351
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Poon DJJ, Tay LM, Ho D, Chua MLK, Chow EKH, Yeo ELL. Improving the therapeutic ratio of radiotherapy against radioresistant cancers: Leveraging on novel artificial intelligence-based approaches for drug combination discovery. Cancer Lett 2021; 511:56-67. [PMID: 33933554 DOI: 10.1016/j.canlet.2021.04.019] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2021] [Revised: 04/14/2021] [Accepted: 04/25/2021] [Indexed: 12/15/2022]
Abstract
Despite numerous advances in cancer radiotherapy, tumor radioresistance remain one of the major challenges limiting treatment efficacy of radiotherapy. Conventional strategies to overcome radioresistance involve understanding the underpinning molecular mechanisms, and subsequently using combinatorial treatment strategies involving radiation and targeted drug combinations against these radioresistant tumors. These strategies exploit and target the molecular fingerprint and vulnerability of the radioresistant clones to achieve improved efficacy in tumor eradication. However, conventional drug-screening approaches for the discovery of new drug combinations have been proven to be inefficient, limited and laborious. With the increasing availability of computational resources in recent years, novel approaches such as Quadratic Phenotypic Optimization Platform (QPOP), CURATE.AI and Drug Combination and Prediction and Testing (DCPT) platform have emerged to aid in drug combination discovery and the longitudinally optimized modulation of combination therapy dosing. These platforms could overcome the limitations of conventional screening approaches, thereby facilitating the discovery of more optimal drug combinations to improve the therapeutic ratio of combinatorial treatment. The use of better and more accurate models and methods with rapid turnover can thus facilitate a rapid translation in the clinic, hence, resulting in a better patient outcome. Here, we reviewed the clinical observations, molecular mechanisms and proposed treatment strategies for tumor radioresistance and discussed how novel approaches may be applied to enhance drug combination discovery, with the aim to further improve the therapeutic ratio and treatment efficacy of radiotherapy against radioresistant cancers.
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Affiliation(s)
- Dennis Jun Jie Poon
- Division of Radiation Oncology, National Cancer Centre Singapore, 11 Hospital Crescent, 169610, Singapore.
| | - Li Min Tay
- Cancer Science Institute, Yong Loo Lin School of Medicine, National University of Singapore, 117599, Singapore.
| | - Dean Ho
- The N.1 Institute of Health (N.1), National University of Singapore, 117456, Singapore; Department of Bioengineering, National University of Singapore, 117583, Singapore; Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, 117597, Singapore; The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, 117456, Singapore.
| | - Melvin Lee Kiang Chua
- Division of Radiation Oncology, National Cancer Centre Singapore, 11 Hospital Crescent, 169610, Singapore; Division of Medical Sciences, National Cancer Centre Singapore, 11 Hospital Crescent, 169610, Singapore; Oncology Academic Clinical Program, Duke-NUS Medical School, 8 College Road, 169857, Singapore.
| | - Edward Kai-Hua Chow
- Cancer Science Institute, Yong Loo Lin School of Medicine, National University of Singapore, 117599, Singapore; The N.1 Institute of Health (N.1), National University of Singapore, 117456, Singapore; Department of Bioengineering, National University of Singapore, 117583, Singapore; Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, 117597, Singapore; The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, 117456, Singapore.
| | - Eugenia Li Ling Yeo
- Division of Medical Sciences, National Cancer Centre Singapore, 11 Hospital Crescent, 169610, Singapore.
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352
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Zhang Z, Bao Y, Zhou L, Ye Y, Fu W, Sun C. DOCK8 Serves as a Prognostic Biomarker and Is Related to Immune Infiltration in Patients With HPV Positive Head and Neck Squamous Cell Carcinoma. Cancer Control 2021; 28:10732748211011951. [PMID: 33910393 PMCID: PMC8482706 DOI: 10.1177/10732748211011951] [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] [Indexed: 11/26/2022] Open
Abstract
Purpose: Dedicator of cytokinesis 8 (DOCK8) was reported to have a vital link to immunoregulation. However, the mechanisms by which it drives immune infiltration in cancer remain uncertain. We tried to assess the role of DOCK8 in patients with cancer, especially human papillomavirus (HPV)-positive head and neck squamous cell carcinoma (HNSCC). Methods: Data on the expression and survival of DOCK8 in patients with various cancers were analyzed using the Oncomine and TIMER databases. The TIMER database assessed the relationship of DOCK8 with immune infiltration levels and various markers of multiple immune cells. Gene set enrichment analysis revealed tumor-associated biological processes related to DOCK8. ENCODE database was used to explore relevant transcription factors of DOCK8, and a PPI network was constructed using GENEMINIA. The expression and survival role of DOCK8 was confirmed in patients from independent GEO datasets. Results: We determined that DOCK8 expression was upregulated or downregulated in various cancers unlike in healthy tissues. A high expression of DOCK8 was significantly correlated with a favorable prognosis in HPV-positive HNSCC and lung adenocarcinoma (LUAD). Furthermore, multivariate Cox regression analysis revealed that DOCK8 was an independent prognostic factor of HPV-positive HNSCC. Additionally, elevated DOCK8 expression was positively correlated with multiple immune cell infiltration levels and immune marker expression associated with particular immune cell subsets. Also, 14 pathways involved in immune activities and carcinogenesis, 22 potential TFs, and co-expression proteins of DOCK8 indicated DOCK8 to be related to tumor-associated biological processes. Ultimately, we verified that DOCK8 is upregulated and confers a favorable overall survival and progression-free survival status in patients with HPV-positive HNSCC. Conclusion: These results elucidate that high expression of DOCK8 indicates a favorable prognosis in patients with HPV-positive HNSCC as well as increased microenvironmental immune infiltration levels. It would provide new insights into the prognosis predicting and clinical regimen decision making in patients with HPV-positive HNSCC.
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Affiliation(s)
- Zeying Zhang
- Department of Oromaxillofacial-Head and Neck Surgery, School and Hospital of Stomatology, China Medical University, Shenyang, Liaoning, China.,Liaoning Provincial Key Laboratory of Oral Diseases, China Medical University, Shenyang, Liaoning, China.,Department of Medical Genetics, China Medical University, Shenyang, China
| | - Yandong Bao
- Department of Cardiology, The First Affiliated Hospital of China Medical University, Shenyang, Liaoning, China
| | - Lu Zhou
- Department of Oromaxillofacial-Head and Neck Surgery, School and Hospital of Stomatology, China Medical University, Shenyang, Liaoning, China.,Liaoning Provincial Key Laboratory of Oral Diseases, China Medical University, Shenyang, Liaoning, China
| | - Yanling Ye
- Department of Oromaxillofacial-Head and Neck Surgery, School and Hospital of Stomatology, China Medical University, Shenyang, Liaoning, China.,Liaoning Provincial Key Laboratory of Oral Diseases, China Medical University, Shenyang, Liaoning, China
| | - Weineng Fu
- Department of Medical Genetics, China Medical University, Shenyang, China
| | - Changfu Sun
- Department of Oromaxillofacial-Head and Neck Surgery, School and Hospital of Stomatology, China Medical University, Shenyang, Liaoning, China.,Liaoning Provincial Key Laboratory of Oral Diseases, China Medical University, Shenyang, Liaoning, China
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353
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Bhatt D, Kang B, Sawant D, Zheng L, Perez K, Huang Z, Sekirov L, Wolak D, Huang JY, Liu X, DeVoss J, Manzanillo PS, Pierce N, Zhang Z, Symons A, Ouyang W. STARTRAC analyses of scRNAseq data from tumor models reveal T cell dynamics and therapeutic targets. J Exp Med 2021; 218:212026. [PMID: 33900375 PMCID: PMC8077174 DOI: 10.1084/jem.20201329] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 01/18/2021] [Accepted: 03/25/2021] [Indexed: 12/23/2022] Open
Abstract
Single-cell RNA sequencing is a powerful tool to examine cellular heterogeneity, novel markers and target genes, and therapeutic mechanisms in human cancers and animal models. Here, we analyzed single-cell RNA sequencing data of T cells obtained from multiple mouse tumor models by PCA-based subclustering coupled with TCR tracking using the STARTRAC algorithm. This approach revealed various differentiated T cell subsets and activation states, and a correspondence of T cell subsets between human and mouse tumors. STARTRAC analyses demonstrated peripheral T cell subsets that were developmentally connected with tumor-infiltrating CD8+ cells, CD4+ Th1 cells, and T reg cells. In addition, large amounts of paired TCRα/β sequences enabled us to identify a specific enrichment of paired public TCR clones in tumor. Finally, we identified CCR8 as a tumor-associated T reg cell marker that could preferentially deplete tumor-associated T reg cells. We showed that CCR8-depleting antibody treatment provided therapeutic benefit in CT26 tumors and synergized with anti–PD-1 treatment in MC38 and B16F10 tumor models.
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Affiliation(s)
- Dev Bhatt
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Boxi Kang
- Beijing Advanced Innovation Centre for Genomics, Peking-Tsinghua Centre for Life Sciences, Peking University, Beijing, China
| | - Deepali Sawant
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Liangtao Zheng
- Beijing Advanced Innovation Centre for Genomics, Peking-Tsinghua Centre for Life Sciences, Peking University, Beijing, China
| | - Kristy Perez
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Zhiyu Huang
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Laura Sekirov
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Dan Wolak
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Julie Y Huang
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Xian Liu
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Jason DeVoss
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Paolo S Manzanillo
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Nathan Pierce
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Zemin Zhang
- Beijing Advanced Innovation Centre for Genomics, Peking-Tsinghua Centre for Life Sciences, Peking University, Beijing, China
| | - Antony Symons
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Wenjun Ouyang
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
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354
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Paijens ST, Vledder A, de Bruyn M, Nijman HW. Tumor-infiltrating lymphocytes in the immunotherapy era. Cell Mol Immunol 2021; 18:842-859. [PMID: 33139907 PMCID: PMC8115290 DOI: 10.1038/s41423-020-00565-9] [Citation(s) in RCA: 430] [Impact Index Per Article: 143.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Accepted: 09/24/2020] [Indexed: 02/07/2023] Open
Abstract
The clinical success of cancer immune checkpoint blockade (ICB) has refocused attention on tumor-infiltrating lymphocytes (TILs) across cancer types. The outcome of immune checkpoint inhibitor therapy in cancer patients has been linked to the quality and magnitude of T cell, NK cell, and more recently, B cell responses within the tumor microenvironment. State-of-the-art single-cell analysis of TIL gene expression profiles and clonality has revealed a remarkable degree of cellular heterogeneity and distinct patterns of immune activation and exhaustion. Many of these states are conserved across tumor types, in line with the broad responses observed clinically. Despite this homology, not all cancer types with similar TIL landscapes respond similarly to immunotherapy, highlighting the complexity of the underlying tumor-immune interactions. This observation is further confounded by the strong prognostic benefit of TILs observed for tumor types that have so far respond poorly to immunotherapy. Thus, while a holistic view of lymphocyte infiltration and dysfunction on a single-cell level is emerging, the search for response and prognostic biomarkers is just beginning. Within this review, we discuss recent advances in the understanding of TIL biology, their prognostic benefit, and their predictive value for therapy.
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Affiliation(s)
- Sterre T Paijens
- Department of Obstetrics and Gynecology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Annegé Vledder
- Department of Obstetrics and Gynecology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Marco de Bruyn
- Department of Obstetrics and Gynecology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Hans W Nijman
- Department of Obstetrics and Gynecology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
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355
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Chen B, Banton MC, Singh L, Parkinson DB, Dun XP. Single Cell Transcriptome Data Analysis Defines the Heterogeneity of Peripheral Nerve Cells in Homeostasis and Regeneration. Front Cell Neurosci 2021; 15:624826. [PMID: 33828460 PMCID: PMC8019921 DOI: 10.3389/fncel.2021.624826] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Accepted: 02/26/2021] [Indexed: 12/17/2022] Open
Abstract
The advances in single-cell RNA sequencing technologies and the development of bioinformatics pipelines enable us to more accurately define the heterogeneity of cell types in a selected tissue. In this report, we re-analyzed recently published single-cell RNA sequencing data sets and provide a rationale to redefine the heterogeneity of cells in both intact and injured mouse peripheral nerves. Our analysis showed that, in both intact and injured peripheral nerves, cells could be functionally classified into four categories: Schwann cells, nerve fibroblasts, immune cells, and cells associated with blood vessels. Nerve fibroblasts could be sub-clustered into epineurial, perineurial, and endoneurial fibroblasts. Identified immune cell clusters include macrophages, mast cells, natural killer cells, T and B lymphocytes as well as an unreported cluster of neutrophils. Cells associated with blood vessels include endothelial cells, vascular smooth muscle cells, and pericytes. We show that endothelial cells in the intact mouse sciatic nerve have three sub-types: epineurial, endoneurial, and lymphatic endothelial cells. Analysis of cell type-specific gene changes revealed that Schwann cells and endoneurial fibroblasts are the two most important cell types promoting peripheral nerve regeneration. Analysis of communication between these cells identified potential signals for early blood vessel regeneration, neutrophil recruitment of macrophages, and macrophages activating Schwann cells. Through this analysis, we also report appropriate marker genes for future single cell transcriptome data analysis to identify cell types in intact and injured peripheral nerves. The findings from our analysis could facilitate a better understanding of cell biology of peripheral nerves in homeostasis, regeneration, and disease.
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Affiliation(s)
- Bing Chen
- Department of Neurology, The Affiliated Huai'an No. 1 People's Hospital of Nanjing Medical University, Huai'an, China
| | - Matthew C Banton
- Faculty of Health, School of Biomedical Science, University of Plymouth, Plymouth, United Kingdom
| | - Lolita Singh
- Faculty of Health, Peninsula Medical School, University of Plymouth, Plymouth, United Kingdom
| | - David B Parkinson
- Faculty of Health, Peninsula Medical School, University of Plymouth, Plymouth, United Kingdom
| | - Xin-Peng Dun
- Faculty of Health, Peninsula Medical School, University of Plymouth, Plymouth, United Kingdom.,School of Pharmacy, Hubei University of Science and Technology, Xianning, China
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356
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Liu G, Yuan C, Ma J, Pan Y, Xu H. Influence of Immune Microenvironment on Diagnosis and Prognosis of Head and Neck Squamous Cell Carcinoma. Front Oncol 2021; 11:604784. [PMID: 33816236 PMCID: PMC8010259 DOI: 10.3389/fonc.2021.604784] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Accepted: 01/27/2021] [Indexed: 12/26/2022] Open
Abstract
Head and neck squamous cell carcinoma (HNSCC) is an immunosuppressive malignancy accompanied by noted alterations in various immune cells and cytokines. Recognition of the immune system's role in contributing to cancer development is an important advancement in our original understanding of carcinoma. We obtained HNSCC gene expression and clinical data from The Cancer Genome Atlas (TCGA) database. We assessed the relative proportion of 22 Infiltrating immune cell types in both HNSCC and adjacent non-cancer tissues using Cell-type Identification By Estimating Relative Subsets Of RNA Transcripts (CIBERSORT) method, identifying the influence of the immune cells content in tumor staging and survival prediction. We further predicted the tumor purity, and the presence of infiltrating stromal/immune cells in HNSCC tissues using Estimation of STromal and Immune cells in Malignant Tumor tissues using Expression data (ESTIMATE) algorithm, identifying its potential correlation with patient survival. Stromal and immune score-associated differentially expressed genes (DEGs) were subsequently verified and their roles in immune response were displayed by functional enrichment analysis and protein-protein interaction (PPI) network. Our research demonstrated the underlying association between the immune microenvironment and HNSCC, and the results were intended to serve as valuable terms for HNSCC diagnosis, prognosis, and targeted immune therapy.
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Affiliation(s)
- Guohong Liu
- Department of Radiology, Zhongnan Hospital of Wuhan University, Wuhan University, Wuhan, China
| | - Chunjue Yuan
- Department of Laboratory Medicine, Zhongnan Hospital of Wuhan University, Wuhan University, Wuhan, China
| | - Jiaojiao Ma
- Department of Radiology, Zhongnan Hospital of Wuhan University, Wuhan University, Wuhan, China
| | - Yunbao Pan
- Department of Laboratory Medicine, Zhongnan Hospital of Wuhan University, Wuhan University, Wuhan, China
- Center for Gene Diagnosis, Zhongnan Hospital of Wuhan University, Wuhan University, Wuhan, China
| | - Haibo Xu
- Department of Radiology, Zhongnan Hospital of Wuhan University, Wuhan University, Wuhan, China
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357
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Sun Y, Wang Z, Qiu S, Wang R. Therapeutic strategies of different HPV status in Head and Neck Squamous Cell Carcinoma. Int J Biol Sci 2021; 17:1104-1118. [PMID: 33867833 PMCID: PMC8040311 DOI: 10.7150/ijbs.58077] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Accepted: 02/09/2021] [Indexed: 12/29/2022] Open
Abstract
Head and neck squamous cell carcinoma (HNSCC) is the 9th most common malignant tumor in the world. Based on the etiology, HNSCC has two main subtypes: human papillomavirus (HPV) -related and HPV-unrelated. HPV-positive HNSCC is more sensitive to treatment with favorable survival. Due to the different biological behaviors, individual therapy is necessary and urgently required to deduce the therapeutic intensity of HPV-positive disease and look for a more effective and toxicity-acceptable regimen for HPV-negative disease. EGFR amplification and PI3K/AKT/mTOR pathway aberrant activation are quite common in HPV-positive HNSCC. Besides, HPV infection alters immune cell infiltrating in HNSCC and encompasses a diverse and heterogeneous landscape with more immune infiltration. On the other hand, the chance of HPV-negative cancers harboring mutation on the P53 gene is significantly higher than that of HPV-positive disease. This review focuses on the updated preclinical and clinical data of HPV-positive and HPV-negative HNSCC and discusses the therapeutic strategies of different HPV status in HNSCC.
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Affiliation(s)
- Yingming Sun
- Department of Radiation and Medical Oncology, Affiliated Sanming First Hospital of Fujian Medical University, Sanming 365001, P. R. China
| | - Zhe Wang
- Department of Medical Oncology, Affiliated Zhongshan Hospital of Dalian University, Dalian 116001, P. R. China.,The Key Laboratory of Biomarker High Throughput Screening and Target Translation of Breast and Gastrointestinal Tumor, Dalian University, Dalian 116001, P. R. China
| | - Sufang Qiu
- Department of Radiation Oncology, Fujian Medical University Cancer Hospital & Fujian Cancer Hospital; Fujian Provincial Key Laboratory of Translational Cancer Medicine, Fuzhou 350014, P.R. China
| | - Ruoyu Wang
- Department of Medical Oncology, Affiliated Zhongshan Hospital of Dalian University, Dalian 116001, P. R. China.,The Key Laboratory of Biomarker High Throughput Screening and Target Translation of Breast and Gastrointestinal Tumor, Dalian University, Dalian 116001, P. R. China
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358
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Feng B, Hess J. Immune-Related Mutational Landscape and Gene Signatures: Prognostic Value and Therapeutic Impact for Head and Neck Cancer. Cancers (Basel) 2021; 13:cancers13051162. [PMID: 33800421 PMCID: PMC7962834 DOI: 10.3390/cancers13051162] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Revised: 02/28/2021] [Accepted: 03/03/2021] [Indexed: 02/06/2023] Open
Abstract
Simple Summary Immunotherapy has emerged as a standard-of-care for most human malignancies, including head and neck cancer, but only a limited number of patients exhibit a durable clinical benefit. An urgent medical need is the establishment of accurate response predictors, which is handicapped by the growing body of molecular, cellular and clinical variables that modify the complex nature of an effective anti-tumor immune response. This review summarizes more recent efforts to elucidate immune-related mutational landscapes and gene expression signatures by integrative analysis of multi-omics data, and highlights their potential therapeutic impact for head and neck cancer. A better knowledge of the underlying principles and relevant interactions could pave the way for rational therapeutic combinations to improve the efficacy of immunotherapy, in particular for those cancer patients at a higher risk for treatment failure. Abstract Immunotherapy by immune checkpoint inhibition has become a main pillar in the armamentarium to treat head and neck cancer and is based on the premise that the host immune system can be reactivated to successfully eliminate cancer cells. However, the response rate remains low and only a small subset of head and neck cancer patients achieves a durable clinical benefit. The availability of multi-omics data and emerging computational technologies facilitate not only a deeper understanding of the cellular composition in the tumor immune microenvironment but also enables the study of molecular principles in the complex regulation of immune surveillance versus tolerance. These knowledges will pave the way to apply immunotherapy more precisely and effectively. This review aims to provide a holistic view on how the immune landscape dictates the tumor fate and vice versa, and how integrative analysis of multi-omics data contribute to our current knowledge on the accuracy of predictive biomarkers and on a broad range of factors influencing the response to immunotherapy in head and neck cancer.
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Affiliation(s)
- Bohai Feng
- Department of Otorhinolaryngology, Head and Neck Surgery, Heidelberg University Hospital, 69120 Heidelberg, Germany;
- Department of Otorhinolaryngology, Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou 310009, China
| | - Jochen Hess
- Department of Otorhinolaryngology, Head and Neck Surgery, Heidelberg University Hospital, 69120 Heidelberg, Germany;
- Research Group Molecular Mechanisms of Head and Neck Tumors, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- Correspondence:
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359
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dos Santos LV, Abrahão CM, William WN. Overcoming Resistance to Immune Checkpoint Inhibitors in Head and Neck Squamous Cell Carcinomas. Front Oncol 2021; 11:596290. [PMID: 33747915 PMCID: PMC7973277 DOI: 10.3389/fonc.2021.596290] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Accepted: 01/08/2021] [Indexed: 12/11/2022] Open
Abstract
Preclinical data suggest that head and neck squamous cell carcinomas (HNSCC) may evade immune surveillance and induce immunosuppression. One mechanism of immune evasion involves the expression of programmed death ligand-1 (PD-L1) in tumor and immune cells, which is, to date, the only biomarker routinely used in clinical practice to select patients with advanced HNSCCs more likely to benefit from anti-PD-1 therapy. Nonetheless, PD-L1 expression alone incompletely captures the degree of sensitivity of HNSCCs to PD-1 inhibitors. Most patients exposed to anti-PD-1 antibodies do not respond to therapy, suggesting the existence of mechanisms of de novo resistance to immunotherapy. Furthermore, patients that initially respond to PD-1 inhibitors will eventually develop acquired resistance to immunotherapy through mechanisms that have not yet been completely elucidated. In this article, we will provide an overview of the immune landscape of HNSCCs. We will briefly describe the clinical activity of inhibitors of the PD-1/PD-L1 axis in this disease, as well as biomarkers of benefit from these agents that have been identified so far. We will review pre-clinical and clinical work in cancers in general, and in HNSCCs specifically, that have characterized the mechanisms of de novo and acquired resistance to immunotherapy. Lastly, we will provide insights into novel strategies under investigation to overcome resistance to immune checkpoint inhibitors.
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Affiliation(s)
| | | | - William N. William
- Centro de Oncologia, Hospital BP, A Beneficência Portuguesa de São Paulo, São Paulo, Brazil
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360
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Lim SA, Wei J, Nguyen TLM, Shi H, Su W, Palacios G, Dhungana Y, Chapman NM, Long L, Saravia J, Vogel P, Chi H. Lipid signalling enforces functional specialization of T reg cells in tumours. Nature 2021; 591:306-311. [PMID: 33627871 PMCID: PMC8168716 DOI: 10.1038/s41586-021-03235-6] [Citation(s) in RCA: 218] [Impact Index Per Article: 72.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Accepted: 01/12/2021] [Indexed: 11/19/2022]
Abstract
Regulatory T (Treg) cells are essential for immune tolerance1 but also drive immunosuppression in the tumour microenvironment (TME)2. Therapeutic targeting of Treg cells in cancer requires the identification of context-specific mechanisms for Treg cell function. Here we demonstrate that inhibition of sterol regulatory element-binding protein (SREBP)-dependent lipid synthesis and metabolic signalling in Treg cells unleashes effective antitumour immune responses without autoimmune toxicity. SREBP activity is upregulated in intratumoural Treg cells, and Treg cell-specific deletion of SCAP, an obligatory factor for SREBP activity, inhibits tumour growth and boosts anti-PD-1 immunotherapy, associated with uncontrolled IFN-γ production and impaired function of intratumoural Treg cells. Mechanistically, SCAP/SREBP signalling coordinates lipid synthetic programs and inhibitory receptor signalling in Treg cells. First, de novo fatty acid synthesis mediated by fatty acid synthase (FASN) contributes to functional maturation of Treg cells, and loss of FASN in Treg cells inhibits tumour growth. Second, Treg cells show enhanced Pdcd1 expression in tumours in a process dependent on SREBP activity that further signals to mevalonate metabolism-driven protein geranylgeranylation, and blocking PD-1 or SREBP signaling results in dysregulated PI3K activation in intratumoural Treg cells. Our findings establish that metabolic reprogramming enforces Treg cell functional specialization in tumours, pointing to new avenues to target Treg cells for cancer therapy.
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Affiliation(s)
- Seon Ah Lim
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jun Wei
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Thanh-Long M Nguyen
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Hao Shi
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Wei Su
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Gustavo Palacios
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Yogesh Dhungana
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Nicole M Chapman
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Lingyun Long
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jordy Saravia
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Peter Vogel
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Hongbo Chi
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA.
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361
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Phanthunane C, Wijers R, de Herdt M, Langeveld TPM, Koljenovic S, Dasgupta S, Sleijfer S, Baatenburg de Jong RJ, Hardillo J, Balcioglu HE, Debets R. B-cell clusters at the invasive margin associate with longer survival in early-stage oral-tongue cancer patients. Oncoimmunology 2021; 10:1882743. [PMID: 33643695 PMCID: PMC7894457 DOI: 10.1080/2162402x.2021.1882743] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
In oral-cancer, the number of tumor-infiltrating lymphocytes (TILs) associates with improved survival, yet the prognostic value of the cellular composition and localization of TILs is not defined. We quantified densities, localizations, and cellular networks of lymphocyte populations in 138 patients with T1-T2 primary oral-tongue squamous cell carcinoma treated with surgical resections without any perioperative (chemo)radiotherapy, and correlated outcomes to overall survival (OS). Multiplexed in-situ immunofluorescence was performed for DAPI, CD4, CD8, CD20, and pan-cytokeratin using formalin-fixed paraffin-embedded sections, and spatial distributions of lymphocyte populations were assessed in the tumor and stroma compartments at the invasive margin (IM) as well as the center of tumors. We observed a high density of CD4, CD8, and CD20 cells in the stroma compartment at the IM, but neither lymphocyte densities nor networks as single parameters associated with OS. In contrast, assessment of two contextual parameters within the stroma IM region of tumors, i.e., the number of CD20 cells within 20 µm radii of CD20 and CD4 cells, termed the CD20 Cluster Score, yielded a highly significant association with OS (HR 0.38; p = .003). Notably, the CD20 Cluster Score significantly correlated with better OS and disease-free survival in multivariate analysis (HR 0.34 and 0.47; p = .001 and 0.019) as well as with lower local recurrence rate (OR: 0.13; p = .028). Taken together, our study showed that the presence of stromal B-cell clusters at IM, in the co-presence of CD4 T-cells, associates with good prognosis in early oral-tongue cancer patients.
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Affiliation(s)
- C Phanthunane
- Departments of Otorhinolaryngology and Erasmus MC Cancer Institute, Rotterdam, The Netherlands.,Department of Medical Oncology, HRH Princess Chulabhorn College of Medical Science, Bangkok, Thailand
| | - R Wijers
- Departments of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - M de Herdt
- Departments of Otorhinolaryngology and Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - T P M Langeveld
- Department of Otorhinolaryngology, Head and Neck Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - S Koljenovic
- Departments of Otorhinolaryngology and Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - S Dasgupta
- Departments of Otorhinolaryngology and Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - S Sleijfer
- Departments of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - R J Baatenburg de Jong
- Departments of Otorhinolaryngology and Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - J Hardillo
- Departments of Otorhinolaryngology and Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - H E Balcioglu
- Departments of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - R Debets
- Departments of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
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362
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Dissection of intercellular communication using the transcriptome-based framework ICELLNET. Nat Commun 2021; 12:1089. [PMID: 33597528 PMCID: PMC7889941 DOI: 10.1038/s41467-021-21244-x] [Citation(s) in RCA: 102] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Accepted: 01/08/2021] [Indexed: 12/16/2022] Open
Abstract
Cell-to-cell communication can be inferred from ligand–receptor expression in cell transcriptomic datasets. However, important challenges remain: global integration of cell-to-cell communication; biological interpretation; and application to individual cell population transcriptomic profiles. We develop ICELLNET, a transcriptomic-based framework integrating: 1) an original expert-curated database of ligand–receptor interactions accounting for multiple subunits expression; 2) quantification of communication scores; 3) the possibility to connect a cell population of interest with 31 reference human cell types; and 4) three visualization modes to facilitate biological interpretation. We apply ICELLNET to three datasets generated through RNA-seq, single-cell RNA-seq, and microarray. ICELLNET reveals autocrine IL-10 control of human dendritic cell communication with up to 12 cell types. Four of them (T cells, keratinocytes, neutrophils, pDC) are further tested and experimentally validated. In summary, ICELLNET is a global, versatile, biologically validated, and easy-to-use framework to dissect cell communication from individual or multiple cell-based transcriptomic profiles. Bulk and single-cell transcriptomic data can be a source of novel insights into how cells interact with each other. Here the authors develop ICELLNET, a global, biologically validated, and easy-to-use framework to dissect cell communication from individual or multiple cell-based transcriptomic profiles.
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363
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Cillo AR, Somasundaram A, Shan F, Cardello C, Workman CJ, Kitsios GD, Ruffin A, Kunning S, Lampenfeld C, Onkar S, Grebinoski S, Deshmukh G, Methe B, Liu C, Nambulli S, Andrews L, Duprex WP, Joglekar AV, Benos PV, Ray P, Ray A, McVerry BJ, Zhang Y, Lee JS, Das J, Singh H, Morris A, Bruno TC, Vignali DAA. Bifurcated monocyte states are predictive of mortality in severe COVID-19. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2021:2021.02.10.430499. [PMID: 33594364 PMCID: PMC7885916 DOI: 10.1101/2021.02.10.430499] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/11/2023]
Abstract
Coronavirus disease 2019 (COVID-19) caused by SARS-CoV-2 infection presents with varied clinical manifestations1, ranging from mild symptoms to acute respiratory distress syndrome (ARDS) with high mortality2,3. Despite extensive analyses, there remains an urgent need to delineate immune cell states that contribute to mortality in severe COVID-19. We performed high-dimensional cellular and molecular profiling of blood and respiratory samples from critically ill COVID-19 patients to define immune cell genomic states that are predictive of outcome in severe COVID-19 disease. Critically ill patients admitted to the intensive care unit (ICU) manifested increased frequencies of inflammatory monocytes and plasmablasts that were also associated with ARDS not due to COVID-19. Single-cell RNAseq (scRNAseq)-based deconvolution of genomic states of peripheral immune cells revealed distinct gene modules that were associated with COVID-19 outcome. Notably, monocytes exhibited bifurcated genomic states, with expression of a cytokine gene module exemplified by CCL4 (MIP-1β) associated with survival and an interferon signaling module associated with death. These gene modules were correlated with higher levels of MIP-1β and CXCL10 levels in plasma, respectively. Monocytes expressing genes reflective of these divergent modules were also detectable in endotracheal aspirates. Machine learning algorithms identified the distinctive monocyte modules as part of a multivariate peripheral immune system state that was predictive of COVID-19 mortality. Follow-up analysis of the monocyte modules on ICU day 5 was consistent with bifurcated states that correlated with distinct inflammatory cytokines. Our data suggests a pivotal role for monocytes and their specific inflammatory genomic states in contributing to mortality in life-threatening COVID-19 disease and may facilitate discovery of new diagnostics and therapeutics.
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Affiliation(s)
- Anthony R Cillo
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
| | - Ashwin Somasundaram
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
| | - Feng Shan
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
- Integrative Systems Biology (ISB) Graduate Program, University of Pittsburgh School of Medicine, 200 Lothrop St., Pittsburgh, PA 15213, USA
| | - Carly Cardello
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
| | - Creg J Workman
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
| | - Georgios D Kitsios
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15213, USA
| | - Ayana Ruffin
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
- Graduate Program of Microbiology and Immunology (PMI), University of Pittsburgh School of Medicine, 200 Lothrop St., Pittsburgh, PA 15213, USA
| | - Sheryl Kunning
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
| | - Caleb Lampenfeld
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
| | - Sayali Onkar
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
- Graduate Program of Microbiology and Immunology (PMI), University of Pittsburgh School of Medicine, 200 Lothrop St., Pittsburgh, PA 15213, USA
| | - Stephanie Grebinoski
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
- Graduate Program of Microbiology and Immunology (PMI), University of Pittsburgh School of Medicine, 200 Lothrop St., Pittsburgh, PA 15213, USA
| | - Gaurav Deshmukh
- Meso Scale Discovery, A division of Meso Scale Diagnostics, LLC, 1601 Research Boulevard, Rockville, MD 20850-3173, USA
| | - Barbara Methe
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15213, USA
| | - Chang Liu
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
| | - Sham Nambulli
- Center for Vaccine Research, University of Pittsburgh, 3501 Fifth Avenue, Pittsburgh, PA 15261, USA
- Department of Microbiology and Molecular Genetics, University of Pittsburgh, Pittsburgh, PA, USA
| | - Lawrence Andrews
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
| | - W Paul Duprex
- Center for Vaccine Research, University of Pittsburgh, 3501 Fifth Avenue, Pittsburgh, PA 15261, USA
- Department of Microbiology and Molecular Genetics, University of Pittsburgh, Pittsburgh, PA, USA
| | - Alok V Joglekar
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Center for Systems Immunology, Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15213, USA
| | - Panayiotis V Benos
- Department of Computer Science, University of Pittsburgh, 4200 Fifth Avenue, Pittsburgh, PA 15260, USA
- Department of Computational and Systems Biology, University of Pittsburgh, 3420 Forbes Avenue, Pittsburgh, PA 15213, USA
| | - Prabir Ray
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- University of Pittsburgh Asthma Institute at the University of Pittsburgh Medical Center, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15260, USA
| | - Anuradha Ray
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- University of Pittsburgh Asthma Institute at the University of Pittsburgh Medical Center, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15260, USA
| | - Bryan J McVerry
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15213, USA
| | - Yingze Zhang
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15213, USA
| | - Janet S Lee
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15213, USA
- Acute Lung Injury Center of Excellence, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Jishnu Das
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Center for Systems Immunology, Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15213, USA
| | - Harinder Singh
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Center for Systems Immunology, Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15213, USA
| | - Alison Morris
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15213, USA
| | - Tullia C Bruno
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA 15232, USA
| | - Dario A A Vignali
- Department of Immunology, School of Medicine, University of Pittsburgh. Pittsburgh, PA 15260, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center. Pittsburgh, PA 15232, USA
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA 15232, USA
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364
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Luo XJ, Zheng M, Cao MX, Zhang WL, Huang MC, Dai L, Tang YL, Liang XH. Distinguishable Prognostic miRNA Signatures of Head and Neck Squamous Cell Cancer With or Without HPV Infection. Front Oncol 2021; 10:614487. [PMID: 33643915 PMCID: PMC7902765 DOI: 10.3389/fonc.2020.614487] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Accepted: 12/08/2020] [Indexed: 02/05/2023] Open
Abstract
Since their discovery in the 1990’s, microRNAs (miRNA) have opened up new vistas in the field of cancer biology and are found to have fundamental roles in tumorigenesis and progression. As head and neck squamous cell carcinoma (HNSCC) with positive human papillomavirus (HPV+) is significantly distinct from its HPV negative (HPV−) counterpart in terms of both molecular mechanisms and clinical prognosis, the current study aimed to separately develop miRNA signatures for HPV+ and HPV− HNSCC as well as to explore the potential functions. Both signatures were reliable for the prediction of prognosis in their respective groups. Then Enrichment analysis was performed to predict the potential biological functions of the signatures. Importantly, combining previous studies and our results, we speculated that HPV+ HNSCC patients with low signature score had better immunity against the tumors and enhanced the sensitivity of therapies leading to improved prognosis, while HPV− HNSCC patients with high signature score acquired resistance to therapeutic approaches as well as dysregulation of cell metabolism leading to poor prognosis. Hence, we believe that the identified signatures respectively for HPV+ and HPV− HNSCC, are of great significance in accessing patient outcomes as well as uncovering new biomarkers and therapeutic targets, which are worth further investigation through molecular biology experiments.
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Affiliation(s)
- Xiao-Jie Luo
- State Key Laboratory of Oral Diseases and National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Min Zheng
- Department of Stomatology, Zhoushan Hospital, Wenzhou Medical University, Zhoushan, China
| | - Ming-Xin Cao
- State Key Laboratory of Oral Diseases and National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Wei-Long Zhang
- State Key Laboratory of Oral Diseases and National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Mei-Chang Huang
- State Key Laboratory of Oral Diseases and National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Li Dai
- State Key Laboratory of Oral Diseases and National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Ya-Ling Tang
- State Key Laboratory of Oral Diseases and National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Xin-Hua Liang
- State Key Laboratory of Oral Diseases and National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, China
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365
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Abstract
In persistent high-risk HPV infection, viral gene expression can trigger some important early changes to immune capabilities which act to protect the lesion from immune attack and subsequently promote its growth and ability for sustained immune escape. This includes immune checkpoint-inhibitor ligand expression (e.g. PD-L1) by tumour or associated immune cells that can block any anti-tumour T-cell effectors. While there are encouraging signs of efficacy for cancer immunotherapies including with immune checkpoint inhibitors, therapeutic vaccines and adoptive cell therapies, overall response and survival rates remain relatively low. HPV oncogene vaccination has shown some useful efficacy in treatment of patients with high-grade lesions but was unable to control later stage cancers. To maximally exploit anti-tumour immune responses, the suppressive factors associated with HPV carcinogenesis must be countered. Importantly, a combination of chemotherapy, reducing immunosuppressive myeloid cells, with therapeutic HPV vaccination significantly improves impact on cancer treatment. Many clinical trials are investigating checkpoint inhibitor treatments in HPV associated cancers but response rates are limited; combination with vaccination is being tested. Further investigation of how chemo- and/or radio-therapy can influence the recovery of effective anti-tumour immunity is warranted. Understanding how to optimally deploy and sequence conventional and immunotherapies is the challenge.
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366
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Armingol E, Officer A, Harismendy O, Lewis NE. Deciphering cell-cell interactions and communication from gene expression. Nat Rev Genet 2021; 22:71-88. [PMID: 33168968 PMCID: PMC7649713 DOI: 10.1038/s41576-020-00292-x] [Citation(s) in RCA: 545] [Impact Index Per Article: 181.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/25/2020] [Indexed: 12/13/2022]
Abstract
Cell-cell interactions orchestrate organismal development, homeostasis and single-cell functions. When cells do not properly interact or improperly decode molecular messages, disease ensues. Thus, the identification and quantification of intercellular signalling pathways has become a common analysis performed across diverse disciplines. The expansion of protein-protein interaction databases and recent advances in RNA sequencing technologies have enabled routine analyses of intercellular signalling from gene expression measurements of bulk and single-cell data sets. In particular, ligand-receptor pairs can be used to infer intercellular communication from the coordinated expression of their cognate genes. In this Review, we highlight discoveries enabled by analyses of cell-cell interactions from transcriptomic data and review the methods and tools used in this context.
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Affiliation(s)
- Erick Armingol
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, La Jolla, CA, USA
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA, USA
| | - Adam Officer
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA, USA
- Division of Biomedical Informatics, University of California, San Diego, La Jolla, CA, USA
| | - Olivier Harismendy
- Division of Biomedical Informatics, University of California, San Diego, La Jolla, CA, USA.
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, USA.
| | - Nathan E Lewis
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA.
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, La Jolla, CA, USA.
- Department of Bioengineering, University of California, San Diego, La Jolla, CA, USA.
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367
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Yilmaz E, Ozbun MA, Gan GN. Molecular and immune signature of HPV-positive oral cavity squamous cell carcinoma. Oral Oncol 2021; 116:105175. [PMID: 33509683 DOI: 10.1016/j.oraloncology.2020.105175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Accepted: 12/30/2020] [Indexed: 10/22/2022]
Affiliation(s)
- Emrullah Yilmaz
- Department of Internal Medicine, University of New Mexico, Albuquerque, NM, United States; University of New Mexico Comprehensive Cancer Center, Albuquerque, NM, United States.
| | - Michelle A Ozbun
- University of New Mexico Comprehensive Cancer Center, Albuquerque, NM, United States; Department of Molecular Genetics & Microbiology, University of New Mexico, Albuquerque, NM, United States
| | - Gregory N Gan
- Department of Radiation Oncology, University of Kansas Medical Center, Kansas City, KS, United States
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368
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Dadey RE, Workman CJ, Vignali DAA. Regulatory T Cells in the Tumor Microenvironment. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2021; 1273:105-134. [PMID: 33119878 DOI: 10.1007/978-3-030-49270-0_6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Regulatory T cells (Tregs) are an immunosuppressive subpopulation of CD4+ T cells that are endowed with potent suppressive activity and function to limit immune activation and maintain homeostasis. These cells are identified by the hallmark transcription factor FOXP3 and the high-affinity interleukin-2 (IL-2) receptor chain CD25. Tregs can be recruited to and persist within the tumor microenvironment (TME), acting as a potent barrier to effective antitumor immunity. This chapter will discuss [i] the history and hallmarks of Tregs; [ii] the recruitment, development, and persistence of Tregs within the TME; [iii] Treg function within TME; asnd [iv] the therapeutic targeting of Tregs in the clinic. This chapter will conclude with a discussion of likely trends and future directions.
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Affiliation(s)
- Rebekah E Dadey
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,Tumor Microenvironment Center, University of Pittsburgh Medical Center (UPMC) Hillman Cancer Center, Pittsburgh, PA, USA.,Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA.,Graduate Program of Microbiology and Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Creg J Workman
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,Tumor Microenvironment Center, University of Pittsburgh Medical Center (UPMC) Hillman Cancer Center, Pittsburgh, PA, USA.,Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
| | - Dario A A Vignali
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. .,Tumor Microenvironment Center, University of Pittsburgh Medical Center (UPMC) Hillman Cancer Center, Pittsburgh, PA, USA. .,Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA.
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369
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Gerhard GM, Bill R, Messemaker M, Klein AM, Pittet MJ. Tumor-infiltrating dendritic cell states are conserved across solid human cancers. J Exp Med 2021; 218:e20200264. [PMID: 33601412 PMCID: PMC7754678 DOI: 10.1084/jem.20200264] [Citation(s) in RCA: 117] [Impact Index Per Article: 39.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Revised: 07/23/2020] [Accepted: 10/12/2020] [Indexed: 12/11/2022] Open
Abstract
Dendritic cells (DCs) contribute a small fraction of the tumor microenvironment but are emerging as an essential antitumor component based on their ability to foster T cell immunity and immunotherapy responses. Here, we discuss our expanding view of DC heterogeneity in human tumors, as revealed with meta-analysis of single-cell transcriptome profiling studies. We further examine tumor-infiltrating DC states that are conserved across patients, cancer types, and species and consider the fundamental and clinical relevance of these findings. Finally, we provide an outlook on research opportunities to further explore mechanisms governing tumor-infiltrating DC behavior and functions.
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Affiliation(s)
- Genevieve M. Gerhard
- Center for Systems Biology, Massachusetts General Hospital and Harvard Medical School, Boston, MA
| | - Ruben Bill
- Center for Systems Biology, Massachusetts General Hospital and Harvard Medical School, Boston, MA
| | - Marius Messemaker
- Center for Systems Biology, Massachusetts General Hospital and Harvard Medical School, Boston, MA
| | - Allon M. Klein
- Department of Systems Biology, Harvard Medical School, Boston, MA
| | - Mikael J. Pittet
- Center for Systems Biology, Massachusetts General Hospital and Harvard Medical School, Boston, MA
- Department of Pathology and Immunology, University of Geneva, Geneva, Switzerland
- Department of Oncology, Geneva University Hospitals, Geneva, Switzerland
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370
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Single-cell dissection of intratumoral heterogeneity and lineage diversity in metastatic gastric adenocarcinoma. Nat Med 2021; 27:141-151. [PMID: 33398161 PMCID: PMC8074162 DOI: 10.1038/s41591-020-1125-8] [Citation(s) in RCA: 143] [Impact Index Per Article: 47.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2019] [Accepted: 10/09/2020] [Indexed: 01/28/2023]
Abstract
Intratumoral heterogeneity (ITH) is a fundamental property of cancer; however, the origins of ITH remain poorly understood. We performed single-cell transcriptome profiling of peritoneal carcinomatosis (PC) from 15 patients with gastric adenocarcinoma (GAC), constructed a map of 45,048 PC cells, profiled the transcriptome states of tumor cell populations, incisively explored ITH of malignant PC cells and identified significant correlates with patient survival. The links between tumor cell lineage/state compositions and ITH were illustrated at transcriptomic, genotypic, molecular and phenotypic levels. We uncovered the diversity in tumor cell lineage/state compositions in PC specimens and defined it as a key contributor to ITH. Single-cell analysis of ITH classified PC specimens into two subtypes that were prognostically independent of clinical variables, and a 12-gene prognostic signature was derived and validated in multiple large-scale GAC cohorts. The prognostic signature appears fundamental to GAC carcinogenesis and progression and could be practical for patient stratification.
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371
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von Witzleben A, Fehn A, Grages A, Ezić J, Jeske SS, Puntigam LK, Brunner C, Kraus JM, Kestler HA, Doescher J, Brand M, Theodoraki MN, Ottensmeier CH, Hoffmann TK, Schuler PJ, Laban S. Prospective longitudinal study of immune checkpoint molecule (ICM) expression in immune cell subsets during curative conventional therapy of head and neck squamous cell carcinoma (HNSCC). Int J Cancer 2020; 148:2023-2035. [PMID: 33336372 DOI: 10.1002/ijc.33446] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2020] [Revised: 11/01/2020] [Accepted: 11/13/2020] [Indexed: 12/31/2022]
Abstract
Programmed-death-1 (PD1) antibodies are approved for recurrent and metastatic head and neck squamous cell carcinoma. Multiple drugs targeting costimulatory and coinhibitory immune checkpoint molecules (ICM) have been discovered. However, it remains unknown how these ICM are affected by curative conventional therapy on different immune cell subsets during the course of treatment. In the prospective noninterventional clinical study titled "Immune Response Evaluation to Curative conventional Therapy" (NCT03053661), 22 patients were prospectively enrolled. Blood samples were drawn at defined time points throughout curative conventional treatment and follow-up. Immune cells (IC) from the different time points were assessed by multicolor flow cytometry. The following ICM were measured by flow cytometry: PD1, CTLA4, BTLA, CD137, CD27, GITR, OX40, LAG3 and TIM3. Dynamics of ICM expression were assessed using nonparametric paired samples tests. Significant changes were noted for PD1, BTLA and CD27 on multiple IC types during or after radiotherapy. Nonsignificant trends for increased expression of OX40 and GITR from baseline until the end of RT were observed on CD4 T cells and CD4+ CD39+ T cells. In patients with samples at recurrence of disease, a nonsignificant increase of TIM3 and LAG3 positive CD4+ CD39+ T cells was evident, accompanied by an increase of double positive cells for TIM3/LAG3. Potential future targets to be combined with RT in the conventional treatment and anti-PD1/PD-L could be BTLA agonists, or agonistic antibodies to costimulatory ICM like CD137, OX40 or GITR. The combination of cetuximab with CD27 agonistic antibodies enhancing ADCC or the targeting of TIM3/LAG3 may be another promising strategy.
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Affiliation(s)
- Adrian von Witzleben
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany.,University of Southampton, Faculty of Medicine, Cancer Sciences Unit, Southampton, UK.,Southampton University Hospitals NHS foundation Trust, Southampton, UK
| | - Adrian Fehn
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
| | - Ayla Grages
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
| | - Jasmin Ezić
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
| | - Sandra S Jeske
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
| | - Lisa K Puntigam
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
| | - Cornelia Brunner
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
| | - Johann M Kraus
- Ulm University, Institute for Medical Systems Biology, Ulm, Germany
| | - Hans A Kestler
- Ulm University, Institute for Medical Systems Biology, Ulm, Germany
| | - Johannes Doescher
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
| | - Matthias Brand
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
| | - Marie-Nicole Theodoraki
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
| | - Christian H Ottensmeier
- University of Southampton, Faculty of Medicine, Cancer Sciences Unit, Southampton, UK.,Southampton University Hospitals NHS foundation Trust, Southampton, UK
| | - Thomas K Hoffmann
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
| | - Patrick J Schuler
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
| | - Simon Laban
- Department of Otorhinolaryngology and Head & Neck Surgery, University Medical Center Ulm, Head and Neck Cancer Center of the Comprehensive Cancer Center Ulm, Ulm, Germany
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372
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Welters MJP, Santegoets SJ, van der Burg SH. The Tumor Microenvironment and Immunotherapy of Oropharyngeal Squamous Cell Carcinoma. Front Oncol 2020; 10:545385. [PMID: 33425717 PMCID: PMC7793705 DOI: 10.3389/fonc.2020.545385] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Accepted: 11/16/2020] [Indexed: 12/19/2022] Open
Abstract
Oropharyngeal squamous cell carcinoma (OPSCC) develops as a consequence of several mutations in the tumor suppressor pathways or after a progressive infection with high risk human papillomavirus (HPV). The dismal side effects of the current standard of care and the clear involvement of the immune system has led to a surge in clinical trials that aim to reinforce the tumor-specific immune response as a new treatment option. In this review, we have focused on the most recent literature to discuss the new findings and insights on the role of different immune cells in the context of OPSCC and its etiology. We then applied this knowledge to describe potential biomarkers and analyzed the rationale and outcomes of earlier and ongoing immunotherapy trials. Finally, we describe new developments that are still at the preclinical phase and provide an outlook on what the near future may bring, now that several new and exciting techniques to study the immune system at the single cell level are being exploited.
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Affiliation(s)
- Marij J P Welters
- Medical Oncology, Oncode Institute, Leiden University Medical Center, Leiden, Netherlands
| | - Saskia J Santegoets
- Medical Oncology, Oncode Institute, Leiden University Medical Center, Leiden, Netherlands
| | - Sjoerd H van der Burg
- Medical Oncology, Oncode Institute, Leiden University Medical Center, Leiden, Netherlands
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373
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Zhou Y, Yang D, Yang Q, Lv X, Huang W, Zhou Z, Wang Y, Zhang Z, Yuan T, Ding X, Tang L, Zhang J, Yin J, Huang Y, Yu W, Wang Y, Zhou C, Su Y, He A, Sun Y, Shen Z, Qian B, Meng W, Fei J, Yao Y, Pan X, Chen P, Hu H. Single-cell RNA landscape of intratumoral heterogeneity and immunosuppressive microenvironment in advanced osteosarcoma. Nat Commun 2020; 11:6322. [PMID: 33303760 PMCID: PMC7730477 DOI: 10.1038/s41467-020-20059-6] [Citation(s) in RCA: 274] [Impact Index Per Article: 68.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2020] [Accepted: 11/06/2020] [Indexed: 02/07/2023] Open
Abstract
Osteosarcoma is the most frequent primary bone tumor with poor prognosis. Through RNA-sequencing of 100,987 individual cells from 7 primary, 2 recurrent, and 2 lung metastatic osteosarcoma lesions, 11 major cell clusters are identified based on unbiased clustering of gene expression profiles and canonical markers. The transcriptomic properties, regulators and dynamics of osteosarcoma malignant cells together with their tumor microenvironment particularly stromal and immune cells are characterized. The transdifferentiation of malignant osteoblastic cells from malignant chondroblastic cells is revealed by analyses of inferred copy-number variation and trajectory. A proinflammatory FABP4+ macrophages infiltration is noticed in lung metastatic osteosarcoma lesions. Lower osteoclasts infiltration is observed in chondroblastic, recurrent and lung metastatic osteosarcoma lesions compared to primary osteoblastic osteosarcoma lesions. Importantly, TIGIT blockade enhances the cytotoxicity effects of the primary CD3+ T cells with high proportion of TIGIT+ cells against osteosarcoma. These results present a single-cell atlas, explore intratumor heterogeneity, and provide potential therapeutic targets for osteosarcoma.
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Affiliation(s)
- Yan Zhou
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Dong Yang
- Orthopaedic Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Qingcheng Yang
- Orthopaedic Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Xiaobin Lv
- Central Laboratory of the First Hospital of Nanchang, Nanchang, 330008, China
| | - Wentao Huang
- Pathology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Zhenhua Zhou
- Department of Orthopedic Oncology, Changzheng Hospital of Naval Military Medical University, Shanghai, 200003, China
| | - Yaling Wang
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Zhichang Zhang
- Orthopaedic Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Ting Yuan
- Orthopaedic Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Xiaomin Ding
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Lina Tang
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Jianjun Zhang
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Junyi Yin
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Yujing Huang
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Wenxi Yu
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Yonggang Wang
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Chenliang Zhou
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Yang Su
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Aina He
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Yuanjue Sun
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Zan Shen
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Binzhi Qian
- MRC Centre for Reproductive Health & Edinburgh Cancer Research UK Centre, Queen's Medical Research Institute, EH16 4TJ, Edinburgh, United Kingdom
| | - Wei Meng
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou, 510515, China
- Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China
| | - Jia Fei
- Department of Biochemistry and Molecular Biology, Medical College of Jinan University, 601 Western Huangpu Avenue, Guangzhou, 510632, China
| | - Yang Yao
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China.
| | - Xinghua Pan
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou, 510515, China.
- Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.
| | - Peizhan Chen
- Clinical Research Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 201821, China.
| | - Haiyan Hu
- Oncology Department of Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China.
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374
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Zhang Y, Lin A, Li Y, Ding W, Meng H, Luo P, Zhang J. Age and Mutations as Predictors of the Response to Immunotherapy in Head and Neck Squamous Cell Cancer. Front Cell Dev Biol 2020; 8:608969. [PMID: 33363171 PMCID: PMC7755718 DOI: 10.3389/fcell.2020.608969] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Accepted: 11/19/2020] [Indexed: 12/17/2022] Open
Abstract
The immunosuppressive tumor microenvironment plays an essential role in the treatment of head and neck squamous cell carcinoma (HNSC). Compared to traditional chemoradiotherapy, immune checkpoint inhibitors (ICIs) have become increasingly important in HNSC therapy. Prior studies linked the efficacy of ICIs to PD-L1, microsatellite instability (MSI), HPV infection, tumor mutation burden (TMB), and tumor lymphocyte infiltration in patients with HNSC, but further verification is needed. Additional predictors are needed to recognize HNSC patients with a good response to ICIs. We collected the clinical information and mutation data of HNSC patients from Memorial Sloan Kettering Cancer Center (MSKCC) and The Cancer Genome Atlas (TCGA) databases to generate two clinical cohorts. The MSKCC cohort was used to recognize predictors related to the efficacy of ICIs, and the TCGA cohort was used to further examine the immune microenvironment features and signaling pathways that are significantly enriched in the subgroups of predictors. Multivariate Cox regression analysis indicated that age (HR = 0.50, p = 0.014) and ARID1A (HR = 0.13, p = 0.048), PIK3CA (HR = 0.45, p = 0.021), and TP53 (HR = 1.82, p = 0.035) mutations were potential predictors for ICI efficacy in HNSC patients. Age > 65 years and ARID1A or PIK3CA mutations correlated with good overall survival (OS). TP53 mutant-type (MT) patients experienced a worse prognosis than TP53 wild-type (WT) patients. The subgroups associated with a good prognosis (age > 65 years, ARID1A-MT, and PIK3CA-MT) universally had a high TMB and increased expression of immune checkpoint molecules. Although TP53-MT was associated with a high TMB, the expression of most immune checkpoint molecules and immune-related genes was lower in TP53-MT patients than TP53-WT patients, which may reflect low immunogenicity. Pathways related to the immunosuppressive tumor microenvironment were mostly enriched in the subgroups associated with a poor prognosis (age ≤ 65 years, low TMB, ARID1A-WT, PIK3CA-WT, and TP53-MT). In conclusion, the factors age > 65 years, PIK3CA-MT, and ARID1A-MT predicted favorable efficacy for ICI treatment in HNSC patients, and TP53 mutation was a negative predictor.
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Affiliation(s)
- Yueming Zhang
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Anqi Lin
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Yonghe Li
- Department of Otolaryngology-Head and Neck Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Weimin Ding
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Hui Meng
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Peng Luo
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Jian Zhang
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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375
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Guo T, Li W, Cai X. Applications of Single-Cell Omics to Dissect Tumor Microenvironment. Front Genet 2020; 11:548719. [PMID: 33329692 PMCID: PMC7729000 DOI: 10.3389/fgene.2020.548719] [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: 04/03/2020] [Accepted: 10/19/2020] [Indexed: 02/05/2023] Open
Abstract
The recent technical and computational advances in single-cell sequencing technologies have significantly broaden our toolkit to study tumor microenvironment (TME) directly from human specimens. The TME is the complex and dynamic ecosystem composed of multiple cell types, including tumor cells, immune cells, stromal cells, endothelial cells, and other non-cellular components such as the extracellular matrix and secreted signaling molecules. The great success on immune checkpoint blockade therapy has highlighted the importance of TME on anti-tumor immunity and has made it a prime target for further immunotherapy strategies. Applications of single-cell transcriptomics on studying TME has yielded unprecedented resolution of the cellular and molecular complexity of the TME, accelerating our understanding of the heterogeneity, plasticity, and complex cross-interaction between different cell types within the TME. In this review, we discuss the recent advances by single-cell sequencing on understanding the diversity of TME and its functional impact on tumor progression and immunotherapy response driven by single-cell sequencing. We primarily focus on the major immune cell types infiltrated in the human TME, including T cells, dendritic cells, and macrophages. We further discuss the limitations of the existing methodologies and the prospects on future studies utilizing single-cell multi-omics technologies. Since immune cells undergo continuous activation and differentiation within the TME in response to various environmental cues, we highlight the importance of integrating multimodal datasets to enable retrospective lineage tracing and epigenetic profiling of the tumor infiltrating immune cells. These novel technologies enable better characterization of the developmental lineages and differentiation states that are critical for the understanding of the underlying mechanisms driving the functional diversity of immune cells within the TME. We envision that with the continued accumulation of single-cell omics datasets, single-cell sequencing will become an indispensable aspect of the immune-oncology experimental toolkit. It will continue to drive the scientific innovations in precision immunotherapy and will be ultimately adopted by routine clinical practice in the foreseeable future.
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Affiliation(s)
- Tingting Guo
- Institute of Respiratory Health, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
- Precision Medicine Research Center, West China Hospital, Sichuan University, Chengdu, China
- The Research Units of West China, Chinese Academy of Medical Sciences, West China Hospital, Chengdu, China
- Precision Medicine Key Laboratory of Sichuan Province, Chengdu, China
| | - Weimin Li
- Institute of Respiratory Health, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
- Precision Medicine Research Center, West China Hospital, Sichuan University, Chengdu, China
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, China
- The Research Units of West China, Chinese Academy of Medical Sciences, West China Hospital, Chengdu, China
| | - Xuyu Cai
- Institute of Respiratory Health, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
- Precision Medicine Research Center, West China Hospital, Sichuan University, Chengdu, China
- The Research Units of West China, Chinese Academy of Medical Sciences, West China Hospital, Chengdu, China
- Precision Medicine Key Laboratory of Sichuan Province, Chengdu, China
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376
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Johnson DE, Burtness B, Leemans CR, Lui VWY, Bauman JE, Grandis JR. Head and neck squamous cell carcinoma. Nat Rev Dis Primers 2020; 6:92. [PMID: 33243986 PMCID: PMC7944998 DOI: 10.1038/s41572-020-00224-3] [Citation(s) in RCA: 1841] [Impact Index Per Article: 460.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/01/2020] [Indexed: 02/07/2023]
Abstract
Most head and neck cancers are derived from the mucosal epithelium in the oral cavity, pharynx and larynx and are known collectively as head and neck squamous cell carcinoma (HNSCC). Oral cavity and larynx cancers are generally associated with tobacco consumption, alcohol abuse or both, whereas pharynx cancers are increasingly attributed to infection with human papillomavirus (HPV), primarily HPV-16. Thus, HNSCC can be separated into HPV-negative and HPV-positive HNSCC. Despite evidence of histological progression from cellular atypia through various degrees of dysplasia, ultimately leading to invasive HNSCC, most patients are diagnosed with late-stage HNSCC without a clinically evident antecedent pre-malignant lesion. Traditional staging of HNSCC using the tumour-node-metastasis system has been supplemented by the 2017 AJCC/UICC staging system, which incorporates additional information relevant to HPV-positive disease. Treatment is generally multimodal, consisting of surgery followed by chemoradiotherapy (CRT) for oral cavity cancers and primary CRT for pharynx and larynx cancers. The EGFR monoclonal antibody cetuximab is generally used in combination with radiation in HPV-negative HNSCC where comorbidities prevent the use of cytotoxic chemotherapy. The FDA approved the immune checkpoint inhibitors pembrolizumab and nivolumab for treatment of recurrent or metastatic HNSCC and pembrolizumab as primary treatment for unresectable disease. Elucidation of the molecular genetic landscape of HNSCC over the past decade has revealed new opportunities for therapeutic intervention. Ongoing efforts aim to integrate our understanding of HNSCC biology and immunobiology to identify predictive biomarkers that will enable delivery of the most effective, least-toxic therapies.
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Affiliation(s)
- Daniel E. Johnson
- Department of Otolaryngology-Head and Neck Surgery, University of California at San Francisco, San Francisco, CA, USA
| | - Barbara Burtness
- Department of Medicine, Yale University School of Medicine and Yale Cancer Center, New Haven, CT, USA
| | - C. René Leemans
- Department of Otolaryngology-Head and Neck Surgery, Amsterdam University Medical Center, Vrije Universiteit Amsterdam, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Vivian Wai Yan Lui
- School of Biomedical Sciences, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR
| | - Julie E. Bauman
- Department of Medicine-Hematology/Oncology, University of Arizona, Tucson, AZ, USA
| | - Jennifer R. Grandis
- Department of Otolaryngology-Head and Neck Surgery, University of California at San Francisco, San Francisco, CA, USA,
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377
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Wijetunga NA, Yu Y, Morris LG, Lee N, Riaz N. The head and neck cancer genome in the era of immunotherapy. Oral Oncol 2020; 112:105040. [PMID: 33197752 DOI: 10.1016/j.oraloncology.2020.105040] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 10/04/2020] [Accepted: 10/04/2020] [Indexed: 12/19/2022]
Abstract
The recent success of immunotherapy in head and neck squamous cell carcinoma (HNSCC) has necessitated a new perspective on the cancer genome. Here we review recent advances in the carcinogenesis and molecular genetics of HNSCC with an eye on their implications for cancer immunity. Newer sequencing technologies have recently facilitated dissection of the complex interaction between the HPV virus, tumor, host factors, and the tumor microenvironment (TME) that help shed light on how the immune system interacts with head and neck malignancies.
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Affiliation(s)
- N Ari Wijetunga
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Yao Yu
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Luc G Morris
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nancy Lee
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Nadeem Riaz
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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378
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Kürten CHL, Deuß E, Lei YL, Höing B, Kramer B, Lang S, Ferris RL, Kansy BA. [Stimulatory and inhibitory signaling pathways of the T cell-APC interaction and the effect of TLR agonists on APCs]. HNO 2020; 68:916-921. [PMID: 33128107 DOI: 10.1007/s00106-020-00960-8] [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: 10/05/2020] [Indexed: 10/23/2022]
Abstract
BACKGROUND CD8+ cells are key players in the identification and elimination of cancer cells. Cancers can escape an effective T cell response by inducing an exhausted cell state, which limits the cytotoxic capacity of the effector cells. Among other mechanisms, new checkpoint inhibitors reactivate exhausted, dysfunctional T cells. CD8+ T cells can eliminate tumor cells after presentation of tumor-specific antigens via antigen-presenting cells (APCs). APC-mediated tumor recognition is mainly stimulated by Toll-like receptors (TLRs). OBJECTIVE This study investigates the effect of TLR agonists on APCs as well as stimulatory and inhibitory signaling pathways of the T cell-APC interaction. MATERIALS AND METHODS Gene expression of interleukin (IL)12 and programmed death ligand 1 (PD-L1) was analyzed by quantitative polymerase chain reaction (qPCR) after 0, 8, 24, and 48 h of CD14+ cell stimulation with CpG. Protein expression of inhibitor of nuclear factor kappa B (IκBα) after CpG stimulation was investigated by western blot. CD8+ T cells were stimulated for 72 h with or without programmed cell death protein 1 (PD-1) checkpoint blockade and analyzed for expression of PD‑1, Tim‑3, CTLA4, and Lag3 by flow cytometry. RESULTS TLR stimulation (by unmethylated CpG DNA) of APCs upregulates immunostimulatory signals such as IL12 expression but also activates immunoinhibitory signaling pathways such as PD-L1 expression. This signaling is NF-κB dependent. After blockade of the PD-1/PD-L1 signaling pathway, overexpression of other immune checkpoint inhibitory receptors was observed-a potential explanation for lacking therapeutic responses after TLR stimulation with PD‑1 checkpoint blockade. CONCLUSION TLR stimulation causes APCs in the tumor microenvironment to upregulate PD-L1 in an NF-κB-mediated fashion, thereby contributing to CD8+ T cell exhaustion. The effect of PD‑1 blockade after TLR stimulation might be impaired due to upregulation of other checkpoint inhibitors.
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Affiliation(s)
- C H L Kürten
- Klinik für Hals-Nasen-Ohrenheilkunde, Kopf- und Halschirurgie, Universitätsklinikum Essen, Hufelandstraße 55, 45147, Essen, Deutschland
| | - E Deuß
- Klinik für Hals-Nasen-Ohrenheilkunde, Kopf- und Halschirurgie, Universitätsklinikum Essen, Hufelandstraße 55, 45147, Essen, Deutschland
| | - Y L Lei
- Department of Periodontics and Oral Medicine, University of Michigan School of Dentistry, Graduate Program in Immunology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - B Höing
- Klinik für Hals-Nasen-Ohrenheilkunde, Kopf- und Halschirurgie, Universitätsklinikum Essen, Hufelandstraße 55, 45147, Essen, Deutschland
| | - B Kramer
- Klinik für Hals-Nasen-Ohrenheilkunde, Kopf- und Halschirurgie, Universitätsklinikum Mannheim, Universität Heidelberg, Mannheim, Deutschland
| | - S Lang
- Klinik für Hals-Nasen-Ohrenheilkunde, Kopf- und Halschirurgie, Universitätsklinikum Essen, Hufelandstraße 55, 45147, Essen, Deutschland
| | - R L Ferris
- Cancer Immunology Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
| | - B A Kansy
- Klinik für Hals-Nasen-Ohrenheilkunde, Kopf- und Halschirurgie, Universitätsklinikum Essen, Hufelandstraße 55, 45147, Essen, Deutschland.
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379
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Domnich M, Riedesel J, Pylaeva E, Kürten CHL, Buer J, Lang S, Jablonska J. Oral Neutrophils: Underestimated Players in Oral Cancer. Front Immunol 2020; 11:565683. [PMID: 33162980 PMCID: PMC7582090 DOI: 10.3389/fimmu.2020.565683] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Accepted: 09/10/2020] [Indexed: 01/03/2023] Open
Abstract
The composition of the oral milieu reflects oral health. Saliva provides an environment for multiple microorganisms, and contains soluble factors and immune cells. Neutrophils, which rapidly react on the changes in the microenvironment, are a major immune cell population in saliva and thus may serve as a biomarker for oral pathologies. This review focuses on salivary neutrophils in the oral cavity, their phenotype changes in physiological and pathological conditions, as well as on factors regulating oral neutrophil amount, activation and functionality, with special emphasis on oral cancer and its risk factors.
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Affiliation(s)
- Maksim Domnich
- Department of Otorhinolaryngology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Jana Riedesel
- Department of Otorhinolaryngology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Ekaterina Pylaeva
- Department of Otorhinolaryngology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Cornelius H. L. Kürten
- Department of Otorhinolaryngology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Jan Buer
- Institute of Medical Microbiology, University of Duisburg-Essen, Essen, Germany
| | - Stephan Lang
- Department of Otorhinolaryngology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Jadwiga Jablonska
- Department of Otorhinolaryngology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
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380
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Predicting cell-to-cell communication networks using NATMI. Nat Commun 2020; 11:5011. [PMID: 33024107 PMCID: PMC7538930 DOI: 10.1038/s41467-020-18873-z] [Citation(s) in RCA: 124] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Accepted: 09/16/2020] [Indexed: 12/20/2022] Open
Abstract
Development of high throughput single-cell sequencing technologies has made it cost-effective to profile thousands of cells from diverse samples containing multiple cell types. To study how these different cell types work together, here we develop NATMI (Network Analysis Toolkit for Multicellular Interactions). NATMI uses connectomeDB2020 (a database of 2293 manually curated ligand-receptor pairs with literature support) to predict and visualise cell-to-cell communication networks from single-cell (or bulk) expression data. Using multiple published single-cell datasets we demonstrate how NATMI can be used to identify (i) the cell-type pairs that are communicating the most (or most specifically) within a network, (ii) the most active (or specific) ligand-receptor pairs active within a network, (iii) putative highly-communicating cellular communities and (iv) differences in intercellular communication when profiling given cell types under different conditions. Furthermore, analysis of the Tabula Muris (organism-wide) atlas confirms our previous prediction that autocrine signalling is a major feature of cell-to-cell communication networks, while also revealing that hundreds of ligands and their cognate receptors are co-expressed in individual cells suggesting a substantial potential for self-signalling. Single cell expression data allows for inferring cell-cell communication between cells expressing ligands and those expressing their cognate receptors. Here the authors present an updated and curated database of ligand-receptor pairs and a Python-based toolkit to construct and analyse communication networks from single cell and bulk expression data.
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381
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Seliger B, Massa C, Yang B, Bethmann D, Kappler M, Eckert AW, Wickenhauser C. Immune Escape Mechanisms and Their Clinical Relevance in Head and Neck Squamous Cell Carcinoma. Int J Mol Sci 2020; 21:ijms21197032. [PMID: 32987799 PMCID: PMC7582858 DOI: 10.3390/ijms21197032] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Revised: 09/22/2020] [Accepted: 09/22/2020] [Indexed: 12/25/2022] Open
Abstract
Immunotherapy has been recently approved for the treatment of relapsed and metastatic human papilloma virus (HPV) positive and negative head and neck squamous cell carcinoma (HNSCC). However, the response of patients is limited and the overall survival remains short with a low rate of long-term survivors. There exists growing evidence that complex and partially redundant immune escape mechanisms play an important role for the low efficacy of immunotherapies in this disease. These are caused by diverse complex processes characterized by (i) changes in the expression of immune modulatory molecules in tumor cells, (ii) alterations in the frequency, composition and clonal expansion of immune cell subpopulations in the tumor microenvironment and peripheral blood leading to reduced innate and adaptive immune responses, (iii) impaired homing of immune cells to the tumor site as well as (iv) the presence of immune suppressive soluble and physical factors in the tumor microenvironment. We here summarize the major immune escape strategies of HNSCC lesions, highlight pathways, and molecular targets that help to attenuate HNSCC-induced immune tolerance, affect the selection and success of immunotherapeutic approaches to overcome resistance to immunotherapy by targeting immune escape mechanisms and thus improve the HNSCC patients’ outcome.
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Affiliation(s)
- Barbara Seliger
- Institute of Medical Immunology, Martin Luther University Halle-Wittenberg, 06112 Halle, Germany; (C.M.); (B.Y.)
- Fraunhofer Institute of Cell Therapy and Immunology, 04103 Leipzig, Germany
- Correspondence:
| | - Chiara Massa
- Institute of Medical Immunology, Martin Luther University Halle-Wittenberg, 06112 Halle, Germany; (C.M.); (B.Y.)
| | - Bo Yang
- Institute of Medical Immunology, Martin Luther University Halle-Wittenberg, 06112 Halle, Germany; (C.M.); (B.Y.)
| | - Daniel Bethmann
- Institute of Pathology, Martin Luther University Halle-Wittenberg, 06112 Halle, Germany; (D.B.); (C.W.)
| | - Matthias Kappler
- Department of Oral and Maxillofacial Plastic Surgery, Martin Luther University Halle-Wittenberg, 06120 Halle (Saale), Germany; (M.K.); (A.W.E.)
| | - Alexander Walter Eckert
- Department of Oral and Maxillofacial Plastic Surgery, Martin Luther University Halle-Wittenberg, 06120 Halle (Saale), Germany; (M.K.); (A.W.E.)
- Klinik für Mund-, Kiefer- und Plastische Gesichtschirurgie, Universitätsklinik der Paracelsus Medizinischen Privatuniversität; 90471 Nürnberg, Germany
| | - Claudia Wickenhauser
- Institute of Pathology, Martin Luther University Halle-Wittenberg, 06112 Halle, Germany; (D.B.); (C.W.)
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382
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The prognostic value of TMB and the relationship between TMB and immune infiltration in head and neck squamous cell carcinoma: A gene expression-based study. Oral Oncol 2020; 110:104943. [PMID: 32919362 DOI: 10.1016/j.oraloncology.2020.104943] [Citation(s) in RCA: 59] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Revised: 07/09/2020] [Accepted: 07/28/2020] [Indexed: 12/31/2022]
Abstract
OBJECTIVE Whether tumor mutation burden (TMB) affects prognosis and immune infiltration of tumor patients is controversial. We designed and conducted a multi-omics study with the aim of investigating the prognostic value of TMB and the relationship between TMB and immune infiltration in head and neck squamous cell carcinoma (HNSCC). METHODS TMB scores were calculated from the mutation data of 506 HNSCC samples from The Cancer Genome Atlas (TCGA), and the patients were divided into low- and high-TMB groups according to the TMB score quartiles. Differentially expressed genes (DEGs) between the low-TMB and high-TMB groups were identified. Immune cell infiltration and survival analyses were conducted between groups. RESULTS High TMB in HNSCC patients was associated with a poor prognosis, large primary tumor size, advanced clinical stage and a human papillomavirus (HPV)-negative status. A total of 576 DEGs were identified, and gene set enrichment analysis (GSEA) revealed that the DEGs in the low-TMB group were enriched in immune-related pathways. Four hub genes were significantly associated with prognosis, and mutations in these genes affected immune infiltration. The estimated fractions of B memory cells and CD4+ memory resting cells were higher in the low-TMB group than in the high-TMB group, and B cell and CD4+T cell infiltration was positively correlated with prognosis in HNSCC patients. CONCLUSIONS HNSCC patients with low TMB have better prognoses than those with high TMB, and TMB might affect B cell and CD4+T cell infiltration.
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383
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Song L, Zhang S, Yu S, Ma F, Wang B, Zhang C, Sun J, Mao X, Wei L. Cellular heterogeneity landscape in laryngeal squamous cell carcinoma. Int J Cancer 2020; 147:2879-2890. [PMID: 32638385 DOI: 10.1002/ijc.33192] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2020] [Revised: 06/24/2020] [Accepted: 06/29/2020] [Indexed: 12/13/2022]
Abstract
Laryngeal squamous cell carcinoma (LSCC) is a highly malignant tumor originated from respiratory system. Although there have been many improvements in therapy until now, reducing the high mortality remains difficult. Understanding the cellular heterogeneity of LSCC could contribute to improve this problem. Single-cell RNA sequencing was applied to dissect the cell composition and molecular characteristics of LSCC tissues. Immunohistochemistry staining of the LSCC tissues was performed to identify the spatial location of tumor cells. Survival analysis of marker genes was executed in The Cancer Genome Atlas to verify the correlation between each cell clusters and patients' prognosis. The LSCC tissue cells were finely grouped into various clusters, including tumor cells, immune cells, epithelial cells, fibroblasts and endothelial cells. Notably, in tumor cells, keratinocyte-like cells were in the core of tumor while malignant proliferating cells were located at the tumor edge. The malignant proliferating cells were correlated with poor prognosis. In summary, this is the first study to delineate a landscape of the LSCC intratumor heterogeneity. Our work might help researchers have a better understanding for tumor progression.
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Affiliation(s)
- Lianhao Song
- Department of Microbiology, Harbin Medical University, Harbin, China.,Wu Lien-Teh Institute, Harbin Medical University, Harbin, China
| | - Siwei Zhang
- Department of Microbiology, Harbin Medical University, Harbin, China.,Wu Lien-Teh Institute, Harbin Medical University, Harbin, China
| | - Siyang Yu
- Department of Microbiology, Harbin Medical University, Harbin, China.,Wu Lien-Teh Institute, Harbin Medical University, Harbin, China
| | - Fen Ma
- Department of Microbiology, Harbin Medical University, Harbin, China.,Wu Lien-Teh Institute, Harbin Medical University, Harbin, China
| | - Bozhi Wang
- Department of Microbiology, Harbin Medical University, Harbin, China.,Wu Lien-Teh Institute, Harbin Medical University, Harbin, China
| | - Congcong Zhang
- Department of Microbiology, Harbin Medical University, Harbin, China.,Wu Lien-Teh Institute, Harbin Medical University, Harbin, China
| | - Ji Sun
- Department of Otolaryngology, Head and Neck Surgery, Harbin Medical University Cancer Hospital, Harbin, China
| | - Xionghui Mao
- Department of Otolaryngology, Head and Neck Surgery, Harbin Medical University Cancer Hospital, Harbin, China
| | - Lanlan Wei
- Department of Microbiology, Harbin Medical University, Harbin, China.,Wu Lien-Teh Institute, Harbin Medical University, Harbin, China
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384
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Single-cell transcriptomics reveals regulators underlying immune cell diversity and immune subtypes associated with prognosis in nasopharyngeal carcinoma. Cell Res 2020; 30:1024-1042. [PMID: 32686767 PMCID: PMC7784929 DOI: 10.1038/s41422-020-0374-x] [Citation(s) in RCA: 205] [Impact Index Per Article: 51.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Accepted: 06/27/2020] [Indexed: 02/07/2023] Open
Abstract
Nasopharyngeal carcinoma (NPC) is an aggressive malignancy with extremely skewed ethnic and geographic distributions. Increasing evidence indicates that targeting the tumor microenvironment (TME) represents a promising therapeutic approach in NPC, highlighting an urgent need to deepen the understanding of the complex NPC TME. Here, we generated single-cell transcriptome profiles for 7581 malignant cells and 40,285 immune cells from fifteen primary NPC tumors and one normal sample. We revealed malignant signatures capturing intratumoral transcriptional heterogeneity and predicting aggressiveness of malignant cells. Diverse immune cell subtypes were identified, including novel subtypes such as CLEC9A+ dendritic cells (DCs). We further revealed transcriptional regulators underlying immune cell diversity, and cell–cell interaction analyses highlighted promising immunotherapeutic targets in NPC. Moreover, we established the immune subtype-specific signatures, and demonstrated that the signatures of macrophages, plasmacytoid dendritic cells (pDCs), CLEC9A+ DCs, natural killer (NK) cells, and plasma cells were significantly associated with improved survival outcomes in NPC. Taken together, our findings represent a unique resource providing in-depth insights into the cellular heterogeneity of NPC TME and highlight potential biomarkers for anticancer treatment and risk stratification, laying a new foundation for precision therapies in NPC.
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385
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Xu Q, Fang M, Zhu J, Dong H, Cao J, Yan L, Leonard F, Oppel F, Sudhoff H, Kaufmann AM, Albers AE, Qian X. Insights into Nanomedicine for Immunotherapeutics in Squamous Cell Carcinoma of the head and neck. Int J Biol Sci 2020; 16:2506-2517. [PMID: 32792853 PMCID: PMC7415431 DOI: 10.7150/ijbs.47068] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Accepted: 07/01/2020] [Indexed: 02/06/2023] Open
Abstract
Immunotherapies such as immune checkpoint blockade benefit only a portion of patients with head and neck squamous cell carcinoma. The multidisciplinary field of nanomedicine is emerging as a promising strategy to achieve maximal anti-tumor effect in cancer immunotherapy and to turn non-responders into responders. Various methods have been developed to deliver therapeutic agents that can overcome bio-barriers, improve therapeutic delivery into the tumor and lymphoid tissues and reduce adverse effects in normal tissues. Additional modification strategies also have been employed to improve targeting and boost cytotoxic T cell-based immune responses. Here, we review the state-of-the-art use of nanotechnologies in the laboratory, in advanced preclinical phases as well as those running through clinical trials assessing their advantages and challenges.
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Affiliation(s)
- Qiang Xu
- Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital); Institute of Cancer and Basic Medicine (IBMC), Chinese Academy of Sciences. Hangzhou, P.R. China
| | - Meiyu Fang
- Key Laboratory of Head & Neck Cancer Translational Research of Zhejiang Province, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital); Institute of Cancer and Basic Medicine (IBMC), Chinese Academy of Sciences. Hangzhou, P.R. China
| | - Jing Zhu
- Department of Clinical Laboratory, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital); Institute of Cancer and Basic Medicine (IBMC), Chinese Academy of Sciences. Hangzhou, P.R. China
| | - Haoru Dong
- First School of Clinical Medicine, Wenzhou Medical University, Wenzhou, P.R. China
| | - Jun Cao
- Key Laboratory of Head & Neck Cancer Translational Research of Zhejiang Province, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital); Institute of Cancer and Basic Medicine (IBMC), Chinese Academy of Sciences. Hangzhou, P.R. China
| | - Lin Yan
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, P.R. China
| | - Fransisca Leonard
- Department of Nanomedicine, Houston Methodist Research Institute, Houston, USA
| | - Felix Oppel
- Department of Otolaryngology, Head and Neck Surgery, Klinikum Bielefeld, Bielefeld, Germany
| | - Holger Sudhoff
- Department of Otolaryngology, Head and Neck Surgery, Klinikum Bielefeld, Bielefeld, Germany
| | - Andreas M Kaufmann
- Clinic for Gynecology, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Andreas E Albers
- Department of Otolaryngology, Head and Neck Surgery, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Xu Qian
- Department of Clinical Laboratory, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital); Institute of Cancer and Basic Medicine (IBMC), Chinese Academy of Sciences. Hangzhou, P.R. China
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386
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Andrews LP, Somasundaram A, Moskovitz JM, Szymczak-Workman AL, Liu C, Cillo AR, Lin H, Normolle DP, Moynihan KD, Taniuchi I, Irvine DJ, Kirkwood JM, Lipson EJ, Ferris RL, Bruno TC, Workman CJ, Vignali DAA. Resistance to PD1 blockade in the absence of metalloprotease-mediated LAG3 shedding. Sci Immunol 2020; 5:eabc2728. [PMID: 32680952 PMCID: PMC7901539 DOI: 10.1126/sciimmunol.abc2728] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Accepted: 06/04/2020] [Indexed: 12/12/2022]
Abstract
Mechanisms of resistance to cancer immunotherapy remain poorly understood. Lymphocyte activation gene-3 (LAG3) signaling is regulated by a disintegrin and metalloprotease domain-containing protein-10 (ADAM10)- and ADAM17-mediated cell surface shedding. Here, we show that mice expressing a metalloprotease-resistant, noncleavable LAG3 mutant (LAG3NC) are resistant to PD1 blockade and fail to mount an effective antitumor immune response. Expression of LAG3NC intrinsically perturbs CD4+ T conventional cells (Tconvs), limiting their capacity to provide CD8+ T cell help. Furthermore, the translational relevance for these observations is highlighted with an inverse correlation between high LAG3 and low ADAM10 expression on CD4+ Tconvs in the peripheral blood of patients with head and neck squamous cell carcinoma, which corresponded with poor prognosis. This correlation was also observed in a cohort of patients with skin cancers and was associated with increased disease progression after standard-of-care immunotherapy. These data suggest that subtle changes in LAG3 inhibitory receptor signaling can act as a resistance mechanism with a substantive effect on patient responsiveness to immunotherapy.
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MESH Headings
- ADAM10 Protein/antagonists & inhibitors
- ADAM10 Protein/immunology
- Adenocarcinoma/drug therapy
- Adenocarcinoma/genetics
- Adenocarcinoma/immunology
- Adenocarcinoma/pathology
- Animals
- Antigens, CD/blood
- Antigens, CD/genetics
- Antigens, CD/immunology
- Cell Line, Tumor
- Colonic Neoplasms/drug therapy
- Colonic Neoplasms/immunology
- Colonic Neoplasms/pathology
- Drug Resistance, Neoplasm/immunology
- Encephalomyelitis, Autoimmune, Experimental/immunology
- Female
- Head and Neck Neoplasms/drug therapy
- Head and Neck Neoplasms/immunology
- Head and Neck Neoplasms/pathology
- Humans
- Immune Checkpoint Inhibitors/therapeutic use
- Immunotherapy
- Male
- Melanoma, Experimental/drug therapy
- Melanoma, Experimental/immunology
- Melanoma, Experimental/pathology
- Mice, Transgenic
- Programmed Cell Death 1 Receptor/antagonists & inhibitors
- Programmed Cell Death 1 Receptor/immunology
- Skin Neoplasms/drug therapy
- Skin Neoplasms/immunology
- Skin Neoplasms/pathology
- Squamous Cell Carcinoma of Head and Neck/drug therapy
- Squamous Cell Carcinoma of Head and Neck/immunology
- Squamous Cell Carcinoma of Head and Neck/pathology
- T-Lymphocytes/immunology
- Transcriptome
- Lymphocyte Activation Gene 3 Protein
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Affiliation(s)
- Lawrence P Andrews
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
| | - Ashwin Somasundaram
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Department of Medicine, Division of Hematology/Oncology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Jessica M Moskovitz
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
| | | | - Chang Liu
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
| | - Anthony R Cillo
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
| | - Huang Lin
- Department of Biostatistics, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA
| | - Daniel P Normolle
- Department of Biostatistics, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA
| | - Kelly D Moynihan
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Ichiro Taniuchi
- RIKEN Center for Integrative Medical Sciences, Yokohama City, Kanagawa, Japan
| | - Darrell J Irvine
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - John M Kirkwood
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Department of Medicine, Division of Hematology/Oncology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Evan J Lipson
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg-Kimmel Institute for Cancer Immunotherapy, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Robert L Ferris
- Tumor Microenvironment Center, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Department of Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Tullia C Bruno
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
| | - Creg J Workman
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Tumor Microenvironment Center, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
| | - Dario A A Vignali
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
- Tumor Microenvironment Center, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
- Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA, USA
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387
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Wondergem NE, Nauta IH, Muijlwijk T, Leemans CR, van de Ven R. The Immune Microenvironment in Head and Neck Squamous Cell Carcinoma: on Subsets and Subsites. Curr Oncol Rep 2020; 22:81. [PMID: 32602047 PMCID: PMC7324425 DOI: 10.1007/s11912-020-00938-3] [Citation(s) in RCA: 55] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
PURPOSE To understand why some patients respond to immunotherapy but many do not, a clear picture of the tumor microenvironment (TME) of head and neck squamous cell carcinoma (HNSCC) is key. Here we review the current understanding on the immune composition per HNSCC subsite, the importance of the tumor's etiology and the prognostic power of specific immune cells. RECENT FINDINGS Large cohort data are mostly based on deconvolution of transcriptional databases. Studies focusing on infiltrate localization often entail small cohorts, a mixture of HNSCC subsites, or focus on a single immune marker rather than the interaction between cells within the TME. Conclusions on the prognostic impact of specific immune cells in HNSCC are hampered by the use of heterogeneous or small cohorts. To move forward, the field should focus on deciphering the immune composition per HNSCC subsite, in powered cohorts and considering the molecular diversity in this disease.
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Affiliation(s)
- Niels E Wondergem
- Department of Otolaryngology-Head and Neck Surgery, Cancer Center Amsterdam, Amsterdam UMC, VU University medical center, De Boelelaan, 1117, Amsterdam, The Netherlands
| | - Irene H Nauta
- Department of Otolaryngology-Head and Neck Surgery, Cancer Center Amsterdam, Amsterdam UMC, VU University medical center, De Boelelaan, 1117, Amsterdam, The Netherlands
| | - Tara Muijlwijk
- Department of Otolaryngology-Head and Neck Surgery, Cancer Center Amsterdam, Amsterdam UMC, VU University medical center, De Boelelaan, 1117, Amsterdam, The Netherlands
| | - C René Leemans
- Department of Otolaryngology-Head and Neck Surgery, Cancer Center Amsterdam, Amsterdam UMC, VU University medical center, De Boelelaan, 1117, Amsterdam, The Netherlands
| | - Rieneke van de Ven
- Department of Otolaryngology-Head and Neck Surgery, Cancer Center Amsterdam, Amsterdam UMC, VU University medical center, De Boelelaan, 1117, Amsterdam, The Netherlands.
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388
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Conejo-Garcia JR, Biswas S, Chaurio R. Humoral immune responses: Unsung heroes of the war on cancer. Semin Immunol 2020; 49:101419. [PMID: 33183950 PMCID: PMC7738315 DOI: 10.1016/j.smim.2020.101419] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Revised: 10/23/2020] [Accepted: 10/30/2020] [Indexed: 02/07/2023]
Abstract
Solid cancers progress from primordial lesions through complex interactions between tumor-promoting and anti-tumor immune cell types, ultimately leading to the orchestration of humoral and T cell adaptive immune responses, albeit in an immunosuppressive environment. B cells infiltrating most established tumors have been associated with a dual role: Some studies have associated antibodies produced by tumor-associated B cells with the promotion of regulatory activities on myeloid cells, and also with direct immunosuppression through the production of IL-10, IL-35 or TGF-β. In contrast, recent studies in multiple human malignancies identify B cell responses with delayed malignant progression and coordinated T cell protective responses. This includes the elusive role of Tertiary Lymphoid Structures identified in many human tumors, where the function of B cells remains unknown. Here, we discuss emerging data on the dual role of B cell responses in the pathophysiology of human cancer, providing a perspective on future directions and possible novel interventions to restore the coordinated action of both branches of the adaptive immune response, with the goal of maximizing immunotherapeutic effectiveness.
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Affiliation(s)
- Jose R Conejo-Garcia
- Department of Immunology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL 33612, USA.
| | - Subir Biswas
- Department of Immunology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL 33612, USA
| | - Ricardo Chaurio
- Department of Immunology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL 33612, USA
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389
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Pyle MP, Hoa M. Applications of single-cell sequencing for the field of otolaryngology: A contemporary review. Laryngoscope Investig Otolaryngol 2020; 5:404-431. [PMID: 32596483 PMCID: PMC7314468 DOI: 10.1002/lio2.388] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2019] [Revised: 04/02/2020] [Accepted: 04/03/2020] [Indexed: 12/19/2022] Open
Abstract
OBJECTIVES Single-cell RNA sequencing (scRNA-Seq) is a new technique used to interrogate the transcriptome of individual cells within native tissues that have already resulted in key discoveries in auditory basic science research. Rapid advances in scRNA-Seq make it likely that it will soon be translated into clinical medicine. The goal of this review is to inspire the use of scRNA-Seq in otolaryngology by giving examples of how it can be applied to patient samples and how this information can be used clinically. METHODS Studies were selected based on the scientific quality and relevance to scRNA-Seq. In addition to mouse auditory system (inner ear including hair cells and supporting cells, spiral ganglion neurons, and inner ear organoids), recent studies using human primary cell samples are discussed. We also perform our own analysis on publicly available, published scRNA-Seq data from oral head and neck squamous cell carcinoma (HNSCC) samples to serve as an example of a clinically relevant application of scRNA-Seq. RESULTS Studies focusing on patient tissues show that scRNA-Seq reveals tissue heterogeneity and rare-cell types responsible for disease pathogenesis. The heterogeneity detected by scRNA-Seq can result in both the identification of known or novel disease biomarkers and drug targets. Our analysis of HNSCC data gives an example for how otolaryngologists can use scRNA-Seq for clinical use. CONCLUSIONS Although there are limitations to the translation of scRNA-Seq to the clinic, we show that its use in otolaryngology can give physicians insight into the tissue heterogeneity within their patient's diseased tissue giving them information on disease pathogenesis, novel disease biomarkers or druggable targets, and aid in selecting patient-specific drug cocktails.
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Affiliation(s)
- Madeline P. Pyle
- Division of Intramural Research, Section on Auditory Development and Restoration, National Institute on Deafness and Other Communication Disorders (NIDCD) Otolaryngology Surgeon‐Scientist ProgramNational Institutes of HealthBethesdaMarylandUSA
| | - Michael Hoa
- Division of Intramural Research, Section on Auditory Development and Restoration, National Institute on Deafness and Other Communication Disorders (NIDCD) Otolaryngology Surgeon‐Scientist ProgramNational Institutes of HealthBethesdaMarylandUSA
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390
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Sautès-Fridman C, Verneau J, Sun CM, Moreira M, Chen TWW, Meylan M, Petitprez F, Fridman WH. Tertiary Lymphoid Structures and B cells: Clinical impact and therapeutic modulation in cancer. Semin Immunol 2020; 48:101406. [DOI: 10.1016/j.smim.2020.101406] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Accepted: 08/12/2020] [Indexed: 12/12/2022]
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