101
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Ding L, Sun L, Bu MT, Zhang Y, Scott LN, Prins RM, Su MA, Lechner MG, Hugo W. Antigen presentation by clonally diverse CXCR5+ B cells to CD4 and CD8 T cells is associated with durable response to immune checkpoint inhibitors. Front Immunol 2023; 14:1176994. [PMID: 37435085 PMCID: PMC10330698 DOI: 10.3389/fimmu.2023.1176994] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 05/22/2023] [Indexed: 07/13/2023] Open
Abstract
Introduction Increased T cell infiltration and interferon gamma (IFNγ) pathway activation are seen in tumors of melanoma patients who respond to ICI (immune checkpoint inhibitor) or MAPK pathway inhibitor (MAPKi) therapies. Yet, the rate of durable tumor control after ICI is almost twice that of MAPKi, suggesting that additional mechanisms may be present in patients responding to ICI therapy that are beneficial for anti-tumor immunity. Methods We used transcriptional analysis and clinical outcomes from patients treated with ICI or MAPKi therapies to delineate immune mechanisms driving tumor response. Results We discovered response to ICI is associated with CXCL13-driven recruitment of CXCR5+ B cells with significantly higher clonal diversity than MAPKi. Our in vitro data indicate that CXCL13 production was increased in human peripheral blood mononuclear cells by anti-PD1, but not MAPKi, treatment. Higher B cell infiltration and B cell receptor (BCR) diversity allows presentation of diverse tumor antigens by B cells, resulting in activation of follicular helper CD4 T cells (Tfh) and tumor reactive CD8 T cells after ICI therapy. Higher BCR diversity and IFNγ pathway score post-ICI are associated with significantly longer patient survival compared to those with either one or none. Conclusions Response to ICI, but not to MAPKi, depends on the recruitment of CXCR5+ B cells into the tumor microenvironment and their productive tumor antigen presentation to follicular helper and cytotoxic, tumor reactive T cells. Our study highlights the potential of CXCL13 and B cell based strategies to enhance the rate of durable response in melanoma patients treated with ICI.
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Affiliation(s)
- Lizhong Ding
- Department of Medicine, Division of Dermatology, University of California, Los Angeles, Los Angeles, CA, United States
- Parker Institute for Cancer Immunotherapy, University of California, Los Angeles, Los Angeles, CA, United States
| | - Lu Sun
- Parker Institute for Cancer Immunotherapy, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Neurosurgery, University of California, Los Angeles, Los Angeles, CA, United States
| | - Melissa T. Bu
- Department of Medicine, Division of Dermatology, University of California, Los Angeles, Los Angeles, CA, United States
| | - Yanjun Zhang
- Department of Medicine, Division of Dermatology, University of California, Los Angeles, Los Angeles, CA, United States
- State Key Laboratory of Experimental Hematology, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Lauren N. Scott
- Department of Medicine, Division of Endocrinology, Diabetes, and Metabolism, University of California, Los Angeles, Los Angeles, CA, United States
| | - Robert M. Prins
- Parker Institute for Cancer Immunotherapy, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Neurosurgery, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, CA, United States
- Jonsson Comprehensive Cancer Center, University of California, Los Angeles, Los Angeles, CA, United States
| | - Maureen A. Su
- Parker Institute for Cancer Immunotherapy, University of California, Los Angeles, Los Angeles, CA, United States
- Jonsson Comprehensive Cancer Center, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Microbiology, Immunology, and Molecular Genetics, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Pediatrics, Division of Pediatric Endocrinology, University of California, Los Angeles, Los Angeles, CA, United States
| | - Melissa G. Lechner
- Department of Medicine, Division of Endocrinology, Diabetes, and Metabolism, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Microbiology, Immunology, and Molecular Genetics, University of California, Los Angeles, Los Angeles, CA, United States
| | - Willy Hugo
- Department of Medicine, Division of Dermatology, University of California, Los Angeles, Los Angeles, CA, United States
- Parker Institute for Cancer Immunotherapy, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Microbiology, Immunology, and Molecular Genetics, University of California, Los Angeles, Los Angeles, CA, United States
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102
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Sun L, Su Y, Jiao A, Wang X, Zhang B. T cells in health and disease. Signal Transduct Target Ther 2023; 8:235. [PMID: 37332039 DOI: 10.1038/s41392-023-01471-y] [Citation(s) in RCA: 60] [Impact Index Per Article: 60.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 04/21/2023] [Accepted: 04/24/2023] [Indexed: 06/20/2023] Open
Abstract
T cells are crucial for immune functions to maintain health and prevent disease. T cell development occurs in a stepwise process in the thymus and mainly generates CD4+ and CD8+ T cell subsets. Upon antigen stimulation, naïve T cells differentiate into CD4+ helper and CD8+ cytotoxic effector and memory cells, mediating direct killing, diverse immune regulatory function, and long-term protection. In response to acute and chronic infections and tumors, T cells adopt distinct differentiation trajectories and develop into a range of heterogeneous populations with various phenotype, differentiation potential, and functionality under precise and elaborate regulations of transcriptional and epigenetic programs. Abnormal T-cell immunity can initiate and promote the pathogenesis of autoimmune diseases. In this review, we summarize the current understanding of T cell development, CD4+ and CD8+ T cell classification, and differentiation in physiological settings. We further elaborate the heterogeneity, differentiation, functionality, and regulation network of CD4+ and CD8+ T cells in infectious disease, chronic infection and tumor, and autoimmune disease, highlighting the exhausted CD8+ T cell differentiation trajectory, CD4+ T cell helper function, T cell contributions to immunotherapy and autoimmune pathogenesis. We also discuss the development and function of γδ T cells in tissue surveillance, infection, and tumor immunity. Finally, we summarized current T-cell-based immunotherapies in both cancer and autoimmune diseases, with an emphasis on their clinical applications. A better understanding of T cell immunity provides insight into developing novel prophylactic and therapeutic strategies in human diseases.
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Affiliation(s)
- Lina Sun
- Department of Pathogenic Microbiology and Immunology, School of Basic Medical Sciences, Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, China
- Institute of Infection and Immunity, Translational Medicine Institute, Xi'an Jiaotong University Health Science Center, Xi'an, Shaanxi, 710061, China
- Key Laboratory of Environment and Genes Related to Diseases, Ministry of Education, Xi'an, Shaanxi, 710061, China
- Xi'an Key Laboratory of Immune Related Diseases, Xi'an, Shannxi, 710061, China
| | - Yanhong Su
- Department of Pathogenic Microbiology and Immunology, School of Basic Medical Sciences, Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, China
- Institute of Infection and Immunity, Translational Medicine Institute, Xi'an Jiaotong University Health Science Center, Xi'an, Shaanxi, 710061, China
- Key Laboratory of Environment and Genes Related to Diseases, Ministry of Education, Xi'an, Shaanxi, 710061, China
- Xi'an Key Laboratory of Immune Related Diseases, Xi'an, Shannxi, 710061, China
| | - Anjun Jiao
- Department of Pathogenic Microbiology and Immunology, School of Basic Medical Sciences, Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, China
- Institute of Infection and Immunity, Translational Medicine Institute, Xi'an Jiaotong University Health Science Center, Xi'an, Shaanxi, 710061, China
- Key Laboratory of Environment and Genes Related to Diseases, Ministry of Education, Xi'an, Shaanxi, 710061, China
- Xi'an Key Laboratory of Immune Related Diseases, Xi'an, Shannxi, 710061, China
| | - Xin Wang
- Department of Pathogenic Microbiology and Immunology, School of Basic Medical Sciences, Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, China
- Institute of Infection and Immunity, Translational Medicine Institute, Xi'an Jiaotong University Health Science Center, Xi'an, Shaanxi, 710061, China
- Key Laboratory of Environment and Genes Related to Diseases, Ministry of Education, Xi'an, Shaanxi, 710061, China
- Xi'an Key Laboratory of Immune Related Diseases, Xi'an, Shannxi, 710061, China
| | - Baojun Zhang
- Department of Pathogenic Microbiology and Immunology, School of Basic Medical Sciences, Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, China.
- Institute of Infection and Immunity, Translational Medicine Institute, Xi'an Jiaotong University Health Science Center, Xi'an, Shaanxi, 710061, China.
- Key Laboratory of Environment and Genes Related to Diseases, Ministry of Education, Xi'an, Shaanxi, 710061, China.
- Xi'an Key Laboratory of Immune Related Diseases, Xi'an, Shannxi, 710061, China.
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103
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Ng JWK, Tan KW, Guo DY, Lai JJH, Fan X, Poon Z, Lim TH, Lim AST, Lim TKH, Hwang WYK, Li S, Eaves CJ, Goh YT, Cheung AMS. Cord blood-derived V δ2 + and V δ2 - T cells acquire differential cell state compositions upon in vitro expansion. SCIENCE ADVANCES 2023; 9:eadf3120. [PMID: 37327346 PMCID: PMC10275585 DOI: 10.1126/sciadv.adf3120] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 05/10/2023] [Indexed: 06/18/2023]
Abstract
Human cord blood-derived γδ T cells (CBγδ) display a highly diverse TCRγδ repertoire and have a unique subtype composition different from fetal or adult peripheral blood counterparts. We expanded CBγδ in vitro using an irradiated Epstein-Barr virus-transformed feeder cell-based modified rapid expansion protocol (REP). Single-cell RNA sequencing tracked progressive differentiation of naïve CBγδ into cells expressing neoantigen-reactive tumor-infiltrating lymphocyte as well as tissue-resident memory precursor-like and antigen-presenting cell-like gene signatures. TCRγδ clonal tracing revealed a bias toward cytotoxic effector differentiation in a much larger proportion of Vδ2- clones compared to Vδ2+ clones, resulting in the former being more cytotoxic at the population level. These clonotype-specific differentiation dynamics were not restricted to REP and were recapitulated upon secondary nonviral antigen stimulations. Thus, our data showed intrinsic cellular differences between major subtypes of human γδ T cells already in operation at early postnatal stage and highlighted key areas of consideration in optimizing cell manufacturing processes.
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Affiliation(s)
- Jeremy Wee Kiat Ng
- Department of Molecular Pathology, Translational Pathology Centre, Singapore General Hospital, Singapore, Singapore
| | - Kar Wai Tan
- Department of Clinical Translational Research, Singapore General Hospital, Singapore, Singapore
- Tessa Therapeutics Ltd, Singapore, Singapore
| | - Dian Yan Guo
- Department of Haematology, Singapore General Hospital, Singapore, Singapore
| | - Joey Jia Hui Lai
- Department of Haematology, Singapore General Hospital, Singapore, Singapore
| | - Xiubo Fan
- Department of Clinical Translational Research, Singapore General Hospital, Singapore, Singapore
| | - Zhiyong Poon
- Department of Clinical Translational Research, Singapore General Hospital, Singapore, Singapore
- Critical Analytics for Manufacturing Personalized-Medicine, Singapore-MIT Alliance for Research and Technology, Singapore, Singapore
| | - Tse Hui Lim
- Department of Molecular Pathology, Cytogenetics Laboratory, Singapore General Hospital, Singapore, Singapore
| | - Alvin Soon Tiong Lim
- Department of Molecular Pathology, Cytogenetics Laboratory, Singapore General Hospital, Singapore, Singapore
| | - Tony Kiat Hon Lim
- Department of Molecular Pathology, Translational Pathology Centre, Singapore General Hospital, Singapore, Singapore
| | - William Ying Khee Hwang
- Department of Haematology, Singapore General Hospital, Singapore, Singapore
- National Cancer Centre Singapore, Singapore, Singapore
| | - Shang Li
- Cancer and Stem Cell Biology, Duke-NUS Medical School, Singapore, Singapore
| | | | - Yeow Tee Goh
- Department of Haematology, Singapore General Hospital, Singapore, Singapore
| | - Alice Man Sze Cheung
- Department of Haematology, Singapore General Hospital, Singapore, Singapore
- Cancer and Stem Cell Biology, Duke-NUS Medical School, Singapore, Singapore
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104
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Piper M, Kluger H, Ruppin E, Hu-Lieskovan S. Immune Resistance Mechanisms and the Road to Personalized Immunotherapy. Am Soc Clin Oncol Educ Book 2023; 43:e390290. [PMID: 37459578 DOI: 10.1200/edbk_390290] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/20/2023]
Abstract
What does the future of cancer immunotherapy look like and how do we get there? Find out where we've been and where we're headed in A Report on Resistance: The Road to personalized immunotherapy.
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Affiliation(s)
- Miles Piper
- School of Medicine, University of Utah, Salt Lake City, UT
| | | | - Eytan Ruppin
- Center for Cancer Research, National Cancer Institute, Bethesda, MD
| | - Siwen Hu-Lieskovan
- School of Medicine, University of Utah, Salt Lake City, UT
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT
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105
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Lybaert L, Thielemans K, Feldman SA, van der Burg SH, Bogaert C, Ott PA. Neoantigen-directed therapeutics in the clinic: where are we? Trends Cancer 2023; 9:503-519. [PMID: 37055237 PMCID: PMC10414146 DOI: 10.1016/j.trecan.2023.02.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 02/17/2023] [Accepted: 02/22/2023] [Indexed: 04/15/2023]
Abstract
In the past decade, immune checkpoint inhibitors (ICIs) and chimeric antigen receptor (CAR) T cell therapy have brought immunotherapy to the forefront of cancer treatment; however, only subsets of patients benefit from current approaches. Neoantigen-driven therapeutics specifically redirect the immune system of the patient to enable or reinduce its ability to recognize and eliminate cancer cells. The tumor specificity of this strategy spares healthy and normal cells from being attacked. Consistent with this concept, initial clinical trials have demonstrated the feasibility, safety, and immunogenicity of neoantigen-directed personalized vaccines. We review neoantigen-driven therapy strategies as well as their promise and clinical successes to date.
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Affiliation(s)
| | | | - Steven A Feldman
- Center for Cancer Cell Therapy, Stanford University School of Medicine, Stanford, CA, USA
| | - Sjoerd H van der Burg
- Medical Oncology, Oncode Institute, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Patrick A Ott
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
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106
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Wischnewski V, Maas RR, Aruffo PG, Soukup K, Galletti G, Kornete M, Galland S, Fournier N, Lilja J, Wirapati P, Lourenco J, Scarpa A, Daniel RT, Hottinger AF, Brouland JP, Losurdo A, Voulaz E, Alloisio M, Hegi ME, Lugli E, Joyce JA. Phenotypic diversity of T cells in human primary and metastatic brain tumors revealed by multiomic interrogation. NATURE CANCER 2023; 4:908-924. [PMID: 37217652 PMCID: PMC10293012 DOI: 10.1038/s43018-023-00566-3] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 04/19/2023] [Indexed: 05/24/2023]
Abstract
The immune-specialized environment of the healthy brain is tightly regulated to prevent excessive neuroinflammation. However, after cancer development, a tissue-specific conflict between brain-preserving immune suppression and tumor-directed immune activation may ensue. To interrogate potential roles of T cells in this process, we profiled these cells from individuals with primary or metastatic brain cancers via integrated analyses on the single-cell and bulk population levels. Our analysis revealed similarities and differences in T cell biology between individuals, with the most pronounced differences observed in a subgroup of individuals with brain metastasis, characterized by accumulation of CXCL13-expressing CD39+ potentially tumor-reactive T (pTRT) cells. In this subgroup, high pTRT cell abundance was comparable to that in primary lung cancer, whereas all other brain tumors had low levels, similar to primary breast cancer. These findings indicate that T cell-mediated tumor reactivity can occur in certain brain metastases and may inform stratification for treatment with immunotherapy.
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Grants
- Breast Cancer Research Foundation, Carigest Foundation, Fondation ISREC, Ludwig Institute for Cancer Research, and the University of Lausanne
- Erwin-Schrödinger Fellowship from the Austrian Science Fund (FWF, J4343-B28)
- Fondazione Italiana per la Ricerca sul Cancro-Associazione Italiana per la Ricerca sul Cancro (FIRC-AIRC)
- Fondation ISREC, CHUV Lausanne
- Swiss Institute of Bioinformatics, Ludwig Institute for Cancer Research, and the University of Lausanne
- Associazione Italiana per la Ricerca sul Cancro (AIRC IG 20676 and AIRC 5x1000 UniCanVax 22757)
- Humanitas Clinical and Research Center
- CRI Lloyd J. Old STAR (CRI Award 3914), Associazione Italiana per la Ricerca sul Cancro (AIRC IG 20676 and AIRC 5x1000 UniCanVax 22757), Italian Ministry of Health (Agreement 82/2015).
- CHUV Lausanne
- Ludwig Institute for Cancer Research, and the University of Lausanne
- Fondation ISREC
- Breast Cancer Research Foundation
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Affiliation(s)
- Vladimir Wischnewski
- Department of Oncology, University of Lausanne, Lausanne, Switzerland
- Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland
- Agora Cancer Research Centre Lausanne, Lausanne, Switzerland
- Lundin Family Brain Tumor Research Center, Departments of Oncology and Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
| | - Roeltje R Maas
- Department of Oncology, University of Lausanne, Lausanne, Switzerland
- Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland
- Agora Cancer Research Centre Lausanne, Lausanne, Switzerland
- Lundin Family Brain Tumor Research Center, Departments of Oncology and Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
- Neuroscience Research Center, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
- Department of Neurosurgery, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
| | - Paola Guerrero Aruffo
- Department of Oncology, University of Lausanne, Lausanne, Switzerland
- Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland
- Agora Cancer Research Centre Lausanne, Lausanne, Switzerland
- Lundin Family Brain Tumor Research Center, Departments of Oncology and Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
| | - Klara Soukup
- Department of Oncology, University of Lausanne, Lausanne, Switzerland
- Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland
- Agora Cancer Research Centre Lausanne, Lausanne, Switzerland
| | - Giovanni Galletti
- Laboratory of Translational Immunology, IRCCS Humanitas Research Hospital, Milan, Italy
| | - Mara Kornete
- Department of Oncology, University of Lausanne, Lausanne, Switzerland
- Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland
| | - Sabine Galland
- Department of Oncology, University of Lausanne, Lausanne, Switzerland
- Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland
- Agora Cancer Research Centre Lausanne, Lausanne, Switzerland
- Lundin Family Brain Tumor Research Center, Departments of Oncology and Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
- Department of Oncology, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
| | - Nadine Fournier
- Agora Cancer Research Centre Lausanne, Lausanne, Switzerland
- Translational Data Science, Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Johanna Lilja
- Department of Oncology, University of Lausanne, Lausanne, Switzerland
- Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland
- Agora Cancer Research Centre Lausanne, Lausanne, Switzerland
| | - Pratyaksha Wirapati
- Agora Cancer Research Centre Lausanne, Lausanne, Switzerland
- Translational Data Science, Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Joao Lourenco
- Translational Data Science, Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Alice Scarpa
- Laboratory of Translational Immunology, IRCCS Humanitas Research Hospital, Milan, Italy
| | - Roy T Daniel
- Lundin Family Brain Tumor Research Center, Departments of Oncology and Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
- Department of Neurosurgery, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
| | - Andreas F Hottinger
- Lundin Family Brain Tumor Research Center, Departments of Oncology and Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
- Department of Oncology, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
| | - Jean-Philippe Brouland
- Department of Pathology, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
| | - Agnese Losurdo
- Oncology Department, IRCCS Humanitas Research Hospital, Milan, Italy
| | - Emanuele Voulaz
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
- Division of Thoracic Surgery, IRCCS Humanitas Research Hospital, Milan, Italy
| | - Marco Alloisio
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
- Division of Thoracic Surgery, IRCCS Humanitas Research Hospital, Milan, Italy
| | - Monika E Hegi
- Lundin Family Brain Tumor Research Center, Departments of Oncology and Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
- Neuroscience Research Center, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
- Department of Neurosurgery, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
| | - Enrico Lugli
- Laboratory of Translational Immunology, IRCCS Humanitas Research Hospital, Milan, Italy
| | - Johanna A Joyce
- Department of Oncology, University of Lausanne, Lausanne, Switzerland.
- Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland.
- Agora Cancer Research Centre Lausanne, Lausanne, Switzerland.
- Lundin Family Brain Tumor Research Center, Departments of Oncology and Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland.
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107
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Liu S, Bradley P, Sun W. Neural Network Models for Sequence-Based TCR and HLA Association Prediction. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.25.542327. [PMID: 37293077 PMCID: PMC10245990 DOI: 10.1101/2023.05.25.542327] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
T cells rely on their T cell receptors (TCRs) to recognize foreign antigens presented by human leukocyte antigen (HLA) proteins. TCRs contain a record of an individual's past immune activities, and some TCRs are observed only in individuals with certain HLA alleles. As a result, characterising TCRs requires a thorough understanding of TCR-HLA associations. To this end, we propose a neural network method named Deep learning Prediction of TCR-HLA association (DePTH) to predict TCR-HLA associations based on their amino acid sequences. We show that the DePTH can be used to quantify the functional similarities of HLA alleles, and that these HLA similarities are associated with the survival outcomes of cancer patients who received immune checkpoint blockade treatment.
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Affiliation(s)
- Si Liu
- Public Health Science Division, Fred Hutchinson Cancer Center, Seattle, USA
| | - Philip Bradley
- Public Health Science Division, Fred Hutchinson Cancer Center, Seattle, USA
- Herbold Computational Biology Program, Fred Hutchinson Cancer Center, Seattle, USA
- Basic Sciences Division, Fred Hutchinson Cancer Center, Seattle, USA
| | - Wei Sun
- Public Health Science Division, Fred Hutchinson Cancer Center, Seattle, USA
- Basic Sciences Division, Fred Hutchinson Cancer Center, Seattle, USA
- Department of Biostatistics, University of Washington, Seattle, USA
- Department of Biostatistics, University of North Carolina, Chapel Hill, USA
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108
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Bawden E, Gebhardt T. The multifaceted roles of CD4 + T cells and MHC class II in cancer surveillance. Curr Opin Immunol 2023; 83:102345. [PMID: 37245413 DOI: 10.1016/j.coi.2023.102345] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 03/29/2023] [Accepted: 05/01/2023] [Indexed: 05/30/2023]
Abstract
CD4+ T cells exhibit diverse functions in cancer surveillance. Concordantly, single-cell transcriptional analyses have revealed several distinct CD4+ T-cell differentiation states in tumours, including cytotoxic and regulatory subsets associated with favourable or unfavourable outcomes, respectively. These transcriptional states are determined and further shaped by dynamic interactions of CD4+ T cells with different types of immune cells, stromal cells and cancer cells. Therefore, we discuss the cellular networks in the tumour microenvironment (TME) that either promote or impede CD4+ T-cell cancer surveillance. We consider antigen/Major histocompatibility complexclass-II (MHC-II)-dependent interactions of CD4+ T cells with both professional antigen-presenting cells and cancer cells, the latter of which can directly express MHC-II, at least in some tumours. Additionally, we examine recent single-cell RNA sequencing studies that have shed light on the phenotype and functions of cancer-specific CD4+ T cells in human tumours.
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Affiliation(s)
- Emma Bawden
- Department of Microbiology and Immunology at the Peter Doherty Institute for Infection and Immunity, The University of Melbourne, Melbourne, Victoria, Australia.
| | - Thomas Gebhardt
- Department of Microbiology and Immunology at the Peter Doherty Institute for Infection and Immunity, The University of Melbourne, Melbourne, Victoria, Australia.
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109
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Jani S, Church CD, Nghiem P. Insights into anti-tumor immunity via the polyomavirus shared across human Merkel cell carcinomas. Front Immunol 2023; 14:1172913. [PMID: 37287968 PMCID: PMC10242112 DOI: 10.3389/fimmu.2023.1172913] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Accepted: 04/27/2023] [Indexed: 06/09/2023] Open
Abstract
Understanding and augmenting cancer-specific immunity is impeded by the fact that most tumors are driven by patient-specific mutations that encode unique antigenic epitopes. The shared antigens in virus-driven tumors can help overcome this limitation. Merkel cell carcinoma (MCC) is a particularly interesting tumor immunity model because (1) 80% of cases are driven by Merkel cell polyomavirus (MCPyV) oncoproteins that must be continually expressed for tumor survival; (2) MCPyV oncoproteins are only ~400 amino acids in length and are essentially invariant between tumors; (3) MCPyV-specific T cell responses are robust and strongly linked to patient outcomes; (4) anti-MCPyV antibodies reliably increase with MCC recurrence, forming the basis of a standard clinical surveillance test; and (5) MCC has one of the highest response rates to PD-1 pathway blockade among all solid cancers. Leveraging these well-defined viral oncoproteins, a set of tools that includes over 20 peptide-MHC class I tetramers has been developed to facilitate the study of anti-tumor immunity across MCC patients. Additionally, the highly immunogenic nature of MCPyV oncoproteins forces MCC tumors to develop robust immune evasion mechanisms to survive. Indeed, several immune evasion mechanisms are active in MCC, including transcriptional downregulation of MHC expression by tumor cells and upregulation of inhibitory molecules including PD-L1 and immunosuppressive cytokines. About half of patients with advanced MCC do not persistently benefit from PD-1 pathway blockade. Herein, we (1) summarize the lessons learned from studying the anti-tumor T cell response to virus-positive MCC; (2) review immune evasion mechanisms in MCC; (3) review mechanisms of resistance to immune-based therapies in MCC and other cancers; and (4) discuss how recently developed tools can be used to address open questions in cancer immunotherapy. We believe detailed investigation of this model cancer will provide insight into tumor immunity that will likely also be applicable to more common cancers without shared tumor antigens.
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Affiliation(s)
- Saumya Jani
- Department of Medicine, University of Washington, Seattle, WA, United States
| | - Candice D. Church
- Department of Medicine, University of Washington, Seattle, WA, United States
| | - Paul Nghiem
- Department of Medicine, University of Washington, Seattle, WA, United States
- Fred Hutchinson Cancer Center, Seattle, WA, United States
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110
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Ai Q, Li F, Zou S, Zhang Z, Jin Y, Jiang L, Chen H, Deng X, Peng C, Mou N, Wen C, Shen B, Zhan Q. Targeting KRAS G12V mutations with HLA class II-restricted TCR for the immunotherapy in solid tumors. Front Immunol 2023; 14:1161538. [PMID: 37287989 PMCID: PMC10243368 DOI: 10.3389/fimmu.2023.1161538] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Accepted: 05/08/2023] [Indexed: 06/09/2023] Open
Abstract
KRAS mutation is a significant driving factor of tumor, and KRASG12V mutation has the highest incidence in solid tumors such as pancreatic cancer and colorectal cancer. Thus, KRASG12V neoantigen-specific TCR-engineered T cells could be a promising cancer treatment approach for pancreatic cancer. Previous studies had reported that KRASG12V-reactive TCRs originated from patients' TILs could recognized KRASG12V neoantigen presented by specific HLA subtypes and remove tumor persistently in vitro and in vivo. However, TCR drugs are different from antibody drugs in that they are HLA-restricted. The different ethnic distribution of HLA greatly limits the applicability of TCR drugs in Chinese population. In this study, we have identified a KRASG12V-specific TCR which recognized classII MHC from a colorectal cancer patient. Interestingly, we observed that KRASG12V-specific TCR-engineered CD4+ T cells, not CD8+ T cells, demonstrated significant efficacy in vitro and in xenograft mouse model, exhibiting stable expression and targeting specificity of TCR when co-cultured with APCs presenting KRASG12V peptides. TCR-engineered CD4+ T cells were co-cultured with APCs loaded with neoantigen, and then HLA subtypes were identified by the secretion of IFN-γ. Collectively, our data suggest that TCR-engineered CD4+ T cells can be used to target KRASG12V mutation presented by HLA-DPB1*03:01 and DPB1*14:01, which provide a high population coverage and are more suitable for the clinical transformation for Chinese, and mediate tumor killing effect like CD8+ T cells. This TCR hold promise for precision therapy in immunotherapy of solid tumors as an attractive candidate.
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Affiliation(s)
- Qi Ai
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Fanlu Li
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Siyi Zou
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Zehui Zhang
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yangbing Jin
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Lingxi Jiang
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Hao Chen
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Xiaxing Deng
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Chenghong Peng
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Nan Mou
- Department of Cell Therapy, Shanghai Genbase Biotechnology Co., Ltd, Shanghai, China
| | - Chenlei Wen
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Baiyong Shen
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Qian Zhan
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
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111
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Lechner MG, Zhou Z, Hoang AT, Huang N, Ortega J, Scott LN, Chen HC, Patel AY, Yakhshi-Tafti R, Kim K, Hugo W, Famini P, Drakaki A, Ribas A, Angell TE, Su MA. Clonally expanded, thyrotoxic effector CD8 + T cells driven by IL-21 contribute to checkpoint inhibitor thyroiditis. Sci Transl Med 2023; 15:eadg0675. [PMID: 37196065 PMCID: PMC10227862 DOI: 10.1126/scitranslmed.adg0675] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 04/19/2023] [Indexed: 05/19/2023]
Abstract
Autoimmune toxicity occurs in up to 60% of patients treated with immune checkpoint inhibitor (ICI) therapy for cancer and represents an increasing clinical challenge for expanding the use of these treatments. To date, human immunopathogenic studies of immune-related adverse events (IRAEs) have relied on sampling of circulating peripheral blood cells rather than affected tissues. Here, we directly obtained thyroid specimens from individuals with ICI-thyroiditis, one of the most common IRAEs, and compared immune infiltrates with those from individuals with spontaneous autoimmune Hashimoto's thyroiditis (HT) or no thyroid disease. Single-cell RNA sequencing revealed a dominant, clonally expanded population of thyroid-infiltrating cytotoxic CXCR6+ CD8+ T cells (effector CD8+ T cells) present in ICI-thyroiditis but not HT or healthy controls. Furthermore, we identified a crucial role for interleukin-21 (IL-21), a cytokine secreted by intrathyroidal T follicular (TFH) and T peripheral helper (TPH) cells, as a driver of these thyrotoxic effector CD8+ T cells. In the presence of IL-21, human CD8+ T cells acquired the activated effector phenotype with up-regulation of the cytotoxic molecules interferon-γ (IFN-γ) and granzyme B, increased expression of the chemokine receptor CXCR6, and thyrotoxic capacity. We validated these findings in vivo using a mouse model of IRAEs and further demonstrated that genetic deletion of IL-21 signaling protected ICI-treated mice from thyroid immune infiltration. Together, these studies reveal mechanisms and candidate therapeutic targets for individuals who develop IRAEs.
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Affiliation(s)
- Melissa G. Lechner
- Division of Endocrinology, Diabetes, and Metabolism, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Zikang Zhou
- Department of Microbiology, Immunology, and Molecular Genetics, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Aline T. Hoang
- Department of Microbiology, Immunology, and Molecular Genetics, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
- Drexel Medical School; Philadelphia, PA 19129
| | - Nicole Huang
- Department of Microbiology, Immunology, and Molecular Genetics, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Jessica Ortega
- Department of Microbiology, Immunology, and Molecular Genetics, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Lauren N. Scott
- Department of Microbiology, Immunology, and Molecular Genetics, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Ho-Chung Chen
- Department of Microbiology, Immunology, and Molecular Genetics, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Anushi Y. Patel
- Department of Microbiology, Immunology, and Molecular Genetics, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Rana Yakhshi-Tafti
- Department of Microbiology, Immunology, and Molecular Genetics, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
- Rosalind Franklin Medical School; Chicago, IL 60064
| | - Kristy Kim
- UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Willy Hugo
- Division of Dermatology, Department of Medicine, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Pouyan Famini
- Division of Endocrinology, Diabetes, and Metabolism, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Alexandra Drakaki
- Division of Hematology and Oncology, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Antoni Ribas
- Division of Hematology and Oncology, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
| | - Trevor E. Angell
- Division of Endocrinology and Diabetes, USC Keck School of Medicine; Los Angeles, CA 90033
| | - Maureen A. Su
- Department of Microbiology, Immunology, and Molecular Genetics, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
- Division of Pediatric Endocrinology, UCLA David Geffen School of Medicine; Los Angeles, CA 90095
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112
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Sievers C, Craveiro M, Friedman J, Robbins Y, Yang X, Bai K, Nguyen A, Redman JM, Chari R, Soon-Shiong P, Schlom J, Gulley J, Allen CT. Phenotypic plasticity and reduced tissue retention of exhausted tumor-infiltrating T cells following neoadjuvant immunotherapy in head and neck cancer. Cancer Cell 2023; 41:887-902.e5. [PMID: 37059104 PMCID: PMC10175181 DOI: 10.1016/j.ccell.2023.03.014] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 01/24/2023] [Accepted: 03/21/2023] [Indexed: 04/16/2023]
Abstract
Neoadjuvant immunotherapies (NITs) have led to clinical benefits in several cancers. Characterization of the molecular mechanisms underlying responses to NIT may lead to improved treatment strategies. Here we show that exhausted, tumor-infiltrating CD8+ T (Tex) cells display local and systemic responses to concurrent neoadjuvant TGF-β and PD-L1 blockade. NIT induces a significant and selective increase in circulating Tex cells associated with reduced intratumoral expression of the tissue-retention marker CD103. TGF-β-driven CD103 expression on CD8+ T cells is reversed following TGF-β neutralization in vitro, implicating TGF-β in T cell tissue retention and impaired systemic immunity. Transcriptional changes implicate T cell receptor signaling and glutamine metabolism as important determinants of enhanced or reduced Tex treatment response, respectively. Our analysis illustrates physiological and metabolic changes underlying T cell responses to NIT, highlighting the interplay between immunosuppression, tissue retention, and systemic anti-tumor immunity and suggest antagonism of T cell tissue retention as a promising neoadjuvant treatment strategy.
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Affiliation(s)
- Cem Sievers
- Head and Neck Section, Surgical Oncology Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
| | - Marco Craveiro
- Head and Neck Section, Surgical Oncology Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Jay Friedman
- Head and Neck Section, Surgical Oncology Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Yvette Robbins
- Head and Neck Section, Surgical Oncology Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Xinping Yang
- Head and Neck Section, Surgical Oncology Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Ke Bai
- Head and Neck Section, Surgical Oncology Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | | | - Jason M Redman
- Center for Immuno-Oncology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Raj Chari
- Genome Modification Core, Laboratory Animal Sciences Program, Frederick National Lab for Cancer Research, Frederick, MD, USA
| | | | - Jeffrey Schlom
- Center for Immuno-Oncology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - James Gulley
- Center for Immuno-Oncology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Clint T Allen
- Head and Neck Section, Surgical Oncology Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA; Center for Immuno-Oncology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
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113
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Vensko SP, Olsen K, Bortone D, Smith CC, Chai S, Beckabir W, Fini M, Jadi O, Rubinsteyn A, Vincent BG. LENS: Landscape of Effective Neoantigens Software. Bioinformatics 2023; 39:btad322. [PMID: 37184881 PMCID: PMC10246587 DOI: 10.1093/bioinformatics/btad322] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 04/04/2023] [Accepted: 05/12/2023] [Indexed: 05/16/2023] Open
Abstract
MOTIVATION Elimination of cancer cells by T cells is a critical mechanism of anti-tumor immunity and cancer immunotherapy response. T cells recognize cancer cells by engagement of T cell receptors with peptide epitopes presented by major histocompatibility complex molecules on the cancer cell surface. Peptide epitopes can be derived from antigen proteins coded for by multiple genomic sources. Bioinformatics tools used to identify tumor-specific epitopes via analysis of DNA and RNA-sequencing data have largely focused on epitopes derived from somatic variants, though a smaller number have evaluated potential antigens from other genomic sources. RESULTS We report here an open-source workflow utilizing the Nextflow DSL2 workflow manager, Landscape of Effective Neoantigens Software (LENS), which predicts tumor-specific and tumor-associated antigens from single nucleotide variants, insertions and deletions, fusion events, splice variants, cancer-testis antigens, overexpressed self-antigens, viruses, and endogenous retroviruses. The primary advantage of LENS is that it expands the breadth of genomic sources of discoverable tumor antigens using genomics data. Other advantages include modularity, extensibility, ease of use, and harmonization of relative expression level and immunogenicity prediction across multiple genomic sources. We present an analysis of 115 acute myeloid leukemia samples to demonstrate the utility of LENS. We expect LENS will be a valuable platform and resource for T cell epitope discovery bioinformatics, especially in cancers with few somatic variants where tumor-specific epitopes from alternative genomic sources are an elevated priority. AVAILABILITY AND IMPLEMENTATION More information about LENS, including code, workflow documentation, and instructions, can be found at (https://gitlab.com/landscape-of-effective-neoantigens-software).
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Affiliation(s)
- Steven P Vensko
- Lineberger Comprehensive Cancer Center, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
| | - Kelly Olsen
- Department of Microbiology and Immunology, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
| | - Dante Bortone
- Lineberger Comprehensive Cancer Center, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
| | - Christof C Smith
- Department of Medicine, Brigham and Women’s Hospital, Boston, MA, United States
| | - Shengjie Chai
- Uber Technologies, Inc., San Francisco, CA, United States
| | - Wolfgang Beckabir
- Department of Microbiology and Immunology, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
| | - Misha Fini
- Department of Microbiology and Immunology, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
| | - Othmane Jadi
- Lineberger Comprehensive Cancer Center, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
| | - Alex Rubinsteyn
- Department of Genetics, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
- Curriculum in Bioinformatics and Computational Biology, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
- Computational Medicine Program, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
| | - Benjamin G Vincent
- Lineberger Comprehensive Cancer Center, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
- Department of Microbiology and Immunology, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
- Curriculum in Bioinformatics and Computational Biology, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
- Computational Medicine Program, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
- Division of Hematology, Department of Medicine, University of North Carolina—Chapel Hill, Chapel Hill, NC, United States
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114
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Chatani PD, Lowery FJ, Parikh NB, Hitscherich KJ, Yossef R, Hill V, Gartner JJ, Paria B, Florentin M, Ray S, Bera A, Parkhust M, Robbins P, Krishna S, Rosenberg SA. Cell surface marker-based capture of neoantigen-reactive CD8 + T-cell receptors from metastatic tumor digests. J Immunother Cancer 2023; 11:jitc-2022-006264. [PMID: 37258038 DOI: 10.1136/jitc-2022-006264] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/23/2023] [Indexed: 06/02/2023] Open
Abstract
BACKGROUND Cellular immunotherapies using autologous tumor-infiltrating lymphocytes (TIL) can induce durable regression of epithelial cancers in selected patients with treatment-refractory metastatic disease. As the genetic engineering of T cells with tumor-reactive T-cell receptors (TCRs) comes to the forefront of clinical investigation, the rapid, scalable, and cost-effective detection of patient-specific neoantigen-reactive TIL remains a top priority. METHODS We analyzed the single-cell transcriptomic states of 31 neoantigen-specific T-cell clonotypes to identify cell surface dysfunction markers that best identified the metastatic transcriptional states enriched with antitumor TIL. We developed an efficient method to capture neoantigen-reactive TCRs directly from resected human tumors based on cell surface co-expression of CD39, programmed cell death protein-1, and TIGIT dysfunction markers (CD8+ TILTP). RESULTS TILTP TCR isolation achieved a high degree of correlation with single-cell transcriptomic signatures that identify neoantigen-reactive TCRs, making it a cost-effective strategy using widely available resources. Reconstruction of additional TILTP TCRs from tumors identified known and novel antitumor TCRs, showing that at least 39.5% of TILTP TCRs are neoantigen-reactive or tumor-reactive. Despite their substantial enrichment for neoantigen-reactive TCR clonotypes, clonal dynamics of 24 unique antitumor TILTP clonotypes from four patients indicated that most in vitro expanded TILTP populations failed to demonstrate neoantigen reactivity, either by loss of neoantigen-reactive clones during TIL expansion, or through functional impairment during cognate neoantigen recognition. CONCLUSIONS While direct usage of in vitro-expanded CD8+ TILTP as a source for cellular therapy might be precluded by profound TIL dysfunction, isolating TILTP represents a streamlined effective approach to rapidly identify neoantigen-reactive TCRs to design engineered cellular immunotherapies against cancer.
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Affiliation(s)
- Praveen D Chatani
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Frank J Lowery
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Neilesh B Parikh
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Kyle J Hitscherich
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Rami Yossef
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Victoria Hill
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Jared J Gartner
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Biman Paria
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Maria Florentin
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Satyajit Ray
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Alakesh Bera
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Maria Parkhust
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Paul Robbins
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Sri Krishna
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Steven A Rosenberg
- Surgery Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
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115
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Abstract
Recent advances in cancer immunotherapy - ranging from immune-checkpoint blockade therapy to adoptive cellular therapy and vaccines - have revolutionized cancer treatment paradigms, yet the variability in clinical responses to these agents has motivated intense interest in understanding how the T cell landscape evolves with respect to response to immune intervention. Over the past decade, the advent of multidimensional single-cell technologies has provided the unprecedented ability to dissect the constellation of cell states of lymphocytes within a tumour microenvironment. In particular, the rapidly expanding capacity to definitively link intratumoural phenotypes with the antigen specificity of T cells provided by T cell receptors (TCRs) has now made it possible to focus on investigating the properties of T cells with tumour-specific reactivity. Moreover, the assessment of TCR clonality has enabled a molecular approach to track the trajectories, clonal dynamics and phenotypic changes of antitumour T cells over the course of immunotherapeutic intervention. Here, we review the current knowledge on the cellular states and antigen specificities of antitumour T cells and examine how fine characterization of T cell dynamics in patients has provided meaningful insights into the mechanisms underlying effective cancer immunotherapy. We highlight those T cell subsets associated with productive T cell responses and discuss how diverse immunotherapies might leverage the pre-existing tumour-reactive T cell pool or instruct de novo generation of antitumour specificities. Future studies aimed at elucidating the factors associated with the elicitation of productive antitumour T cell immunity are anticipated to instruct the design of more efficacious treatment strategies.
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Affiliation(s)
- Giacomo Oliveira
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Harvard Medical School, Boston, MA, USA.
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
| | - Catherine J Wu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Harvard Medical School, Boston, MA, USA.
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA.
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116
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Huang R, Zhao B, Hu S, Zhang Q, Su X, Zhang W. Adoptive neoantigen-reactive T cell therapy: improvement strategies and current clinical researches. Biomark Res 2023; 11:41. [PMID: 37062844 PMCID: PMC10108522 DOI: 10.1186/s40364-023-00478-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 03/21/2023] [Indexed: 04/18/2023] Open
Abstract
Neoantigens generated by non-synonymous mutations of tumor genes can induce activation of neoantigen-reactive T (NRT) cells which have the ability to resist the growth of tumors expressing specific neoantigens. Immunotherapy based on NRT cells has made preeminent achievements in melanoma and other solid tumors. The process of manufacturing NRT cells includes identification of neoantigens, preparation of neoantigen expression vectors or peptides, induction and activation of NRT cells, and analysis of functions and phenotypes. Numerous improvement strategies have been proposed to enhance the potency of NRT cells by engineering TCR, promoting infiltration of T cells and overcoming immunosuppressive factors in the tumor microenvironment. In this review, we outline the improvement of the preparation and the function assessment of NRT cells, and discuss the current status of clinical trials related to NRT cell immunotherapy.
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Affiliation(s)
- Ruichen Huang
- Department of Respiratory and Critical Care Medicine, the First Affiliated Hospital of Second Military Medical University, Shanghai, 200433, People's Republic of China
| | - Bi Zhao
- Department of Respiratory and Critical Care Medicine, the First Affiliated Hospital of Second Military Medical University, Shanghai, 200433, People's Republic of China
| | - Shi Hu
- Department of Biophysics, College of Basic Medical Sciences, Second Military Medical University, 800 Xiangyin Road, Shanghai, 200433, People's Republic of China
| | - Qian Zhang
- National Key Laboratory of Medical Immunology, Institute of Immunology, Second Military Medical University, 800 Xiangyin Road, Shanghai, 200433, People's Republic of China
| | - Xiaoping Su
- School of Basic Medicine, Wenzhou Medical University, Wenzhou, 325000, People's Republic of China.
| | - Wei Zhang
- Department of Respiratory and Critical Care Medicine, the First Affiliated Hospital of Second Military Medical University, Shanghai, 200433, People's Republic of China.
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117
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Zhao J, Fong A, Seow SV, Toh HC. Organoids as an Enabler of Precision Immuno-Oncology. Cells 2023; 12:cells12081165. [PMID: 37190074 DOI: 10.3390/cells12081165] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 03/27/2023] [Accepted: 04/13/2023] [Indexed: 05/17/2023] Open
Abstract
Since the dawn of the past century, landmark discoveries in cell-mediated immunity have led to a greater understanding of the innate and adaptive immune systems and revolutionised the treatment of countless diseases, including cancer. Today, precision immuno-oncology (I/O) involves not only targeting immune checkpoints that inhibit T-cell immunity but also harnessing immune cell therapies. The limited efficacy in some cancers results mainly from a complex tumour microenvironment (TME) that, in addition to adaptive immune cells, comprises innate myeloid and lymphoid cells, cancer-associated fibroblasts, and the tumour vasculature that contribute towards immune evasion. As the complexity of TME has called for more sophisticated human-based tumour models, organoids have allowed the dynamic study of spatiotemporal interactions between tumour cells and individual TME cell types. Here, we discuss how organoids can study the TME across cancers and how these features may improve precision I/O. We outline the approaches to preserve or recapitulate the TME in tumour organoids and discuss their potential, advantages, and limitations. We will discuss future directions of organoid research in understanding cancer immunology in-depth and identifying novel I/O targets and treatment strategies.
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Affiliation(s)
- Junzhe Zhao
- Cancer and Stem Cell Biology Programme, Duke-NUS Medical School, Singapore 169857, Singapore
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 168583, Singapore
- Doctor of Medicine Programme, Duke-NUS Medical School, Singapore 169857, Singapore
| | - Antoinette Fong
- Doctor of Medicine Programme, Duke-NUS Medical School, Singapore 169857, Singapore
| | - See Voon Seow
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 168583, Singapore
| | - Han Chong Toh
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 168583, Singapore
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118
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Tippalagama R, Chihab LY, Kearns K, Lewis S, Panda S, Willemsen L, Burel JG, Lindestam Arlehamn CS. Antigen-specificity measurements are the key to understanding T cell responses. Front Immunol 2023; 14:1127470. [PMID: 37122719 PMCID: PMC10140422 DOI: 10.3389/fimmu.2023.1127470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 03/30/2023] [Indexed: 05/02/2023] Open
Abstract
Antigen-specific T cells play a central role in the adaptive immune response and come in a wide range of phenotypes. T cell receptors (TCRs) mediate the antigen-specificities found in T cells. Importantly, high-throughput TCR sequencing provides a fingerprint which allows tracking of specific T cells and their clonal expansion in response to particular antigens. As a result, many studies have leveraged TCR sequencing in an attempt to elucidate the role of antigen-specific T cells in various contexts. Here, we discuss the published approaches to studying antigen-specific T cells and their specific TCR repertoire. Further, we discuss how these methods have been applied to study the TCR repertoire in various diseases in order to characterize the antigen-specific T cells involved in the immune control of disease.
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Naulaerts S, Datsi A, Borras DM, Antoranz Martinez A, Messiaen J, Vanmeerbeek I, Sprooten J, Laureano RS, Govaerts J, Panovska D, Derweduwe M, Sabel MC, Rapp M, Ni W, Mackay S, Van Herck Y, Gelens L, Venken T, More S, Bechter O, Bergers G, Liston A, De Vleeschouwer S, Van Den Eynde BJ, Lambrechts D, Verfaillie M, Bosisio F, Tejpar S, Borst J, Sorg RV, De Smet F, Garg AD. Multiomics and spatial mapping characterizes human CD8 + T cell states in cancer. Sci Transl Med 2023; 15:eadd1016. [PMID: 37043555 DOI: 10.1126/scitranslmed.add1016] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/14/2023]
Abstract
Clinically relevant immunological biomarkers that discriminate between diverse hypofunctional states of tumor-associated CD8+ T cells remain disputed. Using multiomics analysis of CD8+ T cell features across multiple patient cohorts and tumor types, we identified tumor niche-dependent exhausted and other types of hypofunctional CD8+ T cell states. CD8+ T cells in "supportive" niches, like melanoma or lung cancer, exhibited features of tumor reactivity-driven exhaustion (CD8+ TEX). These included a proficient effector memory phenotype, an expanded T cell receptor (TCR) repertoire linked to effector exhaustion signaling, and a cancer-relevant T cell-activating immunopeptidome composed of largely shared cancer antigens or neoantigens. In contrast, "nonsupportive" niches, like glioblastoma, were enriched for features of hypofunctionality distinct from canonical exhaustion. This included immature or insufficiently activated T cell states, high wound healing signatures, nonexpanded TCR repertoires linked to anti-inflammatory signaling, high T cell-recognizable self-epitopes, and an antiproliferative state linked to stress or prodeath responses. In situ spatial mapping of glioblastoma highlighted the prevalence of dysfunctional CD4+:CD8+ T cell interactions, whereas ex vivo single-cell secretome mapping of glioblastoma CD8+ T cells confirmed negligible effector functionality and a promyeloid, wound healing-like chemokine profile. Within immuno-oncology clinical trials, anti-programmed cell death protein 1 (PD-1) immunotherapy facilitated glioblastoma's tolerogenic disparities, whereas dendritic cell (DC) vaccines partly corrected them. Accordingly, recipients of a DC vaccine for glioblastoma had high effector memory CD8+ T cells and evidence of antigen-specific immunity. Collectively, we provide an atlas for assessing different CD8+ T cell hypofunctional states in immunogenic versus nonimmunogenic cancers.
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Affiliation(s)
- Stefan Naulaerts
- Laboratory of Cell Stress & Immunity, Department of Cellular and Molecular Medicine, KU Leuven, Leuven 3000, Belgium
- Ludwig Institute for Cancer Research, Brussels 1200, Belgium
- Nuffield Department of Clinical Medicine, University of Oxford, Oxford OX1 4BH, UK
- De Duve Institute, UCLouvain, Brussels 1200, Belgium
| | - Angeliki Datsi
- Institute for Transplantation Diagnostics and Cell Therapeutics, Medical Faculty, Heinrich Heine University Hospital, Düsseldorf 40225, Germany
| | - Daniel M Borras
- Laboratory of Cell Stress & Immunity, Department of Cellular and Molecular Medicine, KU Leuven, Leuven 3000, Belgium
| | - Asier Antoranz Martinez
- Laboratory for Precision Cancer Medicine, Translational Cell and Tissue Research, Department of Imaging and Pathology, KU Leuven, Leuven 3000, Belgium
| | - Julie Messiaen
- Laboratory for Precision Cancer Medicine, Translational Cell and Tissue Research, Department of Imaging and Pathology, KU Leuven, Leuven 3000, Belgium
| | - Isaure Vanmeerbeek
- Laboratory of Cell Stress & Immunity, Department of Cellular and Molecular Medicine, KU Leuven, Leuven 3000, Belgium
| | - Jenny Sprooten
- Laboratory of Cell Stress & Immunity, Department of Cellular and Molecular Medicine, KU Leuven, Leuven 3000, Belgium
| | - Raquel S Laureano
- Laboratory of Cell Stress & Immunity, Department of Cellular and Molecular Medicine, KU Leuven, Leuven 3000, Belgium
| | - Jannes Govaerts
- Laboratory of Cell Stress & Immunity, Department of Cellular and Molecular Medicine, KU Leuven, Leuven 3000, Belgium
| | - Dena Panovska
- Laboratory for Precision Cancer Medicine, Translational Cell and Tissue Research, Department of Imaging and Pathology, KU Leuven, Leuven 3000, Belgium
| | - Marleen Derweduwe
- Laboratory for Precision Cancer Medicine, Translational Cell and Tissue Research, Department of Imaging and Pathology, KU Leuven, Leuven 3000, Belgium
| | - Michael C Sabel
- Department of Neurosurgery, Medical Faculty, Heinrich Heine University Hospital, Düsseldorf 40225, Germany
| | - Marion Rapp
- Department of Neurosurgery, Medical Faculty, Heinrich Heine University Hospital, Düsseldorf 40225, Germany
| | - Weiming Ni
- IsoPlexis Corporation, Branford, CT 06405-2801, USA
| | - Sean Mackay
- IsoPlexis Corporation, Branford, CT 06405-2801, USA
| | - Yannick Van Herck
- Laboratory of Experimental Oncology, Department of Oncology, KU Leuven and Department of General Medical Oncology, UZ Leuven, Leuven 3000, Belgium
| | - Lendert Gelens
- Laboratory of Dynamics in Biological Systems, Department of Cellular and Molecular Medicine, KU Leuven, Leuven 3000, Belgium
| | - Tom Venken
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, Leuven 3000, Belgium
- VIB Center for Cancer Biology, VIB, Leuven 3000, Belgium
| | - Sanket More
- Department of Cellular and Molecular Medicine, KU Leuven, Leuven 3000, Belgium
| | - Oliver Bechter
- Laboratory of Experimental Oncology, Department of Oncology, KU Leuven and Department of General Medical Oncology, UZ Leuven, Leuven 3000, Belgium
| | - Gabriele Bergers
- Laboratory of Tumor Microenvironment and Therapeutic Resistance, Department of Oncology, VIB Center for Cancer Biology, KU Leuven, Leuven 3000, Belgium
- Department of Neurological Surgery, UCSF Comprehensive Cancer Center, UCSF, San Francisco, CA 94143-0350, USA
| | - Adrian Liston
- VIB Center for Brain and Disease Research, Leuven 3000, Belgium
- Department of Microbiology, Immunology, and Transplantation, KU Leuven, Leuven 3000, Belgium
- Laboratory of Lymphocyte Signalling and Development, The Babraham Institute, Cambridge CB22 3AT, UK
| | - Steven De Vleeschouwer
- Department of Neurosurgery, University Hospitals Leuven, Leuven 3000, Belgium
- Laboratory of Experimental Neurosurgery and Neuroanatomy, Department of Neurosciences, KU Leuven, Leuven 3000, Belgium
- Leuven Brain Institute (LBI), Leuven 3000, Belgium
| | - Benoit J Van Den Eynde
- Ludwig Institute for Cancer Research, Brussels 1200, Belgium
- Nuffield Department of Clinical Medicine, University of Oxford, Oxford OX1 4BH, UK
- De Duve Institute, UCLouvain, Brussels 1200, Belgium
| | - Diether Lambrechts
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, Leuven 3000, Belgium
- VIB Center for Cancer Biology, VIB, Leuven 3000, Belgium
| | - Michiel Verfaillie
- Neurosurgery Department, Europaziekenhuizen - Cliniques de l'Europe, Sint-Elisabeth, Brussels 1180, Belgium
| | - Francesca Bosisio
- Translational Cell and Tissue Research, Department of Imaging and Pathology, KU Leuven, Leuven 3000, Belgium
| | - Sabine Tejpar
- Laboratory for Molecular Digestive Oncology, Department of Oncology, KU Leuven, Leuven 3000, Belgium
| | - Jannie Borst
- Department of Immunology and Oncode Institute, Leiden University Medical Center, Leiden 2333 ZA, Netherlands
| | - Rüdiger V Sorg
- Institute for Transplantation Diagnostics and Cell Therapeutics, Medical Faculty, Heinrich Heine University Hospital, Düsseldorf 40225, Germany
| | - Frederik De Smet
- Laboratory for Precision Cancer Medicine, Translational Cell and Tissue Research, Department of Imaging and Pathology, KU Leuven, Leuven 3000, Belgium
| | - Abhishek D Garg
- Laboratory of Cell Stress & Immunity, Department of Cellular and Molecular Medicine, KU Leuven, Leuven 3000, Belgium
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120
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Pai JA, Hellmann MD, Sauter JL, Mattar M, Rizvi H, Woo HJ, Shah N, Nguyen EM, Uddin FZ, Quintanal-Villalonga A, Chan JM, Manoj P, Allaj V, Baine MK, Bhanot UK, Jain M, Linkov I, Meng F, Brown D, Chaft JE, Plodkowski AJ, Gigoux M, Won HH, Sen T, Wells DK, Donoghue MTA, de Stanchina E, Wolchok JD, Loomis B, Merghoub T, Rudin CM, Chow A, Satpathy AT. Lineage tracing reveals clonal progenitors and long-term persistence of tumor-specific T cells during immune checkpoint blockade. Cancer Cell 2023; 41:776-790.e7. [PMID: 37001526 PMCID: PMC10563767 DOI: 10.1016/j.ccell.2023.03.009] [Citation(s) in RCA: 23] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Revised: 11/21/2022] [Accepted: 03/07/2023] [Indexed: 04/12/2023]
Abstract
Paired single-cell RNA and T cell receptor sequencing (scRNA/TCR-seq) has allowed for enhanced resolution of clonal T cell dynamics in cancer. Here, we report a scRNA/TCR-seq analysis of 187,650 T cells from 31 tissue regions, including tumor, adjacent normal tissues, and lymph nodes (LN), from three patients with non-small cell lung cancer after immune checkpoint blockade (ICB). Regions with viable cancer cells are enriched for exhausted CD8+ T cells, regulatory CD4+ T cells (Treg), and follicular helper CD4+ T cells (TFH). Tracking T cell clonotypes across tissues, combined with neoantigen specificity assays, reveals that TFH and tumor-specific exhausted CD8+ T cells are clonally linked to TCF7+SELL+ progenitors in tumor draining LNs, and progressive exhaustion trajectories of CD8+ T, Treg, and TFH cells with proximity to the tumor microenvironment. Finally, longitudinal tracking of tumor-specific CD8+ and CD4+ T cell clones reveals persistence in the peripheral blood for years after ICB therapy.
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Affiliation(s)
- Joy A Pai
- Department of Pathology, Stanford University, Stanford, CA, USA; Immunology Program, Stanford University, Stanford, CA, USA
| | - Matthew D Hellmann
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA; Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jennifer L Sauter
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Marissa Mattar
- Antitumor Assessment Core Facility, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Hira Rizvi
- Druckenmiller Center for Lung Cancer Research, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Hyung Jun Woo
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nisargbhai Shah
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Evelyn M Nguyen
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Cancer Biology Program, Louis V. Gerstner Jr. Graduate School of Biomedical Sciences, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Fathema Z Uddin
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Joseph M Chan
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Parvathy Manoj
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Viola Allaj
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Marina K Baine
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Umesh K Bhanot
- Precision Pathology Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mala Jain
- Precision Pathology Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Irina Linkov
- Precision Pathology Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Fanli Meng
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - David Brown
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jamie E Chaft
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA
| | - Andrew J Plodkowski
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mathieu Gigoux
- Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Helen H Won
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Triparna Sen
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA
| | - Daniel K Wells
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA; Santa Ana Bio, Alameda, CA, USA
| | - Mark T A Donoghue
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Elisa de Stanchina
- Antitumor Assessment Core Facility, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jedd D Wolchok
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA; Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Brian Loomis
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Taha Merghoub
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA; Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Charles M Rudin
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA; Druckenmiller Center for Lung Cancer Research, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Andrew Chow
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA; Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Ansuman T Satpathy
- Department of Pathology, Stanford University, Stanford, CA, USA; Immunology Program, Stanford University, Stanford, CA, USA; Gladstone-UCSF Institute of Genomic Immunology, San Francisco, CA, USA; Stanford Cancer Institute, Stanford University, Stanford, CA, USA; Parker Institute for Cancer Immunotherapy, Stanford University, Stanford, CA, USA.
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121
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Rosenberg SA, Parkhurst MR, Robbins PF. Adoptive cell transfer immunotherapy for patients with solid epithelial cancers. Cancer Cell 2023; 41:646-648. [PMID: 37037613 PMCID: PMC10184665 DOI: 10.1016/j.ccell.2023.03.003] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
Abstract
Efforts to apply adoptive cell transfer (ACT) immunotherapy to patients with common epithelial cancers have been stimulated by the demonstration that the majority of these patients contain lymphocytes reactive against the expressed products of their cancer mutations. Early efforts to specifically target these antigens have been promising.
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Affiliation(s)
- Steven A Rosenberg
- Surgery Branch, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
| | - Maria R Parkhurst
- Surgery Branch, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Paul F Robbins
- Surgery Branch, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
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122
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Ali LR, Garrido-Castro AC, Lenehan PJ, Bollenrucher N, Stump CT, Dougan M, Goel S, Shapiro GI, Tolaney SM, Dougan SK. PD-1 blockade and CDK4/6 inhibition augment nonoverlapping features of T cell activation in cancer. J Exp Med 2023; 220:e20220729. [PMID: 36688919 PMCID: PMC9884581 DOI: 10.1084/jem.20220729] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 10/08/2022] [Accepted: 01/03/2023] [Indexed: 02/02/2023] Open
Abstract
We performed single-cell RNA-sequencing and T cell receptor clonotype tracking of breast and ovarian cancer patients treated with the CDK4/6 inhibitor ribociclib and PD-1 blockade. We highlight evidence of two orthogonal treatment-associated phenomena: expansion of T cell effector populations and promotion of T cell memory formation. Augmentation of the antitumor memory pool by ribociclib boosts the efficacy of subsequent PD-1 blockade in mouse models of melanoma and breast cancer, pointing toward sequential therapy as a potentially safe and synergistic strategy in patients.
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Affiliation(s)
- Lestat R. Ali
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Immunology, Harvard Medical School, Boston, MA, USA
| | - Ana C. Garrido-Castro
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Patrick J. Lenehan
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Immunology, Harvard Medical School, Boston, MA, USA
| | - Naima Bollenrucher
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Courtney T. Stump
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Medicine, Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA
| | - Michael Dougan
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Department of Medicine, Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA
| | - Shom Goel
- Peter MacCallum Cancer Centre, Melbourne, Australia
- The Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
| | - Geoffrey I. Shapiro
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Sara M. Tolaney
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Stephanie K. Dougan
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Immunology, Harvard Medical School, Boston, MA, USA
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123
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Inozume T. Adoptive cell transfer therapy for melanoma. Exp Dermatol 2023; 32:250-255. [PMID: 36382355 DOI: 10.1111/exd.14707] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 11/10/2022] [Accepted: 11/12/2022] [Indexed: 11/17/2022]
Abstract
Adoptive cell transfer (ACT) of tumor-infiltrating lymphocytes (TILs) for melanoma is an example of the most successful cancer immune therapy. It achieves a durable complete response about ~20% of patients, and they might be cured. However, the ratio of patients with durable benefits is not high, and its complicated procedure prevents its diffusion. Therefore, many efforts to enhance the effect and simplify the protocol of TIL therapy have been made so far, resulting in the establishment of a simple and effective current TIL therapy that has been propagated to other institutes and countries. Moreover, TIL therapy and translational research using clinical samples derived from durable responders elucidate the important element for developing more effective cancer immune therapies in the future. This review introduced the brief history, attempts for the improvement and important findings elucidated by translational research of ACT for melanoma.
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Affiliation(s)
- Takashi Inozume
- Department of Dermatology, Graduate School of Medicine, Chiba University, Chiba, Japan
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124
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Fenton GA, Mitchell DA. Cellular Cancer Immunotherapy Development and Manufacturing in the Clinic. Clin Cancer Res 2023; 29:843-857. [PMID: 36383184 PMCID: PMC9975672 DOI: 10.1158/1078-0432.ccr-22-2257] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 09/22/2022] [Accepted: 11/01/2022] [Indexed: 11/17/2022]
Abstract
The transfusion of naturally derived or modified cellular therapies, referred to as adoptive cell therapy (ACT), has demonstrated clinical efficacy in the treatment of hematologic malignancies and metastatic melanoma. In addition, cellular vaccination, such as dendritic cell-based cancer vaccines, continues to be actively explored. The manufacturing of these therapies presents a considerable challenge to expanding the use of ACT as a viable treatment modality, particularly at academic production facilities. Furthermore, the expanding commercial interest in ACT presents new opportunities as well as strategic challenges for the future vision of cellular manufacturing in academic centers. Current trends in the production of ACT at tertiary care centers and prospects for improved manufacturing practices that will foster further clinical benefit are reviewed herein.
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Affiliation(s)
- Graeme A Fenton
- Lillian S. Wells Department of Neurosurgery, University of Florida, Gainesville, Florida.,Preston A. Wells Jr. Center for Brain Tumor Therapy, University of Florida, Gainesville, Florida
| | - Duane A Mitchell
- Lillian S. Wells Department of Neurosurgery, University of Florida, Gainesville, Florida.,Preston A. Wells Jr. Center for Brain Tumor Therapy, University of Florida, Gainesville, Florida
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125
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Foy SP, Jacoby K, Bota DA, Hunter T, Pan Z, Stawiski E, Ma Y, Lu W, Peng S, Wang CL, Yuen B, Dalmas O, Heeringa K, Sennino B, Conroy A, Bethune MT, Mende I, White W, Kukreja M, Gunturu S, Humphrey E, Hussaini A, An D, Litterman AJ, Quach BB, Ng AHC, Lu Y, Smith C, Campbell KM, Anaya D, Skrdlant L, Huang EYH, Mendoza V, Mathur J, Dengler L, Purandare B, Moot R, Yi MC, Funke R, Sibley A, Stallings-Schmitt T, Oh DY, Chmielowski B, Abedi M, Yuan Y, Sosman JA, Lee SM, Schoenfeld AJ, Baltimore D, Heath JR, Franzusoff A, Ribas A, Rao AV, Mandl SJ. Non-viral precision T cell receptor replacement for personalized cell therapy. Nature 2023; 615:687-696. [PMID: 36356599 PMCID: PMC9768791 DOI: 10.1038/s41586-022-05531-1] [Citation(s) in RCA: 99] [Impact Index Per Article: 99.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 11/04/2022] [Indexed: 11/12/2022]
Abstract
T cell receptors (TCRs) enable T cells to specifically recognize mutations in cancer cells1-3. Here we developed a clinical-grade approach based on CRISPR-Cas9 non-viral precision genome-editing to simultaneously knockout the two endogenous TCR genes TRAC (which encodes TCRα) and TRBC (which encodes TCRβ). We also inserted into the TRAC locus two chains of a neoantigen-specific TCR (neoTCR) isolated from circulating T cells of patients. The neoTCRs were isolated using a personalized library of soluble predicted neoantigen-HLA capture reagents. Sixteen patients with different refractory solid cancers received up to three distinct neoTCR transgenic cell products. Each product expressed a patient-specific neoTCR and was administered in a cell-dose-escalation, first-in-human phase I clinical trial ( NCT03970382 ). One patient had grade 1 cytokine release syndrome and one patient had grade 3 encephalitis. All participants had the expected side effects from the lymphodepleting chemotherapy. Five patients had stable disease and the other eleven had disease progression as the best response on the therapy. neoTCR transgenic T cells were detected in tumour biopsy samples after infusion at frequencies higher than the native TCRs before infusion. This study demonstrates the feasibility of isolating and cloning multiple TCRs that recognize mutational neoantigens. Moreover, simultaneous knockout of the endogenous TCR and knock-in of neoTCRs using single-step, non-viral precision genome-editing are achieved. The manufacture of neoTCR engineered T cells at clinical grade, the safety of infusing up to three gene-edited neoTCR T cell products and the ability of the transgenic T cells to traffic to the tumours of patients are also demonstrated.
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MESH Headings
- Humans
- Antigens, Neoplasm/genetics
- Antigens, Neoplasm/immunology
- Biopsy
- Cell- and Tissue-Based Therapy/adverse effects
- Cell- and Tissue-Based Therapy/methods
- Cytokine Release Syndrome/complications
- Disease Progression
- Encephalitis/complications
- Gene Editing
- Gene Knock-In Techniques
- Gene Knockout Techniques
- Genes, T-Cell Receptor alpha
- Genes, T-Cell Receptor beta
- Mutation
- Neoplasms/complications
- Neoplasms/genetics
- Neoplasms/immunology
- Neoplasms/therapy
- Patient Safety
- Precision Medicine/adverse effects
- Precision Medicine/methods
- Receptors, Antigen, T-Cell/genetics
- Receptors, Antigen, T-Cell/immunology
- Receptors, Antigen, T-Cell/metabolism
- T-Lymphocytes/immunology
- T-Lymphocytes/metabolism
- Transgenes/genetics
- HLA Antigens/immunology
- CRISPR-Cas Systems
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Affiliation(s)
| | | | - Daniela A Bota
- Department of Neurology and Chao Family Comprehensive Cancer Center, University of California, Irvine, CA, USA
| | | | - Zheng Pan
- PACT Pharma, South San Francisco, CA, USA
| | | | - Yan Ma
- PACT Pharma, South San Francisco, CA, USA
| | - William Lu
- PACT Pharma, South San Francisco, CA, USA
| | | | | | | | | | | | | | | | | | - Ines Mende
- PACT Pharma, South San Francisco, CA, USA
| | | | | | | | | | | | - Duo An
- PACT Pharma, South San Francisco, CA, USA
| | | | | | | | - Yue Lu
- Institute for Systems Biology, Seattle, WA, USA
| | - Chad Smith
- PACT Pharma, South San Francisco, CA, USA
| | - Katie M Campbell
- Department of Medicine, Division of Hematology-Oncology, University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | | | | | | | | | | | | | | | | | | | - Roel Funke
- PACT Pharma, South San Francisco, CA, USA
| | | | | | - David Y Oh
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, CA, USA
| | - Bartosz Chmielowski
- Department of Medicine, Division of Hematology-Oncology, University of California, Los Angeles (UCLA), Los Angeles, CA, USA
- Jonsson Comprehensive Cancer Center at the University of California, Los Angeles, CA, USA
| | - Mehrdad Abedi
- Division of Hematology/Oncology, Department of Internal Medicine, University of California Davis Comprehensive Cancer Center, Sacramento, CA, USA
| | - Yuan Yuan
- Department of Medical Oncology and Therapeutics Research, City of Hope National Medical Center, Duarte, CA, USA
| | - Jeffrey A Sosman
- Department of Medicine and Robert H. Lurie Cancer Center, Northwestern University, Evanston, IL, USA
| | - Sylvia M Lee
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Adam J Schoenfeld
- Thoracic Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York, NY, USA
| | - David Baltimore
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, USA
| | | | | | - Antoni Ribas
- Department of Medicine, Division of Hematology-Oncology, University of California, Los Angeles (UCLA), Los Angeles, CA, USA.
- Jonsson Comprehensive Cancer Center at the University of California, Los Angeles, CA, USA.
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126
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Puig-Saus C, Sennino B, Peng S, Wang CL, Pan Z, Yuen B, Purandare B, An D, Quach BB, Nguyen D, Xia H, Jilani S, Shao K, McHugh C, Greer J, Peabody P, Nayak S, Hoover J, Said S, Jacoby K, Dalmas O, Foy SP, Conroy A, Yi MC, Shieh C, Lu W, Heeringa K, Ma Y, Chizari S, Pilling MJ, Ting M, Tunuguntla R, Sandoval S, Moot R, Hunter T, Zhao S, Saco JD, Perez-Garcilazo I, Medina E, Vega-Crespo A, Baselga-Carretero I, Abril-Rodriguez G, Cherry G, Wong DJ, Hundal J, Chmielowski B, Speiser DE, Bethune MT, Bao XR, Gros A, Griffith OL, Griffith M, Heath JR, Franzusoff A, Mandl SJ, Ribas A. Neoantigen-targeted CD8 + T cell responses with PD-1 blockade therapy. Nature 2023; 615:697-704. [PMID: 36890230 PMCID: PMC10441586 DOI: 10.1038/s41586-023-05787-1] [Citation(s) in RCA: 48] [Impact Index Per Article: 48.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Accepted: 02/02/2023] [Indexed: 03/10/2023]
Abstract
Neoantigens are peptides derived from non-synonymous mutations presented by human leukocyte antigens (HLAs), which are recognized by antitumour T cells1-14. The large HLA allele diversity and limiting clinical samples have restricted the study of the landscape of neoantigen-targeted T cell responses in patients over their treatment course. Here we applied recently developed technologies15-17 to capture neoantigen-specific T cells from blood and tumours from patients with metastatic melanoma with or without response to anti-programmed death receptor 1 (PD-1) immunotherapy. We generated personalized libraries of neoantigen-HLA capture reagents to single-cell isolate the T cells and clone their T cell receptors (neoTCRs). Multiple T cells with different neoTCR sequences (T cell clonotypes) recognized a limited number of mutations in samples from seven patients with long-lasting clinical responses. These neoTCR clonotypes were recurrently detected over time in the blood and tumour. Samples from four patients with no response to anti-PD-1 also demonstrated neoantigen-specific T cell responses in the blood and tumour to a restricted number of mutations with lower TCR polyclonality and were not recurrently detected in sequential samples. Reconstitution of the neoTCRs in donor T cells using non-viral CRISPR-Cas9 gene editing demonstrated specific recognition and cytotoxicity to patient-matched melanoma cell lines. Thus, effective anti-PD-1 immunotherapy is associated with the presence of polyclonal CD8+ T cells in the tumour and blood specific for a limited number of immunodominant mutations, which are recurrently recognized over time.
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Affiliation(s)
- Cristina Puig-Saus
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA.
- Jonsson Comprehensive Cancer Center, UCLA, Los Angeles, CA, USA.
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA.
- Broad Stem Cell Research Center, UCLA, Los Angeles, CA, USA.
| | | | | | | | | | | | | | - Duo An
- PACT Pharma, San Francisco, CA, USA
| | | | | | - Huiming Xia
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, MO, USA
| | - Sameeha Jilani
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Yan Ma
- PACT Pharma, San Francisco, CA, USA
| | | | | | | | | | | | | | | | - Sidi Zhao
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, MO, USA
| | - Justin D Saco
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Ivan Perez-Garcilazo
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Egmidio Medina
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Agustin Vega-Crespo
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Ignacio Baselga-Carretero
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Gabriel Abril-Rodriguez
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
| | - Grace Cherry
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Deborah J Wong
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Jasreet Hundal
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, MO, USA
| | - Bartosz Chmielowski
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
- Jonsson Comprehensive Cancer Center, UCLA, Los Angeles, CA, USA
| | - Daniel E Speiser
- Department of Oncology, University of Lausanne, Lausanne, Switzerland
| | | | | | - Alena Gros
- Vall d'Hebron Institute of Oncology, Barcelona, Spain
| | - Obi L Griffith
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, MO, USA
| | - Malachi Griffith
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, MO, USA
| | | | | | | | - Antoni Ribas
- Division of Hematology-Oncology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA.
- Jonsson Comprehensive Cancer Center, UCLA, Los Angeles, CA, USA.
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA.
- Broad Stem Cell Research Center, UCLA, Los Angeles, CA, USA.
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127
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Sanromán ÁF, Joshi K, Au L, Chain B, Turajlic S. TCR sequencing: applications in immuno-oncology research. IMMUNO-ONCOLOGY TECHNOLOGY 2023; 17:100373. [PMID: 36908996 PMCID: PMC9996383 DOI: 10.1016/j.iotech.2023.100373] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
•T-cell receptor (TCR) interaction with major histocompatibility complex-antigen complexes leads to antitumour responses.•TCR sequencing analysis allows characterisation of T cells that recognise tumour neoantigens.•T-cell clonal revival and clonal replacement potentially underpin immunotherapy responses.
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Affiliation(s)
- Á F Sanromán
- Cancer Dynamics Laboratory, The Francis Crick Institute, London, UK
| | - K Joshi
- Department of Medical Oncology, The Royal Marsden NHS Foundation Trust, London, UK.,Renal and Skin Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - L Au
- Cancer Dynamics Laboratory, The Francis Crick Institute, London, UK.,Department of Medical Oncology, Peter MacCallum Cancer Centre, Melbourne, Australia.,Cancer Immunology Program, Peter MacCallum Cancer Centre, Melbourne, Australia.,Sir Peter MacCallum Department of Oncology, The University of Melbourne, Australia
| | - B Chain
- Division of Infection and Immunity, University College London, London, UK.,Department of Computer Science, University College London, London, UK
| | - S Turajlic
- Renal and Skin Unit, The Royal Marsden NHS Foundation Trust, London, UK.,Melanoma and Kidney Cancer Team, The Institute of Cancer Research, London, UK
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128
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van den Bulk J, van der Ploeg M, Ijsselsteijn ME, Ruano D, van der Breggen R, Duhen R, Peeters KCMJ, Fariña-Sarasqueta A, Verdegaal EME, van der Burg SH, Duhen T, de Miranda NFCC. CD103 and CD39 coexpression identifies neoantigen-specific cytotoxic T cells in colorectal cancers with low mutation burden. J Immunother Cancer 2023; 11:jitc-2022-005887. [PMID: 36792124 PMCID: PMC9933759 DOI: 10.1136/jitc-2022-005887] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/13/2023] [Indexed: 02/17/2023] Open
Abstract
BACKGROUND Expression of CD103 and CD39 has been found to pinpoint tumor-reactive CD8+ T cells in a variety of solid cancers. We aimed to investigate whether these markers specifically identify neoantigen-specific T cells in colorectal cancers (CRCs) with low mutation burden. EXPERIMENTAL DESIGN Whole-exome and RNA sequencing of 11 mismatch repair-proficient (MMR-proficient) CRCs and corresponding healthy tissues were performed to determine the presence of putative neoantigens. In parallel, tumor-infiltrating lymphocytes (TILs) were cultured from the tumor fragments and, in parallel, CD8+ T cells were flow-sorted from their respective tumor digests based on single or combined expression of CD103 and CD39. Each subset was expanded and subsequently interrogated for neoantigen-directed reactivity with synthetic peptides. Neoantigen-directed reactivity was determined by flow cytometric analyses of T cell activation markers and ELISA-based detection of IFN-γ and granzyme B release. Additionally, imaging mass cytometry was applied to investigate the localization of CD103+CD39+ cytotoxic T cells in tumors. RESULTS Neoantigen-directed reactivity was only encountered in bulk TIL populations and CD103+CD39+ (double positive, DP) CD8+ T cell subsets but never in double-negative or single-positive subsets. Neoantigen-reactivity detected in bulk TIL but not in DP CD8+ T cells could be attributed to CD4+ T cells. CD8+ T cells that were located in direct contact with cancer cells in tumor tissues were enriched for CD103 and CD39 expression. CONCLUSION Coexpression of CD103 and CD39 is characteristic of neoantigen-specific CD8+ T cells in MMR-proficient CRCs with low mutation burden. The exploitation of these subsets in the context of adoptive T cell transfer or engineered T cell receptor therapies is a promising avenue to extend the benefits of immunotherapy to an increasing number of CRC patients.
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Affiliation(s)
- Jitske van den Bulk
- Department of Pathology, Leiden University Medical Center, Leiden, The Netherlands
| | - Manon van der Ploeg
- Department of Pathology, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Dina Ruano
- Department of Pathology, Leiden University Medical Center, Leiden, The Netherlands
| | - Ruud van der Breggen
- Department of Pathology, Leiden University Medical Center, Leiden, The Netherlands
| | - Rebekka Duhen
- Basic Immunology Lab, Earle A Chiles Research Institute, Portland, Oregon, USA
| | - Koen C M J Peeters
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Els M E Verdegaal
- Department of Medical Oncology, Oncode Institute, Leiden University Medical Center, Leiden, The Netherlands
| | - Sjoerd H van der Burg
- Department of Medical Oncology, Oncode Institute, Leiden University Medical Center, Leiden, The Netherlands
| | - Thomas Duhen
- Anti-Cancer Immune Response Lab, Earle A Chiles Research Institute, Portland, Oregon, USA
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129
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Brightman SE, Naradikian MS, Thota RR, Becker A, Montero L, Bahmanof M, Premlal ALR, Greenbaum JA, Peters B, Cohen EE, Miller AM, Schoenberger SP. Tumor cells fail to present MHC-II-restricted epitopes derived from oncogenes to CD4+ T cells. JCI Insight 2023; 8:165570. [PMID: 36512410 PMCID: PMC9977289 DOI: 10.1172/jci.insight.165570] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Accepted: 12/07/2022] [Indexed: 12/15/2022] Open
Abstract
CD4+ T cells play a critical role in antitumor immunity via recognition of peptide antigens presented on MHC class II (MHC-II). Although some solid cancers can be induced to express MHC-II, the extent to which this enables direct recognition by tumor-specific CD4+ T cells is unclear. We isolated and characterized T cell antigen receptors (TCRs) from naturally primed CD4+ T cells specific for 2 oncoproteins, HPV-16 E6 and the activating KRASG12V mutation, from patients with head and neck squamous cell carcinoma and pancreatic ductal adenocarcinoma, respectively, and determined their ability to recognize autologous or human leukocyte antigen-matched antigen-expressing tumor cells. We found in both cases that the TCRs were capable of recognizing peptide-loaded target cells expressing the relevant MHC-II or B cell antigen-presenting cells (APCs) when the antigens were endogenously expressed and directed to the endosomal pathway but failed to recognize tumor cells expressing the source protein even after induction of surface MHC-II expression by IFN-γ or transduction with CIITA. These results suggest that priming and functional recognition of both a nuclear (E6) and a membrane-associated (KRAS) oncoprotein are predominantly confined to crosspresenting APCs rather than via direct recognition of tumor cells induced to express MHC-II.
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Affiliation(s)
- Spencer E. Brightman
- Division of Developmental Immunology, La Jolla Institute for Immunology, La Jolla, California, USA.,Biomedical Sciences Program, School of Medicine, UCSD, La Jolla, California, USA
| | - Martin S. Naradikian
- Division of Developmental Immunology, La Jolla Institute for Immunology, La Jolla, California, USA.,Division of Hematology and Oncology, UCSD Moores Cancer Center, La Jolla, California, USA.,Novartis, San Diego, California, USA
| | - Rukman R. Thota
- Division of Developmental Immunology, La Jolla Institute for Immunology, La Jolla, California, USA
| | - Angelica Becker
- Division of Developmental Immunology, La Jolla Institute for Immunology, La Jolla, California, USA.,IconOVir Bio, San Diego, California, USA
| | - Leslie Montero
- Division of Developmental Immunology, La Jolla Institute for Immunology, La Jolla, California, USA
| | - Milad Bahmanof
- Division of Developmental Immunology, La Jolla Institute for Immunology, La Jolla, California, USA
| | | | | | - Bjoern Peters
- Division of Vaccine Discovery, La Jolla Institute for Immunology, La Jolla, California, USA.,Department of Medicine, UCSD, La Jolla, California, USA
| | - Ezra E.W. Cohen
- Division of Hematology and Oncology, UCSD Moores Cancer Center, La Jolla, California, USA
| | - Aaron M. Miller
- Division of Developmental Immunology, La Jolla Institute for Immunology, La Jolla, California, USA.,Division of Hematology and Oncology, UCSD Moores Cancer Center, La Jolla, California, USA
| | - Stephen P. Schoenberger
- Division of Developmental Immunology, La Jolla Institute for Immunology, La Jolla, California, USA
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130
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Chow A, Uddin FZ, Liu M, Dobrin A, Nabet BY, Mangarin L, Lavin Y, Rizvi H, Tischfield SE, Quintanal-Villalonga A, Chan JM, Shah N, Allaj V, Manoj P, Mattar M, Meneses M, Landau R, Ward M, Kulick A, Kwong C, Wierzbicki M, Yavner J, Egger J, Chavan SS, Farillas A, Holland A, Sridhar H, Ciampricotti M, Hirschhorn D, Guan X, Richards AL, Heller G, Mansilla-Soto J, Sadelain M, Klebanoff CA, Hellmann MD, Sen T, de Stanchina E, Wolchok JD, Merghoub T, Rudin CM. The ectonucleotidase CD39 identifies tumor-reactive CD8 + T cells predictive of immune checkpoint blockade efficacy in human lung cancer. Immunity 2023; 56:93-106.e6. [PMID: 36574773 PMCID: PMC9887636 DOI: 10.1016/j.immuni.2022.12.001] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Revised: 09/16/2022] [Accepted: 12/02/2022] [Indexed: 12/27/2022]
Abstract
Improved identification of anti-tumor T cells is needed to advance cancer immunotherapies. CD39 expression is a promising surrogate of tumor-reactive CD8+ T cells. Here, we comprehensively profiled CD39 expression in human lung cancer. CD39 expression enriched for CD8+ T cells with features of exhaustion, tumor reactivity, and clonal expansion. Flow cytometry of 440 lung cancer biospecimens revealed weak association between CD39+ CD8+ T cells and tumoral features, such as programmed death-ligand 1 (PD-L1), tumor mutation burden, and driver mutations. Immune checkpoint blockade (ICB), but not cytotoxic chemotherapy, increased intratumoral CD39+ CD8+ T cells. Higher baseline frequency of CD39+ CD8+ T cells conferred improved clinical outcomes from ICB therapy. Furthermore, a gene signature of CD39+ CD8+ T cells predicted benefit from ICB, but not chemotherapy, in a phase III clinical trial of non-small cell lung cancer. These findings highlight CD39 as a proxy of tumor-reactive CD8+ T cells in human lung cancer.
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Affiliation(s)
- Andrew Chow
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Medicine, Weill Cornell Medical College, New York, NY, USA.
| | - Fathema Z Uddin
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Michael Liu
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Anton Dobrin
- Center for Cell Engineering, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Louis V. Gerstner, Jr. Graduate School of Biomedical Sciences, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Barzin Y Nabet
- Department of Oncology Biomarker Development, Genentech, South San Francisco, CA, USA
| | - Levi Mangarin
- Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Yonit Lavin
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Hira Rizvi
- Druckenmiler Center for Lung Cancer Research, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sam E Tischfield
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Alvaro Quintanal-Villalonga
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Joseph M Chan
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nisargbhai Shah
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Viola Allaj
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Parvathy Manoj
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Marissa Mattar
- Antitumor Assessment Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Maximiliano Meneses
- Antitumor Assessment Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rebecca Landau
- Antitumor Assessment Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mariana Ward
- Antitumor Assessment Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Amanda Kulick
- Antitumor Assessment Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Charlene Kwong
- Antitumor Assessment Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Matthew Wierzbicki
- Antitumor Assessment Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jessica Yavner
- Antitumor Assessment Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jacklynn Egger
- Druckenmiler Center for Lung Cancer Research, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Shweta S Chavan
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Abigail Farillas
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Aliya Holland
- Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Harsha Sridhar
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Metamia Ciampricotti
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Daniel Hirschhorn
- Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Xiangnan Guan
- Department of Oncology Biomarker Development, Genentech, South San Francisco, CA, USA
| | - Allison L Richards
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Glenn Heller
- Department of Epidemiology & Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jorge Mansilla-Soto
- Center for Cell Engineering, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Michel Sadelain
- Department of Medicine, Weill Cornell Medical College, New York, NY, USA; Center for Cell Engineering, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christopher A Klebanoff
- Department of Medicine, Weill Cornell Medical College, New York, NY, USA; Center for Cell Engineering, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Breast Medicine Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Matthew D Hellmann
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Medicine, Weill Cornell Medical College, New York, NY, USA; Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Triparna Sen
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Elisa de Stanchina
- Antitumor Assessment Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jedd D Wolchok
- Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Medicine, Weill Cornell Medical College, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Taha Merghoub
- Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Medicine, Weill Cornell Medical College, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Charles M Rudin
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Medicine, Weill Cornell Medical College, New York, NY, USA; Druckenmiler Center for Lung Cancer Research, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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131
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Cai Y, Chen R, Gao S, Li W, Liu Y, Su G, Song M, Jiang M, Jiang C, Zhang X. Artificial intelligence applied in neoantigen identification facilitates personalized cancer immunotherapy. Front Oncol 2023; 12:1054231. [PMID: 36698417 PMCID: PMC9868469 DOI: 10.3389/fonc.2022.1054231] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 12/16/2022] [Indexed: 01/10/2023] Open
Abstract
The field of cancer neoantigen investigation has developed swiftly in the past decade. Predicting novel and true neoantigens derived from large multi-omics data became difficult but critical challenges. The rise of Artificial Intelligence (AI) or Machine Learning (ML) in biomedicine application has brought benefits to strengthen the current computational pipeline for neoantigen prediction. ML algorithms offer powerful tools to recognize the multidimensional nature of the omics data and therefore extract the key neoantigen features enabling a successful discovery of new neoantigens. The present review aims to outline the significant technology progress of machine learning approaches, especially the newly deep learning tools and pipelines, that were recently applied in neoantigen prediction. In this review article, we summarize the current state-of-the-art tools developed to predict neoantigens. The standard workflow includes calling genetic variants in paired tumor and blood samples, and rating the binding affinity between mutated peptide, MHC (I and II) and T cell receptor (TCR), followed by characterizing the immunogenicity of tumor epitopes. More specifically, we highlight the outstanding feature extraction tools and multi-layer neural network architectures in typical ML models. It is noted that more integrated neoantigen-predicting pipelines are constructed with hybrid or combined ML algorithms instead of conventional machine learning models. In addition, the trends and challenges in further optimizing and integrating the existing pipelines are discussed.
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Affiliation(s)
- Yu Cai
- School of Medicine, Northwest University, Xi’an, Shaanxi, China
| | - Rui Chen
- School of Medicine, Northwest University, Xi’an, Shaanxi, China
| | - Shenghan Gao
- School of Medicine, Northwest University, Xi’an, Shaanxi, China
| | - Wenqing Li
- School of Medicine, Northwest University, Xi’an, Shaanxi, China
| | - Yuru Liu
- School of Medicine, Northwest University, Xi’an, Shaanxi, China
| | - Guodong Su
- School of Medicine, Northwest University, Xi’an, Shaanxi, China
| | - Mingming Song
- School of Medicine, Northwest University, Xi’an, Shaanxi, China
| | - Mengju Jiang
- School of Medicine, Northwest University, Xi’an, Shaanxi, China
| | - Chao Jiang
- Department of Neurology, The Second Affiliated Hospital of Xi’an Medical University, Xi’an, Shaanxi, China,*Correspondence: Chao Jiang, ; Xi Zhang,
| | - Xi Zhang
- School of Medicine, Northwest University, Xi’an, Shaanxi, China,*Correspondence: Chao Jiang, ; Xi Zhang,
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132
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Neoantigens: promising targets for cancer therapy. Signal Transduct Target Ther 2023; 8:9. [PMID: 36604431 PMCID: PMC9816309 DOI: 10.1038/s41392-022-01270-x] [Citation(s) in RCA: 145] [Impact Index Per Article: 145.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Revised: 11/14/2022] [Accepted: 11/27/2022] [Indexed: 01/07/2023] Open
Abstract
Recent advances in neoantigen research have accelerated the development and regulatory approval of tumor immunotherapies, including cancer vaccines, adoptive cell therapy and antibody-based therapies, especially for solid tumors. Neoantigens are newly formed antigens generated by tumor cells as a result of various tumor-specific alterations, such as genomic mutation, dysregulated RNA splicing, disordered post-translational modification, and integrated viral open reading frames. Neoantigens are recognized as non-self and trigger an immune response that is not subject to central and peripheral tolerance. The quick identification and prediction of tumor-specific neoantigens have been made possible by the advanced development of next-generation sequencing and bioinformatic technologies. Compared to tumor-associated antigens, the highly immunogenic and tumor-specific neoantigens provide emerging targets for personalized cancer immunotherapies, and serve as prospective predictors for tumor survival prognosis and immune checkpoint blockade responses. The development of cancer therapies will be aided by understanding the mechanism underlying neoantigen-induced anti-tumor immune response and by streamlining the process of neoantigen-based immunotherapies. This review provides an overview on the identification and characterization of neoantigens and outlines the clinical applications of prospective immunotherapeutic strategies based on neoantigens. We also explore their current status, inherent challenges, and clinical translation potential.
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Palomero J, Panisello C, Lozano-Rabella M, Tirtakasuma R, Díaz-Gómez J, Grases D, Pasamar H, Arregui L, Dorca Duch E, Guerra Fernández E, Vivancos A, de Andrea CE, Melero I, Ponce J, Vidal A, Piulats JM, Matias-Guiu X, Gros A. Biomarkers of tumor-reactive CD4 + and CD8 + TILs associate with improved prognosis in endometrial cancer. J Immunother Cancer 2022; 10:jitc-2022-005443. [PMID: 36581331 PMCID: PMC9806064 DOI: 10.1136/jitc-2022-005443] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/25/2022] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND Despite the growing interest in immunotherapeutic interventions for endometrial cancer (EC), the prevalence, phenotype, specificity and prognostic value of tumor infiltrating lymphocytes (TILs) in this tumor type remains unclear. METHODS To better understand the role of TILs in EC, we analyzed the phenotypic traits of CD8+ and CD4+ EC-resident T cells from 47 primary tumors by high-dimensional flow cytometry. In addition, CD8+ and CD4+ TIL subpopulations were isolated based on the differential expression of programmed cell death protein-1 (PD-1) (negative, dim and high) and CD39 (positive or negative) by fluorescence activated cell sorting (FACS), expanded in vitro, and screened for autologous tumor recognition. We further investigated whether phenotypic markers preferentially expressed on CD8+ and CD4+ tumor-reactive TIL subsets were associated with the four distinct molecular subtypes of EC, tumor mutational burden and patient survival. RESULTS We found that CD8+TILs expressing high levels of PD-1 (PD-1hi) co-expressed CD39, TIM-3, HLA-DR and CXCL13, as compared with TILs lacking or displaying intermediate levels of PD-1 expression (PD-1- and PD-1dim, respectively). Autologous tumor reactivity of sorted and in vitro expanded CD8+ TILs demonstrated that the CD8+PD-1dimCD39+ and PD-1hiCD39+ T cell subsets both contained tumor-reactive TILs and that a higher level of PD-1 expression was associated with increased CD39 and a superior frequency of tumor reactivity. With respect to CD4+ T conventional (Tconv) TILs, co-expression of inhibitory and activation markers was more apparent on PD-1hi compared with PD-1- or PD-1dim T cells, and in fact, it was the CD4+PD-1hi subpopulation that accumulated the antitumor T cells irrespective of CD39 expression. Most importantly, detection of CD8+PD-1hiCD39+ and CD4+PD-1hi tumor-reactive T-cell subsets, but also markers specifically expressed by these subpopulations of TILs, that is, PD-1hi, CD39, CXCL13 and CD103 by CD8+ TILs and PD-1hi and CXCL13 by CD4+ Tconv TILs, correlated with prolonged survival of patients with EC. CONCLUSIONS Our results demonstrate that EC are frequently infiltrated by tumor-reactive TILs, and that expression of PD-1hi and CD39 or PD-1hi can be used to select and expand CD8+ and CD4+ tumor-reactive TILs, respectively. In addition, biomarkers preferentially expressed on tumor-reactive TILs, rather than the frequency of CD3+, CD8+ and CD4+ lymphocytes, hold prognostic value suggesting their protective role in antitumor immunity.
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Affiliation(s)
- Jara Palomero
- Tumor Immunology and Immunotherapy, Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain
| | - Carla Panisello
- Tumor Immunology and Immunotherapy, Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain
| | - Maria Lozano-Rabella
- Tumor Immunology and Immunotherapy, Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain
| | - Ricky Tirtakasuma
- Tumor Immunology and Immunotherapy, Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain
| | - Judit Díaz-Gómez
- Tumor Immunology and Immunotherapy, Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain
| | - Daniela Grases
- Tumor Immunology and Immunotherapy, Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain
| | - Helena Pasamar
- Tumor Immunology and Immunotherapy, Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain
| | - Laura Arregui
- HUB-ICO-IDIBELL Biobank, Bellvitge Institute for Biomedical Research, L'Hospitalet de Llobregat, Spain
| | - Eduard Dorca Duch
- Pathology, Bellvitge University Hospital, IDIBELL, L'Hospitalet de Llobregat, Spain
| | | | - Ana Vivancos
- Cancer Genomics, Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain
| | - Carlos E de Andrea
- Pathology, Clinica Universidad de Navarra, Pamplona, Spain,Centro de Investigación Biomedica en Red de Cáncer (CIBERONC), Madrid, Spain
| | - Ignacio Melero
- Centro de Investigación Biomedica en Red de Cáncer (CIBERONC), Madrid, Spain,Program of Immunology and Immunotherapy, CIMA Universidad de Navarra, Pamplona, Spain,Navarra Institute for Health Research IDISNA, Pamplona, Spain
| | - Jordi Ponce
- Department of Gynaecology, Bellvitge University Hospital, L'Hospitalet de Llobregat, Spain
| | - August Vidal
- Pathology, Bellvitge University Hospital, IDIBELL, L'Hospitalet de Llobregat, Spain,Centro de Investigación Biomedica en Red de Cáncer (CIBERONC), Madrid, Spain
| | - Josep Maria Piulats
- Medical Oncology, Catalan Institute of Oncology (ICO), IDIBELL-OncoBell, L'Hospitalet de Llobregat, Spain
| | - Xavier Matias-Guiu
- Pathology, Bellvitge University Hospital, IDIBELL, L'Hospitalet de Llobregat, Spain,Centro de Investigación Biomedica en Red de Cáncer (CIBERONC), Madrid, Spain,Pathology, Arnau de Vilanova University Hospital, University of LLeida, IRBLLEIDA, Lleida, Spain
| | - Alena Gros
- Tumor Immunology and Immunotherapy, Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain
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Potential Nanotechnology-Based Therapeutics to Prevent Cancer Progression through TME Cell-Driven Populations. Pharmaceutics 2022; 15:pharmaceutics15010112. [PMID: 36678741 PMCID: PMC9864587 DOI: 10.3390/pharmaceutics15010112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Revised: 12/20/2022] [Accepted: 12/23/2022] [Indexed: 12/30/2022] Open
Abstract
Triple-negative breast cancer (TNBC) is the most aggressive subtype of breast cancer with a high risk of metastasis and therapeutic resistance. These issues are closely linked to the tumour microenvironment (TME) surrounding the tumour tissue. The association between residing TME components with tumour progression, survival, and metastasis has been well elucidated. Focusing on cancer cells alone is no longer considered a viable approach to therapy; thus, there is a high demand for TME targeting. The benefit of using nanoparticles is their preferential tumour accumulation and their ability to target TME components. Several nano-based platforms have been investigated to mitigate microenvironment-induced angiogenesis, therapeutic resistance, and tumour progression. These have been achieved by targeting mesenchymal originating cells (e.g., cancer-associated fibroblasts, adipocytes, and stem cells), haematological cells (e.g., tumour-associated macrophages, dendritic cells, and myeloid-derived suppressor cells), and the extracellular matrix within the TME that displays functional and architectural support. This review highlights the importance of nanotechnology-based therapeutics as a promising approach to target the TME and improve treatment outcomes for TNBC patients, which can lead to enhanced survival and quality of life. The role of different nanotherapeutics has been explored in the established TME cell-driven populations.
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135
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Chow A, Perica K, Klebanoff CA, Wolchok JD. Clinical implications of T cell exhaustion for cancer immunotherapy. Nat Rev Clin Oncol 2022; 19:775-790. [PMID: 36216928 PMCID: PMC10984554 DOI: 10.1038/s41571-022-00689-z] [Citation(s) in RCA: 198] [Impact Index Per Article: 99.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/06/2022] [Indexed: 12/12/2022]
Abstract
Immunotherapy has been a remarkable clinical advancement in the treatment of cancer. T cells are pivotal to the efficacy of current cancer immunotherapies, including immune-checkpoint inhibitors and adoptive cell therapies. However, cancer is associated with T cell exhaustion, a hypofunctional state characterized by progressive loss of T cell effector functions and self-renewal capacity. The 'un-exhausting' of T cells in the tumour microenvironment is commonly regarded as a key mechanism of action for immune-checkpoint inhibitors, and T cell exhaustion is considered a pathway of resistance for cellular immunotherapies. Several elegant studies have provided important insights into the transcriptional and epigenetic programmes that govern T cell exhaustion. In this Review, we highlight recent discoveries related to the immunobiology of T cell exhaustion that offer a more nuanced perspective beyond this hypofunctional state being entirely undesirable. We review evidence that T cell exhaustion might be as much a reflection as it is the cause of poor tumour control. Furthermore, we hypothesize that, in certain contexts of chronic antigen stimulation, interruption of the exhaustion programme might impair T cell persistence. Therefore, the prioritization of interventions that mitigate the development of T cell exhaustion, including orthogonal cytoreduction therapies and novel cellular engineering strategies, might ultimately confer superior clinical outcomes and the greatest advances in cancer immunotherapy.
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Affiliation(s)
- Andrew Chow
- Thoracic Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Department of Medicine, Weill Cornell Medical College, New York, NY, USA.
| | - Karlo Perica
- Department of Medicine, Weill Cornell Medical College, New York, NY, USA
- Center for Cell Engineering, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Cell Therapy Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christopher A Klebanoff
- Department of Medicine, Weill Cornell Medical College, New York, NY, USA
- Center for Cell Engineering, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Cell Therapy Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jedd D Wolchok
- Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Department of Medicine, Weill Cornell Medical College, New York, NY, USA.
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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136
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van der Heide V, Humblin E, Vaidya A, Kamphorst AO. Advancing beyond the twists and turns of T cell exhaustion in cancer. Sci Transl Med 2022; 14:eabo4997. [PMID: 36350991 PMCID: PMC10000016 DOI: 10.1126/scitranslmed.abo4997] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Chronic antigen stimulation leads to T cell exhaustion. Nutrient restrictions and other suppressive factors in the tumor microenvironment further exacerbate T cell dysfunction. Better understanding of heterogeneity and dynamics of exhausted CD8 T cells will guide novel therapies that modulate T cell differentiation to achieve more effective antitumor responses.
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Affiliation(s)
- Verena van der Heide
- Marc and Jennifer Lipschultz Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Etienne Humblin
- Marc and Jennifer Lipschultz Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Abishek Vaidya
- Marc and Jennifer Lipschultz Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Alice Oliffson Kamphorst
- Marc and Jennifer Lipschultz Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.,Department of Oncological Sciences, ISMMS, New York, NY 10029, USA.,Tisch Cancer Institute, ISMMS, New York, NY 10029, USA
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137
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Haanen JB, Schumacher TN. Next generation T cell therapies for solid cancers. MED 2022; 3:645-647. [PMID: 36242997 DOI: 10.1016/j.medj.2022.09.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Tumor-infiltrating lymphocytes show consistent clinical benefit in metastatic melanoma, but they are a poorly defined product with variable antitumor activity. In this issue, Palmer et al.1 create for clinical testing a cell product consisting of highly functional tumor-reactive T cells by knocking out CISH, an inhibitor of T cell activation.
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Affiliation(s)
- John B Haanen
- Division of Medical Oncology, Netherlands Cancer Institute, 1066 CX Amsterdam, The Netherlands; Division of Molecular Oncology and Immunology, Netherlands Cancer Institute, 1066 CX Amsterdam, The Netherlands; Department of Clinical Oncology, Leiden University Medical Center, 2300 RC Leiden, The Netherlands.
| | - Ton N Schumacher
- Division of Molecular Oncology and Immunology, Netherlands Cancer Institute, 1066 CX Amsterdam, The Netherlands; Department of Hematology, Leiden University Medical Center, 2300 RC Leiden, The Netherlands
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138
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Huuhtanen J, Chen L, Jokinen E, Kasanen H, Lönnberg T, Kreutzman A, Peltola K, Hernberg M, Wang C, Yee C, Lähdesmäki H, Davis MM, Mustjoki S. Evolution and modulation of antigen-specific T cell responses in melanoma patients. Nat Commun 2022; 13:5988. [PMID: 36220826 PMCID: PMC9553985 DOI: 10.1038/s41467-022-33720-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Accepted: 09/15/2022] [Indexed: 11/15/2022] Open
Abstract
Analyzing antigen-specific T cell responses at scale has been challenging. Here, we analyze three types of T cell receptor (TCR) repertoire data (antigen-specific TCRs, TCR-repertoire, and single-cell RNA + TCRαβ-sequencing data) from 515 patients with primary or metastatic melanoma and compare it to 783 healthy controls. Although melanoma-associated antigen (MAA) -specific TCRs are restricted to individuals, they share sequence similarities that allow us to build classifiers for predicting anti-MAA T cells. The frequency of anti-MAA T cells distinguishes melanoma patients from healthy and predicts metastatic recurrence from primary melanoma. Anti-MAA T cells have stem-like properties and frequent interactions with regulatory T cells and tumor cells via Galectin9-TIM3 and PVR-TIGIT -axes, respectively. In the responding patients, the number of expanded anti-MAA clones are higher after the anti-PD1(+anti-CTLA4) therapy and the exhaustion phenotype is rescued. Our systems immunology approach paves the way for understanding antigen-specific responses in human disorders. Previous studies have characterized the diversity and dynamics of the T cell receptor (TCR) repertoire in patients with solid cancer. Here, by analyzing TCR repertoire data from multiple datasets, the authors report that melanoma-associated antigen-specific TCRs can be used to separate metastatic melanoma patients from healthy controls and to follow anti-tumor responses in patients treated with immunotherapy.
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139
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Bunse L, Bunse T, Krämer C, Chih YC, Platten M. Clinical and Translational Advances in Glioma Immunotherapy. Neurotherapeutics 2022; 19:1799-1817. [PMID: 36303101 PMCID: PMC9723056 DOI: 10.1007/s13311-022-01313-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/03/2022] [Indexed: 02/06/2023] Open
Abstract
Gliomas are highly treatment refractory against immune checkpoint blockade, an immunotherapeutic modality that revolutionized therapy for many tumors. At the same time, technological innovation has dramatically accelerated the development of immunotherapeutic approaches such as personalized tumor-specific vaccine production, dendritic cell vaccine manufacture, patient-individual target selection and chimeric antigen receptor, and T cell receptor T cell manufacture. Here we review recent clinical and translational advances in glioma immunotherapy with a focus on targets and their cognate immune receptor derivates as well as concepts to improve intratumoral T cell effector functions.
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Affiliation(s)
- Lukas Bunse
- DKTK Clinical Cooperation Unit (CCU) Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Neurology, Medical Faculty Mannheim, MCTN, Heidelberg University, Mannheim, Germany
| | - Theresa Bunse
- DKTK Clinical Cooperation Unit (CCU) Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Neurology, Medical Faculty Mannheim, MCTN, Heidelberg University, Mannheim, Germany
| | - Christopher Krämer
- DKTK Clinical Cooperation Unit (CCU) Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Yu-Chan Chih
- DKTK Clinical Cooperation Unit (CCU) Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Faculty of Biosciences, Heidelberg University, Heidelberg, Germany
| | - Michael Platten
- DKTK Clinical Cooperation Unit (CCU) Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany.
- Department of Neurology, Medical Faculty Mannheim, MCTN, Heidelberg University, Mannheim, Germany.
- Immune Monitoring Unit, National Center for Tumor Diseases (NCT), Heidelberg, Germany.
- Helmholtz Institute of Translational Oncology (HI-TRON), Mainz, Germany.
- DKFZ Hector Cancer Institute at the University Medical Center Mannheim, Mannheim, Germany.
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140
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Bell RB, Gough M, Crittenden M, Young K. Moving beyond the T cell synapse for combination neoadjuvant immunotherapy in head and neck cancer. J Clin Invest 2022; 132:162733. [PMID: 36106641 PMCID: PMC9479756 DOI: 10.1172/jci162733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Patients with HPV-unrelated head and neck squamous cell carcinoma (HPV-unrelated HNSCC) show only modest benefit from treatment with PD-1 inhibitors (PD-1i). Targeting transforming growth factor β (TGF-β) may make PD-1i more effective by inducing T cell responses. In this issue of the JCI, Redman et al. performed a clinical trial in 14 patients with HPV-unrelated HNSCC using bintrafusp alfa, a bifunctional fusion protein that blocks PD-L1 and TGF-β. Primary tumors displayed pathologic responses with 5 of 14 patients having at least a partial response. While no primary tumor or metastatic lymph node demonstrated a complete pathologic response, the findings suggest that concurrent neoadjuvant inhibition of PD-L1 and TGF-β may provide a rational strategy to improve pathologic response and clinical outcome in patients with HPV-unrelated HNSCC.
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141
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He S, Yu J, Sun W, Sun Y, Tang M, Meng B, Liu Y, Li J. A comprehensive pancancer analysis reveals the potential value of RAR-related orphan receptor C (RORC) for cancer immunotherapy. Front Genet 2022; 13:969476. [PMID: 36186454 PMCID: PMC9520743 DOI: 10.3389/fgene.2022.969476] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 08/29/2022] [Indexed: 11/13/2022] Open
Abstract
Background: RAR-related orphan receptor C (RORC) plays an important role in autoimmune responses and inflammation. However, its function in cancer immunity is still unclear. Its potential value in cancer immunotherapy (CIT) needs to be further studied. Methods: Expression and clinical data for 33 cancers were obtained from UCSC-Xena. The correlation between RORC expression and clinical parameters was analyzed using the limma software package to assess the prognostic value of RORC. Timer2.0 and DriverDBv3 were used to analyze the RORC mutation and methylation profiles. RORC-associated signaling pathways were identified by GSEA. The correlations of RORC expression with tumor microenvironment factors were further assessed, including immune cell infiltration (obtained by CIBERSORT) and immunomodulators (in pancancer datasets from the Tumor-Immune System Interactions and Drug Bank [TISIDB] database). In addition, the correlations of RORC with four CIT biomarkers (tumor mutational burden, microsatellite instability, programmed death ligand-1, and mismatch repair) were explored. Furthermore, three CIT cohorts (GSE67501, GSE168204, and IMvigor210) from the Gene Expression Omnibus database and a previously published study were used to determine the association between RORC expression and CIT response. Results: RORC was differentially expressed in many tumor tissues relative to normal tissues (20/33). In a small number of cancers, RORC expression was correlated with age (7/33), sex (4/33), and tumor stage (9/33). Furthermore, RORC expression showed prognostic value in many cancers, especially in kidney renal clear cell carcinoma (KIRC), brain lower grade glioma (LGG), and mesothelioma (MESO). The mutation rate of RORC in most cancer types was low, while RORC was hypermethylated or hypomethylated in multiple cancers. RORC was associated with a variety of biological processes and signal transduction pathways in various cancers. Furthermore, RORC was strongly correlated with immune cell infiltration, immunomodulators, and CIT biomarkers. However, no significant association was found between RORC and CIT response in the three CIT cohorts. Conclusion Our findings revealed the potential immunotherapeutic value of RORC for various cancers and provides preliminary evidence for the application of RORC in CIT.
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Affiliation(s)
- Shengfu He
- Department of Infectious Diseases, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Jiawen Yu
- Department of Oncology, Anqing First People’s Hospital of Anhui Medical University/Anqing First People’s Hospital of Anhui Province, Anqing, China
| | - Weijie Sun
- Department of Infectious Diseases, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Yating Sun
- Department of Infectious Diseases, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Mingyang Tang
- Department of Infectious Diseases, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Bao Meng
- Department of Infectious Diseases, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Yanyan Liu
- Department of Infectious Diseases, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Institute of Bacterial Resistance, Anhui Medical University, Hefei, China
- Anhui Center for Surveillance of Bacterial Resistance, Hefei, China
- *Correspondence: Yanyan Liu, ; Jiabin Li,
| | - Jiabin Li
- Department of Infectious Diseases, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Institute of Bacterial Resistance, Anhui Medical University, Hefei, China
- Anhui Center for Surveillance of Bacterial Resistance, Hefei, China
- *Correspondence: Yanyan Liu, ; Jiabin Li,
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Xu Y, Morales AJ, Towlerton AMH, Akilesh S, Miller CP, Tykodi SS, Warren EH. Integrated TCR repertoire analysis and single-cell transcriptomic profiling of tumor-infiltrating T cells in renal cell carcinoma identifies shared and tumor-restricted expanded clones with unique phenotypes. Front Oncol 2022; 12:952252. [PMID: 36185254 PMCID: PMC9515957 DOI: 10.3389/fonc.2022.952252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 08/19/2022] [Indexed: 11/13/2022] Open
Abstract
Objective responses of metastatic renal cell carcinoma (RCC) associated with systemic immunotherapies suggest the potential for T-cell-mediated tumor clearance. Recent analyses associate clonally expanded T cells present in the tumor at diagnosis with responses to immune checkpoint inhibitors (ICIs). To identify and further characterize tumor-associated, clonally expanded T cells, we characterized the density, spatial distribution, T-cell receptor (TCR) repertoire, and transcriptome of tumor-infiltrating T cells from 14 renal tumors at the time of resection and compared them with T cells in peripheral blood and normal adjacent kidney. Multiplex immunohistochemistry revealed that T-cell density was higher in clear cell RCC (ccRCC) than in other renal tumor histologies with spatially nonuniform T-cell hotspots and exclusion zones. TCR repertoire analysis also revealed increased clonal expansion in ccRCC tumors compared with non-clear cell histologies or normal tissues. Expanded T-cell clones were most frequently CD8+ with some detectable in peripheral blood or normal kidney and others found exclusively within the tumor. Divergent expression profiles for chemokine receptors and ligands and the Ki67 proliferation marker distinguished tumor-restricted T-cell clones from those also present in blood suggesting a distinct phenotype for subsets of clonally expanded T cells that also differed for upregulated markers of T-cell activation and exhaustion. Thus, our single-cell level stratification of clonally expanded tumor infiltrating T-cell subpopulations provides a framework for further analysis. Future studies will address the spatial orientation of these clonal subsets within tumors and their association with treatment outcomes for ICIs or other therapeutic modalities.
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Affiliation(s)
- Yuexin Xu
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA, United States
- *Correspondence: Yuexin Xu,
| | - Alicia J. Morales
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA, United States
| | | | - Shreeram Akilesh
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA, United States
- Department of Laboratory Medicine and Pathology, University of Washington School of Medicine, Seattle, WA, United States
| | - Chris P. Miller
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA, United States
- Department of Laboratory Medicine and Pathology, University of Washington School of Medicine, Seattle, WA, United States
| | - Scott S. Tykodi
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA, United States
- Department of Medicine, Division of Medical Oncology, University of Washington School of Medicine, Seattle, WA, United States
| | - Edus H. Warren
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA, United States
- Department of Laboratory Medicine and Pathology, University of Washington School of Medicine, Seattle, WA, United States
- Department of Medicine, Division of Medical Oncology, University of Washington School of Medicine, Seattle, WA, United States
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143
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Kaptein P, Thommen DS. Keeping track of the T cells that matter. NATURE CANCER 2022; 3:1015-1017. [PMID: 36138133 DOI: 10.1038/s43018-022-00432-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Affiliation(s)
- Paulien Kaptein
- Division of Molecular Oncology and Immunology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Daniela S Thommen
- Division of Molecular Oncology and Immunology, The Netherlands Cancer Institute, Amsterdam, The Netherlands.
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Church C, Pulliam T, Longino N, Park SY, Smythe KS, Makarov V, Riaz N, Jing L, Amezquita R, Campbell JS, Gottardo R, Pierce RH, Choi J, Chan TA, Koelle DM, Nghiem P. Transcriptional and functional analyses of neoantigen-specific CD4 T cells during a profound response to anti-PD-L1 in metastatic Merkel cell carcinoma. J Immunother Cancer 2022; 10:e005328. [PMID: 36252564 PMCID: PMC9472219 DOI: 10.1136/jitc-2022-005328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/14/2022] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Merkel cell carcinoma (MCC) often responds to PD-1 pathway blockade, regardless of tumor-viral status (~80% of cases driven by the Merkel cell polyomavirus (MCPyV)). Prior studies have characterized tumor-specific T cell responses to MCPyV, which have typically been CD8, but little is known about the T cell response to UV-induced neoantigens. METHODS A patient in her mid-50s with virus-negative (VN) MCC developed large liver metastases after a brief initial response to chemotherapy. She received anti-PD-L1 (avelumab) and had a partial response within 4 weeks. Whole exome sequencing (WES) was performed to determine potential neoantigen peptides. Characterization of peripheral blood neoantigen T cell responses was evaluated via interferon-gamma (IFNγ) ELISpot, flow cytometry and single-cell RNA sequencing. Tumor-resident T cells were characterized by multiplexed immunohistochemistry. RESULTS WES identified 1027 tumor-specific somatic mutations, similar to the published average of 1121 for VN-MCCs. Peptide prediction with a binding cut-off of ≤100 nM resulted in 77 peptides that were synthesized for T cell assays. Although peptides were predicted based on class I HLAs, we identified circulating CD4 T cells targeting 5 of 77 neoantigens. In contrast, no neoantigen-specific CD8 T cell responses were detected. Neoantigen-specific CD4 T cells were undetectable in blood before anti-PD-L1 therapy but became readily detectible shortly after starting therapy. T cells produced robust IFNγ when stimulated by neoantigen (mutant) peptides but not by the normal (wild-type) peptides. Single cell RNAseq showed neoantigen-reactive T cells expressed the Th1-associated transcription factor (T-bet) and associated cytokines. These CD4 T cells did not significantly exhibit cytotoxicity or non-Th1 markers. Within the pretreatment tumor, resident CD4 T cells were also Th1-skewed and expressed T-bet. CONCLUSIONS We identified and characterized tumor-specific Th1-skewed CD4 T cells targeting multiple neoantigens in a patient who experienced a profound and durable partial response to anti-PD-L1 therapy. To our knowledge, this is the first report of neoantigen-specific T cell responses in MCC. Although CD4 and CD8 T cells recognizing viral tumor antigens are often detectible in virus-positive MCC, only CD4 T cells recognizing neoantigens were detected in this patient. These findings suggest that CD4 T cells can play an important role in the response to anti-PD-(L)1 therapy.
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Affiliation(s)
- Candice Church
- Division of Dermatology, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Thomas Pulliam
- Division of Dermatology, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Natalie Longino
- Division of Dermatology, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Song Y Park
- Division of Dermatology, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Kimberly S Smythe
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Vladimir Makarov
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York, USA
- Center for Immunotherapy and Precision Immuno-oncology, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Nadeem Riaz
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Lichen Jing
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Robert Amezquita
- Biostatistics Bioinformatics and Epidemiology Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
| | - Jean S Campbell
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Raphael Gottardo
- Biostatistics Bioinformatics and Epidemiology Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
- Lausanne University Hospital, Lausanne, Vaud, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Robert H Pierce
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Jaehyuk Choi
- Department of Dermatology, Biochemistry & Molecular Genetics, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Timothy A Chan
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York, USA
- Center for Immunotherapy and Precision Immuno-oncology, Cleveland Clinic, Cleveland, Ohio, USA
| | - David M Koelle
- Department of Medicine, University of Washington, Seattle, Washington, USA
- Vaccine and Infectious Diseases Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
- Department of Global Health, University of Washington, Seattle, WA, USA
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
- Benaroya Research Institute, Seattle, WA, USA
| | - Paul Nghiem
- Division of Dermatology, Department of Medicine, University of Washington, Seattle, WA, USA
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
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145
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Liu B, Zhang Y, Wang D, Hu X, Zhang Z. Single-cell meta-analyses reveal responses of tumor-reactive CXCL13 + T cells to immune-checkpoint blockade. NATURE CANCER 2022; 3:1123-1136. [PMID: 36138134 DOI: 10.1038/s43018-022-00433-7] [Citation(s) in RCA: 62] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Accepted: 08/03/2022] [Indexed: 06/16/2023]
Abstract
Immune-checkpoint blockade (ICB) therapies represent a paradigm shift in the treatment of human cancers; however, it remains incompletely understood how tumor-reactive T cells respond to ICB across tumor types. Here, we demonstrate that measuring CXCL13 expression could effectively identify both precursor and terminally differentiated tumor-reactive CD8+ T cells within tumors. Applying this approach, we performed meta-analyses of published single-cell data for CXCL13+CD8+ T cells in 225 samples from 102 patients treated with ICB across five cancer types. We found that CXCL13+CD8+ T cells were correlated with favorable responses to ICB, and the treatment further increased such cells in responsive tumors. In addition, CXCL13+ tumor-reactive subsets exhibited variable responses to ICB in distinct contexts, likely due to different degrees of exhaustion-related immunosuppression. Our integrated analyses provide insights into mechanisms underlying ICB and suggest that bolstering precursor tumor-reactive CD8+ T cells might provide an effective therapeutic approach to improve cancer treatment.
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Affiliation(s)
- Baolin Liu
- Biomedical Pioneering Innovative Center, Beijing Advanced Innovation Center for Genomics and School of Life Sciences, Peking University, Beijing, China
| | - Yuanyuan Zhang
- Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing, China
| | - Dongfang Wang
- Biomedical Pioneering Innovative Center, Beijing Advanced Innovation Center for Genomics and School of Life Sciences, Peking University, Beijing, China
| | - Xueda Hu
- Analytical Biosciences Limited, Beijing, China
| | - Zemin Zhang
- Biomedical Pioneering Innovative Center, Beijing Advanced Innovation Center for Genomics and School of Life Sciences, Peking University, Beijing, China.
- Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing, China.
- Changping Laboratory, Beijing, China.
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146
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Füchsl F, Krackhardt AM. Paving the Way to Solid Tumors: Challenges and Strategies for Adoptively Transferred Transgenic T Cells in the Tumor Microenvironment. Cancers (Basel) 2022; 14:4192. [PMID: 36077730 PMCID: PMC9454442 DOI: 10.3390/cancers14174192] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2022] [Revised: 08/22/2022] [Accepted: 08/25/2022] [Indexed: 01/10/2023] Open
Abstract
T cells are important players in the antitumor immune response. Over the past few years, the adoptive transfer of genetically modified, autologous T cells-specifically redirected toward the tumor by expressing either a T cell receptor (TCR) or a chimeric antigen receptor (CAR)-has been adopted for use in the clinic. At the moment, the therapeutic application of CD19- and, increasingly, BCMA-targeting-engineered CAR-T cells have been approved and have yielded partly impressive results in hematologic malignancies. However, employing transgenic T cells for the treatment of solid tumors remains more troublesome, and numerous hurdles within the highly immunosuppressive tumor microenvironment (TME) need to be overcome to achieve tumor control. In this review, we focused on the challenges that these therapies must face on three different levels: infiltrating the tumor, exerting efficient antitumor activity, and overcoming T cell exhaustion and dysfunction. We aimed to discuss different options to pave the way for potent transgenic T cell-mediated tumor rejection by engineering either the TME or the transgenic T cell itself, which responds to the environment.
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Affiliation(s)
- Franziska Füchsl
- Klinik und Poliklinik für Innere Medizin III, School of Medicine, Technische Universität München, Klinikum rechts der Isar, Ismaningerstr. 22, 81675 Munich, Germany
| | - Angela M. Krackhardt
- Klinik und Poliklinik für Innere Medizin III, School of Medicine, Technische Universität München, Klinikum rechts der Isar, Ismaningerstr. 22, 81675 Munich, Germany
- German Cancer Consortium of Translational Cancer Research (DKTK) and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, 81675 Munich, Germany
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147
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Immune checkpoint blockade provokes resident memory T cells to eliminate head and neck cancer. Cell 2022; 185:2848-2849. [DOI: 10.1016/j.cell.2022.07.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Revised: 07/12/2022] [Accepted: 07/12/2022] [Indexed: 11/17/2022]
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148
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Xing J, Jia Z, Li Y, Han Y. Construction of immunotherapy-related prognostic gene signature and small molecule drug prediction for cutaneous melanoma. Front Oncol 2022; 12:939385. [PMID: 35957907 PMCID: PMC9358033 DOI: 10.3389/fonc.2022.939385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Accepted: 06/27/2022] [Indexed: 11/22/2022] Open
Abstract
Background Cutaneous melanoma (CM), a kind of skin cancer with a high rate of advanced mortality, exhibits a wide variety of driver and transmitter gene alterations in the immunological tumor microenvironment (TME) associated with tumor cell survival and proliferation. Methods We analyzed the immunological infiltration of TME cells in normal and malignant tissues using 469 CM and 556 normal skin samples. We used a single sample gene set enrichment assay (ssGSEA) to quantify the relative abundance of 28 cells, then used the LASSO COX regression model to develop a riskScore prognostic model, followed by a small molecule drug screening and molecular docking validation, which was then validated using qRT-PCR and IHC. Results We developed a prognosis model around seven essential protective genes for the first time, dramatically elevated in tumor tissues, as did immune cell infiltration. Multivariate Cox regression results indicated that riskScore is an independent and robust prognostic indicator, and its predictive value in immunotherapy was verified. Additionally, we identified Gabapentin as a possible small molecule therapeutic for CM. Conclusions A riskScore model was developed in this work to analyze patient prognosis, TME cell infiltration features, and treatment responsiveness. The development of this model not only aids in predicting patient response to immunotherapy but also has significant implications for the development of novel immunotherapeutic agents and the promotion of tailored treatment regimens.
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Affiliation(s)
- Jiahua Xing
- Department of Plastic and Reconstructive Surgery, The First Medical Center, Chinese PLA General Hospital, Beijing, China
- School of Medicine, Nankai University, Tianjin, China
| | - Ziqi Jia
- Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, China
| | - Yan Li
- Department of Plastic and Reconstructive Surgery, The First Medical Center, Chinese PLA General Hospital, Beijing, China
- *Correspondence: Yan Han, ; Yan Li,
| | - Yan Han
- Department of Plastic and Reconstructive Surgery, The First Medical Center, Chinese PLA General Hospital, Beijing, China
- *Correspondence: Yan Han, ; Yan Li,
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149
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Lee JY, Kannan B, Lim BY, Li Z, Lim AH, Loh JW, Ko TK, Ng CCY, Chan JY. The Multi-Dimensional Biomarker Landscape in Cancer Immunotherapy. Int J Mol Sci 2022; 23:7839. [PMID: 35887186 PMCID: PMC9323480 DOI: 10.3390/ijms23147839] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 07/10/2022] [Accepted: 07/14/2022] [Indexed: 02/04/2023] Open
Abstract
The field of immuno-oncology is now at the forefront of cancer care and is rapidly evolving. The immune checkpoint blockade has been demonstrated to restore antitumor responses in several cancer types. However, durable responses can be observed only in a subset of patients, highlighting the importance of investigating the tumor microenvironment (TME) and cellular heterogeneity to define the phenotypes that contribute to resistance as opposed to those that confer susceptibility to immune surveillance and immunotherapy. In this review, we summarize how some of the most widely used conventional technologies and biomarkers may be useful for the purpose of predicting immunotherapy outcomes in patients, and discuss their shortcomings. We also provide an overview of how emerging single-cell spatial omics may be applied to further advance our understanding of the interactions within the TME, and how these technologies help to deliver important new insights into biomarker discovery to improve the prediction of patient response.
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Affiliation(s)
- Jing Yi Lee
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore; (J.Y.L.); (B.K.); (B.Y.L.); (Z.L.); (A.H.L.); (J.W.L.); (T.K.K.); (C.C.-Y.N.)
| | - Bavani Kannan
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore; (J.Y.L.); (B.K.); (B.Y.L.); (Z.L.); (A.H.L.); (J.W.L.); (T.K.K.); (C.C.-Y.N.)
| | - Boon Yee Lim
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore; (J.Y.L.); (B.K.); (B.Y.L.); (Z.L.); (A.H.L.); (J.W.L.); (T.K.K.); (C.C.-Y.N.)
| | - Zhimei Li
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore; (J.Y.L.); (B.K.); (B.Y.L.); (Z.L.); (A.H.L.); (J.W.L.); (T.K.K.); (C.C.-Y.N.)
| | - Abner Herbert Lim
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore; (J.Y.L.); (B.K.); (B.Y.L.); (Z.L.); (A.H.L.); (J.W.L.); (T.K.K.); (C.C.-Y.N.)
| | - Jui Wan Loh
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore; (J.Y.L.); (B.K.); (B.Y.L.); (Z.L.); (A.H.L.); (J.W.L.); (T.K.K.); (C.C.-Y.N.)
| | - Tun Kiat Ko
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore; (J.Y.L.); (B.K.); (B.Y.L.); (Z.L.); (A.H.L.); (J.W.L.); (T.K.K.); (C.C.-Y.N.)
| | - Cedric Chuan-Young Ng
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore; (J.Y.L.); (B.K.); (B.Y.L.); (Z.L.); (A.H.L.); (J.W.L.); (T.K.K.); (C.C.-Y.N.)
| | - Jason Yongsheng Chan
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore; (J.Y.L.); (B.K.); (B.Y.L.); (Z.L.); (A.H.L.); (J.W.L.); (T.K.K.); (C.C.-Y.N.)
- Oncology Academic Clinical Program, Duke-NUS Medical School, Singapore 169857, Singapore
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
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150
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Integration of tumor extrinsic and intrinsic features associates with immunotherapy response in non-small cell lung cancer. Nat Commun 2022; 13:4053. [PMID: 35831288 PMCID: PMC9279502 DOI: 10.1038/s41467-022-31769-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Accepted: 07/01/2022] [Indexed: 12/20/2022] Open
Abstract
The efficacy of immune checkpoint blockade (ICB) varies greatly among metastatic non-small cell lung cancer (NSCLC) patients. Loss of heterozygosity at the HLA-I locus (HLA-LOH) has been identified as an important immune escape mechanism. However, despite HLA-I disruptions in their tumor, many patients have durable ICB responses. Here we seek to identify HLA-I-independent features associated with ICB response in NSCLC. We use single-cell profiling to identify tumor-infiltrating, clonally expanded CD4+ T cells that express a canonical cytotoxic gene program and NSCLC cells with elevated HLA-II expression. We postulate cytotoxic CD4+ T cells mediate anti-tumor activity via HLA-II on tumor cells and augment HLA-I-dependent cytotoxic CD8+ T cell interactions to drive ICB response in NSCLC. We show that integrating tumor extrinsic cytotoxic gene expression with tumor mutational burden is associated with longer time to progression in a real-world cohort of 123 NSCLC patients treated with ICB regimens, including those with HLA-LOH. Some cancer patients with impaired HLA-I still respond to immunotherapy. Here the authors combine a cytotoxic gene signature from CD4+ and CD8+ T cells with tumor mutational burden to predict immunotherapy response in NSCLC patients, including those with HLA-LOH.
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