with many tumors unlikely to respond, and ICB can cause additional toxicities for patients to incur. In clinical practice, ICB-based regimens are emerging as standard-of-care treatment options in TNBC subpopulations. Atezolizumab in combination with nab-paclitaxel is recommended as first-line treatment for patients with PD-L1-positive metastatic TNBC. Clinical trials are needed to confirm this benefit and evaluate if additional biomarkers may allow for improved patient selection. Trials investigating ICB in early-stage breast cancer show promise for the benefit of combination ICB with neoadjuvant chemotherapy. However, longer follow-up is required before ICB can be considered as standard-of-care treatment in the early stage setting. In both metastatic and early stage TNBC, novel biomarkers to improve patient selection are now under investigation. These include multiplex IHC to profile immune cell subtypes (such as tumor infiltrating lymphocytes) or RNA gene expression profiling to detect signatures suggestive of a T-cell-inflamed microenvironment. Detecting somatic mutations through tumor next-generation DNA sequencing may predict resistance mechanisms or suggest sensitivity to ICB monotherapy or in combination with other forms of systemic therapy. These biomarker platforms may allow for a more granular analysis of immune activity and should be further investigated in prospective studies with the aim of personalizing ICB-focused therapies in TNBC.
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Affiliation(s)
- James Isaacs
- Department of Medicine, Division of Medical Oncology, Duke University, Durham, NC, 27710, USA
| | - Carey Anders
- Department of Medicine, Division of Medical Oncology, Duke University, Durham, NC, 27710, USA.,Duke Cancer Institute, Duke University, Durham, NC, 27710, USA
| | - Heather McArthur
- Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA
| | - Jeremy Force
- Department of Medicine, Division of Medical Oncology, Duke University, Durham, NC, 27710, USA. .,Duke Cancer Institute, Duke University, Durham, NC, 27710, USA.
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3
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Giraud J, Chalopin D, Blanc JF, Saleh M. Hepatocellular Carcinoma Immune Landscape and the Potential of Immunotherapies. Front Immunol 2021; 12:655697. [PMID: 33815418 PMCID: PMC8012774 DOI: 10.3389/fimmu.2021.655697] [Citation(s) in RCA: 112] [Impact Index Per Article: 37.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2021] [Accepted: 02/22/2021] [Indexed: 12/13/2022] Open
Abstract
Hepatocellular carcinoma (HCC) is the most common liver tumor and among the deadliest cancers worldwide. Advanced HCC overall survival is meager and has not improved over the last decade despite approval of several tyrosine kinase inhibitors (TKi) for first and second-line treatments. The recent approval of immune checkpoint inhibitors (ICI) has revolutionized HCC palliative care. Unfortunately, the majority of HCC patients fail to respond to these therapies. Here, we elaborate on the immune landscapes of the normal and cirrhotic livers and of the unique HCC tumor microenvironment. We describe the molecular and immunological classifications of HCC, discuss the role of specific immune cell subsets in this cancer, with a focus on myeloid cells and pathways in anti-tumor immunity, tumor promotion and immune evasion. We also describe the challenges and opportunities of immunotherapies in HCC and discuss new avenues based on harnessing the anti-tumor activity of myeloid, NK and γδ T cells, vaccines, chimeric antigen receptors (CAR)-T or -NK cells, oncolytic viruses, and combination therapies.
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Affiliation(s)
- Julie Giraud
- University of Bordeaux, CNRS, ImmunoConcEpT, UMR 5164, Bordeaux, France
| | | | - Jean-Frédéric Blanc
- University of Bordeaux, INSERM UMR 1053, Bordeaux, France.,Department of Oncology, CHU Bordeaux, Haut Leveque Hospital, Pessac, France
| | - Maya Saleh
- University of Bordeaux, CNRS, ImmunoConcEpT, UMR 5164, Bordeaux, France.,Department of Medicine, McGill University, Montreal, QC, Canada
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4
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Giehl E, Kosaka H, Liu Z, Feist M, Kammula US, Lotze MT, Ma C, Guo ZS, Bartlett DL. In Vivo Priming of Peritoneal Tumor-Reactive Lymphocytes With a Potent Oncolytic Virus for Adoptive Cell Therapy. Front Immunol 2021; 12:610042. [PMID: 33679747 PMCID: PMC7930493 DOI: 10.3389/fimmu.2021.610042] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Accepted: 01/04/2021] [Indexed: 01/07/2023] Open
Abstract
Adoptive cell therapy (ACT) using autologous tumor infiltrating lymphocytes (TIL) achieves durable clinical benefit for patients from whom these cells can be derived in advanced metastatic melanoma but is limited in most solid tumors as a result of immune escape and exclusion. A tumor microenvironment (TME) priming strategy to improve the quantity and quality of TIL represents an important tactic to explore. Oncolytic viruses expressing immune stimulatory cytokines induce a potent inflammatory response that may enhance infiltration and activation of T cells. In this study, we examined the ability of an attenuated oncolytic vaccinia virus expressing IL15/IL15Rα (vvDD-IL15/Rα) to enhance recovery of lavage T cells in peritoneal carcinomatosis (PC). We found that intraperitoneal (IP) vvDD-IL15/Rα treatment of animals bearing PC resulted in a significant increase in cytotoxic function and memory formation in CD8+ T cells in peritoneal fluid. Using tetramers for vaccinia virus B8R antigen and tumor rejection antigen p15E, we found that the expanded population of peritoneal CD8+ T cells are specific for vaccinia or tumor with increased tumor-specificity over time, reinforced with viral clearance. Application of these vvDD-IL15/Rα induced CD8+ T cells in ACT of a lethal model of PC significantly increased survival. In addition, we found in patients with peritoneal metastases from various primary solid tumors that peritoneal T cells could be recovered but were exhausted with infrequent tumor-reactivity. If clinically translatable, vvDD-IL15/Rα in vivo priming would greatly expand the number of patients with advanced metastatic cancers responsive to T cell therapy.
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Affiliation(s)
- Esther Giehl
- Departments of Surgery, University of Pittsburgh School of Medicine, and UPMC Hillman Cancer Center, Pittsburgh, PA, United States.,Department of Visceral, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Dresden, Germany
| | - Hiromichi Kosaka
- Departments of Surgery, University of Pittsburgh School of Medicine, and UPMC Hillman Cancer Center, Pittsburgh, PA, United States.,Oncology Research Laboratories Oncology R&D Unit, Kyowa Kirin Co., Ltd., Shizuoka, Japan
| | - Zuqiang Liu
- Departments of Surgery, University of Pittsburgh School of Medicine, and UPMC Hillman Cancer Center, Pittsburgh, PA, United States
| | - Mathilde Feist
- Departments of Surgery, University of Pittsburgh School of Medicine, and UPMC Hillman Cancer Center, Pittsburgh, PA, United States.,Department of Surgery, CCM/CVK, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Udai S Kammula
- Departments of Surgery, University of Pittsburgh School of Medicine, and UPMC Hillman Cancer Center, Pittsburgh, PA, United States
| | - Michael T Lotze
- Departments of Surgery, University of Pittsburgh School of Medicine, and UPMC Hillman Cancer Center, Pittsburgh, PA, United States
| | - Congrong Ma
- Departments of Surgery, University of Pittsburgh School of Medicine, and UPMC Hillman Cancer Center, Pittsburgh, PA, United States
| | - Zong Sheng Guo
- Departments of Surgery, University of Pittsburgh School of Medicine, and UPMC Hillman Cancer Center, Pittsburgh, PA, United States
| | - David L Bartlett
- Departments of Surgery, University of Pittsburgh School of Medicine, and UPMC Hillman Cancer Center, Pittsburgh, PA, United States
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5
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Lin E, Liu X, Liu Y, Zhang Z, Xie L, Tian K, Liu J, Yu Y. Roles of the Dynamic Tumor Immune Microenvironment in the Individualized Treatment of Advanced Clear Cell Renal Cell Carcinoma. Front Immunol 2021; 12:653358. [PMID: 33746989 PMCID: PMC7970116 DOI: 10.3389/fimmu.2021.653358] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Accepted: 02/12/2021] [Indexed: 02/05/2023] Open
Abstract
Immune checkpoint inhibitors (ICIs) are currently a first-line treatment option for clear cell renal cell carcinoma (ccRCC). However, recent clinical studies have shown that a large number of patients do not respond to ICIs. Moreover, only a few patients achieve a stable and durable response even with combination therapy based on ICIs. Available studies have concluded that the response to immunotherapy and targeted therapy in patients with ccRCC is affected by the tumor immune microenvironment (TIME), which can be manipulated by targeted therapy and tumor genomic characteristics. Therefore, an in-depth understanding of the dynamic nature of the TIME is important for improving the efficacy of immunotherapy or combination therapy in patients with advanced ccRCC. Here, we explore the possible mechanisms by which the TIME affects the efficacy of immunotherapy and targeted therapy, as well as the factors that drive dynamic changes in the TIME in ccRCC, including the immunomodulatory effect of targeted therapy and genomic changes. We also describe the progress on novel therapeutic modalities for advanced ccRCC based on the TIME. Overall, this review provides valuable information on the optimization of combination therapy and development of individualized therapy for advanced ccRCC.
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MESH Headings
- Antineoplastic Combined Chemotherapy Protocols/pharmacology
- Antineoplastic Combined Chemotherapy Protocols/therapeutic use
- Biomarkers, Tumor/antagonists & inhibitors
- Biomarkers, Tumor/genetics
- Carcinoma, Renal Cell/drug therapy
- Carcinoma, Renal Cell/genetics
- Carcinoma, Renal Cell/immunology
- Carcinoma, Renal Cell/mortality
- Drug Resistance, Neoplasm/drug effects
- Drug Resistance, Neoplasm/genetics
- Gene Expression Regulation, Neoplastic/drug effects
- Gene Expression Regulation, Neoplastic/immunology
- Humans
- Immune Checkpoint Inhibitors/pharmacology
- Immune Checkpoint Inhibitors/therapeutic use
- Kidney Neoplasms/drug therapy
- Kidney Neoplasms/genetics
- Kidney Neoplasms/immunology
- Kidney Neoplasms/mortality
- Molecular Targeted Therapy/methods
- Precision Medicine/methods
- Progression-Free Survival
- Randomized Controlled Trials as Topic
- Tumor Microenvironment/drug effects
- Tumor Microenvironment/genetics
- Tumor Microenvironment/immunology
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Affiliation(s)
- Enyu Lin
- Department of Urology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
- Shantou University Medical College, Shantou, China
| | - Xuechao Liu
- Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, China
| | - Yanjun Liu
- Department of Immunology, School of Basic Medical Science, Southern Medical University, Guangzhou, China
| | - Zedan Zhang
- Department of Urology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
- Shantou University Medical College, Shantou, China
| | - Lu Xie
- Department of Urology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Kaiwen Tian
- Department of Urology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Jiumin Liu
- Department of Urology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Yuming Yu
- Department of Urology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
- *Correspondence: Yuming Yu
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6
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Wang F, Wang S, Zhou Q. The Resistance Mechanisms of Lung Cancer Immunotherapy. Front Oncol 2020; 10:568059. [PMID: 33194652 PMCID: PMC7606919 DOI: 10.3389/fonc.2020.568059] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2020] [Accepted: 09/14/2020] [Indexed: 12/14/2022] Open
Abstract
Immunotherapy has revolutionized lung cancer treatment in the past decade. By reactivating the host’s immune system, immunotherapy significantly prolongs survival in some advanced lung cancer patients. However, resistance to immunotherapy is frequent, which manifests as a lack of initial response or clinical benefit to therapy (primary resistance) or tumor progression after the initial period of response (acquired resistance). Overcoming immunotherapy resistance is challenging owing to the complex and dynamic interplay among malignant cells and the defense system. This review aims to discuss the mechanisms that drive immunotherapy resistance and the innovative strategies implemented to overcome it in lung cancer.
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Affiliation(s)
- Fen Wang
- Guangdong Provincial Key Laboratory of Translational Medicine in Lung Cancer, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, School of Medicine, Guangdong Lung Cancer Institute, South China University of Technology, Guangzhou, China.,Shenzhen Key Laboratory of Gastrointestinal Cancer Translational Research, Department of Oncology, Cancer Institute of Shenzhen-PKU-HKUST Medical Center, Peking University Shenzhen Hospital, Shenzhen, China
| | - Shubin Wang
- Shenzhen Key Laboratory of Gastrointestinal Cancer Translational Research, Department of Oncology, Cancer Institute of Shenzhen-PKU-HKUST Medical Center, Peking University Shenzhen Hospital, Shenzhen, China
| | - Qing Zhou
- Guangdong Provincial Key Laboratory of Translational Medicine in Lung Cancer, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, School of Medicine, Guangdong Lung Cancer Institute, South China University of Technology, Guangzhou, China
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7
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Dimou A, Syrigos KN. The Role of GSK3β in T Lymphocytes in the Tumor Microenvironment. Front Oncol 2020; 10:1221. [PMID: 32850361 PMCID: PMC7396595 DOI: 10.3389/fonc.2020.01221] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2019] [Accepted: 06/15/2020] [Indexed: 12/19/2022] Open
Abstract
Immunotherapy options for patients with cancer have emerged following decades of research on immune responses against tumors. Most treatments in this category harness T cells with specificity for tumor associated antigens, neoantigens, and cancer-testis antigens. GSK3β is a serine-threonine kinase with the highest number of substrates and multifaceted roles in cell function including immune cells. Importantly, inhibitors of GSK3β are available for clinical and research use. Here, we review the possible role of GSK3β in the immune tumor microenvironment, with goal to guide future research that tests GSK3β inhibition as an immunotherapy adjunct.
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Affiliation(s)
- Anastasios Dimou
- Division of Medical Oncology, Mayo Clinic, Rochester, MN, United States
| | - Konstantinos N Syrigos
- Division of Medical Oncology, Third Department of Medicine, University of Athens, Athens, Greece
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8
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Lapuente-Santana Ó, Eduati F. Toward Systems Biomarkers of Response to Immune Checkpoint Blockers. Front Oncol 2020; 10:1027. [PMID: 32670886 PMCID: PMC7326813 DOI: 10.3389/fonc.2020.01027] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Accepted: 05/22/2020] [Indexed: 12/13/2022] Open
Abstract
Immunotherapy with checkpoint blockers (ICBs), aimed at unleashing the immune response toward tumor cells, has shown a great improvement in overall patient survival compared to standard therapy, but only in a subset of patients. While a number of recent studies have significantly improved our understanding of mechanisms playing an important role in the tumor microenvironment (TME), we still have an incomplete view of how the TME works as a whole. This hampers our ability to effectively predict the large heterogeneity of patients' response to ICBs. Systems approaches could overcome this limitation by adopting a holistic perspective to analyze the complexity of tumors. In this Mini Review, we focus on how an integrative view of the increasingly available multi-omics experimental data and computational approaches enables the definition of new systems-based predictive biomarkers. In particular, we will focus on three facets of the TME toward the definition of new systems biomarkers. First, we will review how different types of immune cells influence the efficacy of ICBs, not only in terms of their quantification, but also considering their localization and functional state. Second, we will focus on how different cells in the TME interact, analyzing how inter- and intra-cellular networks play an important role in shaping the immune response and are responsible for resistance to immunotherapy. Finally, we will describe the potential of looking at these networks as dynamic systems and how mathematical models can be used to study the rewiring of the complex interactions taking place in the TME.
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Affiliation(s)
- Óscar Lapuente-Santana
- Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
| | - Federica Eduati
- Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
- Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, Netherlands
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9
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Marks DK, Gartrell RD, El Asmar M, Boboila S, Hart T, Lu Y, Pan Q, Yu J, Hibshoosh H, Guo H, Andreopoulou E, Wiechmann L, Crew K, Sparano J, Hershman D, Connolly E, Saenger Y, Kalinsky K. Akt Inhibition Is Associated With Favorable Immune Profile Changes Within the Tumor Microenvironment of Hormone Receptor Positive, HER2 Negative Breast Cancer. Front Oncol 2020; 10:968. [PMID: 32612958 PMCID: PMC7308467 DOI: 10.3389/fonc.2020.00968] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Accepted: 05/15/2020] [Indexed: 12/31/2022] Open
Abstract
Background: The PI3K/Akt/mTOR pathway in part impacts tumorigenesis through modulation of host immune activity. To assess the effects of Akt inhibition on the tumor micro-environment (TME), we analyzed tumor tissue from patients with operable hormone receptor positive, HER2 negative breast cancer (BC) treated on a presurgical trial with the Akt inhibitor MK-2206. Methods: Quantitative multiplex immunofluorescence (qmIF) was performed using CD3, CD8, CD4, FOXP3, CD68, and pancytokeratin on biopsy and surgical specimens of MK-2206 and untreated, control patients. nanoString was performed on surgical specimens to assess mRNA expression from MK-2206-treated vs. control patients. Results: Increased CD3+CD8+ density was observed in post vs. pre-treatment tissue in the MK-2206-treated vs. control patients (87 vs. 0.2%, p < 0.05). MK-2206 was associated with greater expression of interferon signaling genes (e.g., IFI6, p < 0.05) and lower expression of myeloid genes (CD163, p < 0.05) on differential expression and gene set enrichment analyses. Greater expression of pro-apoptotic genes (e.g., BAD) were associated with MK-2206 treatment (p < 0.05). Conclusion: Akt inhibition in operable BC was associated with a favorable immune profile in the TME, including increased CD3+CD8+ density and greater expression of interferon genes. Additional studies are warranted, as this may provide rationale for combining Akt inhibition with immunotherapy.
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Affiliation(s)
- Douglas K Marks
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, United States
| | - Robyn D Gartrell
- Department of Pediatrics, Pediatric Hematology/Oncology and Medicine, Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, United States
| | - Margueritta El Asmar
- Bloomberg-Kimmel Institute for Cancer Immunotherapy, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Shuobo Boboila
- Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, United States
| | - Thomas Hart
- College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
| | - Yan Lu
- Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, United States
| | - Qingfei Pan
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Jiyang Yu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Hanina Hibshoosh
- Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, United States.,Department of Pathology and Cell Biology, College of Physicians and Surgeons, Columbia University, New York, NY, United States
| | - Hua Guo
- Weill Cornell Medicine, New York Presbyterian Hospital, New York, NY, United States
| | - Eleni Andreopoulou
- Department of Surgery, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
| | - Lisa Wiechmann
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
| | - Katherine Crew
- Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, United States.,Department of Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY, United States.,Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, NY, United States
| | - Joseph Sparano
- Division of Radiation Oncology, Columbia University Irving Medical Center, New York, NY, United States
| | - Dawn Hershman
- Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, United States.,Department of Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY, United States.,Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, NY, United States
| | - Eileen Connolly
- Division of Radiation Oncology, Columbia University Irving Medical Center, New York, NY, United States
| | - Yvonne Saenger
- Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, United States.,Department of Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY, United States
| | - Kevin Kalinsky
- Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, United States.,Department of Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY, United States
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