1
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Trehan R, Huang P, Zhu XB, Wang X, Soliman M, Strepay D, Nur A, Kedei N, Arhin M, Ghabra S, Rodríguez-Matos F, Benmebarek MR, Ma C, Korangy F, Greten TF. SPP1 + macrophages cause exhaustion of tumor-specific T cells in liver metastases. Nat Commun 2025; 16:4242. [PMID: 40335453 PMCID: PMC12059142 DOI: 10.1038/s41467-025-59529-0] [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] [Received: 08/19/2024] [Accepted: 04/25/2025] [Indexed: 05/09/2025] Open
Abstract
Functional tumor-specific CD8+ T cells are essential for effective anti-tumor immune response and immune checkpoint inhibitor therapy. Here we show that, compared to other organ sites, primary, metastatic liver tumors in murine models contain a higher number of tumor-specific CD8+ T cells which are also dysfunctional. High-dimensional, multi-omic analysis of patient samples reveals a higher frequency of exhausted tumor-reactive CD8+ T cells and enriched interactions between these cells and SPP1+ macrophages in profibrotic, alpha-SMA rich regions specifically in the liver. Differential pseudotime trajectory inference analysis reveals that extrahepatic signaling promotes an intermediate cell (IC) population in the liver, characterized by co-expression of VISG4, CSF1R, CD163, TGF-βR, IL-6R, and SPP1. Analysis of premetastatic adenocarcinoma patient samples reveals enrichment of this population may predict liver metastasis. These findings suggest a mechanism by which extrahepatic tumors drive liver metastasis by promoting an IC population that inhibits tumor-reactive CD8+ T cell function.
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Affiliation(s)
- Rajiv Trehan
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Patrick Huang
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Xiao Bin Zhu
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Xin Wang
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Marlaine Soliman
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Dillon Strepay
- Auditory Development and Restoration Program, National Institute on Deafness and Other Communication Disorders, National Institutes of Health, Bethesda, MD, USA
| | - Amran Nur
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Noemi Kedei
- Collaborative Protein Technology Resource, OSTR, Office of the Director, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Martin Arhin
- Neurosurgery Unit for Pituitary and Inheritable Diseases, National Institute of Neurological Diseases and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Shadin Ghabra
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Francisco Rodríguez-Matos
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Mohamed-Reda Benmebarek
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Chi Ma
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Firouzeh Korangy
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Tim F Greten
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
- NCI CCR Liver Cancer Program, National Institutes of Health, Bethesda, MD, USA.
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2
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Mungalov RV, Mushenkova NV, Chudakov DM, Turchaninova MA. Engaging T cells for cleanup. Front Immunol 2025; 16:1551424. [PMID: 40416957 PMCID: PMC12099299 DOI: 10.3389/fimmu.2025.1551424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2024] [Accepted: 04/07/2025] [Indexed: 05/27/2025] Open
Abstract
T-cell engagers represent a transformative approach to cancer immunotherapy leveraging bispecific and multispecific antibody constructs to redirect T-cell cytotoxicity toward malignant cells. These molecules bridge T cells and tumor cells by simultaneously binding CD3 on T cells and tumor-associated antigens on cancer cells, thereby enabling precise immune targeting even in immunologically "cold" tumors. Recent advancements include conditional T-cell engagers activated by tumor microenvironment proteases to minimize off-tumor toxicity as well as T-cell receptor-based engagers targeting intracellular antigens via MHC presentation. Clinical successes, such as Kimmtrak in metastatic uveal melanoma, underscore good potential of these modalities, while challenges persist in the management of cytokine release syndrome, neurotoxicity, and tumor resistance. Emerging multispecific engagers are aimed at enhancing efficacy via incorporation of costimulatory signals, thus offering a promising trajectory for next-generation immunotherapies. T-cell engagers are also gaining attention in the treatment of autoimmune disorders, where they can be designed to selectively modulate pathogenic immune responses. By targeting autoreactive T or B cells, T-cell engagers hold promise for restoring immune tolerance in such conditions as HLA-B*27-associated autoimmunity subtypes, multiple sclerosis, rheumatoid arthritis, and type 1 diabetes mellitus. Engineering strategies that incorporate inhibitory receptors or tissue-specific antigens may further refine T-cell engagers' therapeutic potential in autoimmunity, by minimizing systemic immunosuppression while preserving immune homeostasis.
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Affiliation(s)
- Roman V. Mungalov
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow, Russia
- Genomics of Adaptive Immunity Department, Institute of Bioorganic Chemistry, Moscow, Russia
- Faculty of Biology and Biotechnology, Higher School of Economics, Moscow, Russia
| | - Natalia V. Mushenkova
- Genomics of Adaptive Immunity Department, Institute of Bioorganic Chemistry, Moscow, Russia
- Unicorn Capital Partners, Moscow, Russia
| | - Dmitriy M. Chudakov
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow, Russia
- Genomics of Adaptive Immunity Department, Institute of Bioorganic Chemistry, Moscow, Russia
- Center for Molecular and Cellular Biology, Moscow, Russia
- Department of Molecular Medicine, Central European Institute of Technology, Brno, Czechia
- Abu Dhabi Stem Cell Center, Al Muntazah, United Arab Emirates
| | - Maria A. Turchaninova
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow, Russia
- Genomics of Adaptive Immunity Department, Institute of Bioorganic Chemistry, Moscow, Russia
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3
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Kuilman T, Schrikkema DS, Gadiot J, Gomez-Eerland R, Bies L, Walker J, Spaapen RM, Kok H, Houg D, Viyacheva M, Claassen YB, Saornil M, Krijgsman O, Stringer B, Ding H, Geleijnse A, Meinema AC, Weissbrich B, Lancee M, Engele CG, Sabatino M, Chen PL, Tsai KY, Mulé JJ, Sondak VK, van den Bulk J, de Miranda NF, Jedema I, Haanen JG, van Heijst JWJ, Schumacher TN, Linnemann C, Bendle GM. Enabling next-generation engineered TCR-T therapies based on high-throughput TCR discovery from diagnostic tumor biopsies. Nat Commun 2025; 16:649. [PMID: 39809767 PMCID: PMC11733228 DOI: 10.1038/s41467-024-55420-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2024] [Accepted: 12/10/2024] [Indexed: 01/16/2025] Open
Abstract
Adoptive cell therapy with tumor-infiltrating lymphocytes (TIL) can mediate tumor regression, including complete and durable responses, in a range of solid cancers, most notably in melanoma. However, its wider application and efficacy has been restricted by the limited accessibility, proliferative capacity and effector function of tumor-specific TIL. Here, we develop a platform for the efficient identification of tumor-specific TCR genes from diagnostic tumor biopsies, including core-needle biopsies frozen in a non-viable format, to enable engineered T cell therapy. Using a genetic screening approach that detects antigen-reactive TCRs with high sensitivity and specificity based on T cell activation, we show that high complexity TCR libraries can be efficiently screened against multiplexed antigen libraries to identify both HLA class I and II restricted TCRs. Through the identification of neoantigen-specific TCRs directly from melanoma as well as low tumor mutational burden microsatellite-stable colorectal carcinoma samples, we demonstrate the pan-cancer potential of this platform.
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Affiliation(s)
- Thomas Kuilman
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands.
| | - Deborah S Schrikkema
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Jules Gadiot
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Raquel Gomez-Eerland
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Laura Bies
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Julia Walker
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Robbert M Spaapen
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Hanna Kok
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Demi Houg
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Milena Viyacheva
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Yvonne B Claassen
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Manuel Saornil
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Oscar Krijgsman
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Bas Stringer
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Huiwen Ding
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Anou Geleijnse
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Anne C Meinema
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Bianca Weissbrich
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Melissa Lancee
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Carmen G Engele
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Marianna Sabatino
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Pei-Ling Chen
- Department of Pathology, Moffitt Cancer Center, Tampa, FL, USA
- Department of Cutaneous Oncology, Moffitt Cancer Center, Tampa, FL, USA
| | - Kenneth Y Tsai
- Department of Pathology, Moffitt Cancer Center, Tampa, FL, USA
- Department of Cutaneous Oncology, Moffitt Cancer Center, Tampa, FL, USA
| | - James J Mulé
- Department of Cutaneous Oncology, Moffitt Cancer Center, Tampa, FL, USA
- Department of Immunology and Radiation Oncology Program, Moffitt Cancer Center, Tampa, FL, USA
| | - Vernon K Sondak
- Department of Cutaneous Oncology, Moffitt Cancer Center, Tampa, FL, USA
| | - Jitske van den Bulk
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
- Department of Pathology, Leiden University Medical Center, Leiden, The Netherlands
| | - Noel F de Miranda
- Department of Pathology, Leiden University Medical Center, Leiden, The Netherlands
| | - Inge Jedema
- Division of Molecular Oncology & Immunology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - John G Haanen
- Division of Molecular Oncology & Immunology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- Division of Medical Oncology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- Department of Clinical Oncology, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Ton N Schumacher
- Division of Molecular Oncology & Immunology, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- Department of Hematology, Leiden University Medical Center, Leiden, The Netherlands
| | - Carsten Linnemann
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands
| | - Gavin M Bendle
- Neogene Therapeutics, A member of the AstraZeneca Group, Amsterdam, The Netherlands.
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4
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Gielis S, Flumens D, van der Heijden S, Versteven M, De Reu H, Bartholomeus E, Schippers J, Campillo-Davo D, Berneman ZN, Anguille S, Smits E, Ogunjimi B, Lion E, Laukens K, Meysman P. Analysis of Wilms' tumor protein 1 specific TCR repertoire in AML patients uncovers higher diversity in patients in remission than in relapsed. Ann Hematol 2025; 104:317-333. [PMID: 39259326 PMCID: PMC11868354 DOI: 10.1007/s00277-024-05919-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Accepted: 07/26/2024] [Indexed: 09/13/2024]
Abstract
The Wilms' tumor protein 1 (WT1) is a well-known and prioritized tumor-associated antigen expressed in numerous solid and blood tumors. Its abundance and immunogenicity have led to the development of different WT1-specific immune therapies. The driving player in these therapies, the WT1-specific T-cell receptor (TCR) repertoire, has received much less attention. Importantly, T cells with high affinity against the WT1 self-antigen are normally eliminated after negative selection in the thymus and are thus rare in peripheral blood. Here, we developed computational models for the robust and fast identification of WT1-specific TCRs from TCR repertoire data. To this end, WT137-45 (WT1-37) and WT1126-134 (WT1-126)-specific T cells were isolated from WT1 peptide-stimulated blood of healthy individuals. The TCR repertoire from these WT1-specific T cells was sequenced and used to train a pattern recognition model for the identification of WT1-specific TCR patterns for the WT1-37 or WT1-126 epitopes. The resulting computational models were applied on an independent published dataset from acute myeloid leukemia (AML) patients, treated with hematopoietic stem cell transplantation, to track WT1-specific TCRs in silico. Several WT1-specific TCRs were found in AML patients. Subsequent clustering analysis of all repertoires indicated the presence of more diverse TCR patterns within the WT1-specific TCR repertoires of AML patients in complete remission in contrast to relapsing patients. We demonstrate the possibility of tracking WT1-37 and WT1-126-specific TCRs directly from TCR repertoire data using computational methods, eliminating the need for additional blood samples and experiments for the two studied WT1 epitopes.
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MESH Headings
- Humans
- WT1 Proteins/immunology
- Receptors, Antigen, T-Cell/immunology
- Receptors, Antigen, T-Cell/genetics
- Leukemia, Myeloid, Acute/therapy
- Leukemia, Myeloid, Acute/immunology
- Leukemia, Myeloid, Acute/genetics
- Leukemia, Myeloid, Acute/blood
- Female
- Remission Induction
- Male
- Middle Aged
- Adult
- Recurrence
- Epitopes, T-Lymphocyte/immunology
- Hematopoietic Stem Cell Transplantation
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Affiliation(s)
- Sofie Gielis
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Biomedical Informatics Research Network Antwerp (Biomina), University of Antwerp, Antwerp, Belgium
| | - Donovan Flumens
- Laboratory of Experimental Hematology (LEH), Vaccine & Infectious Disease Institute (VAXINFECTIO), Faculty of Medicine and Health Sciences, University of Antwerp, Edegem, Belgium
| | - Sanne van der Heijden
- Laboratory of Experimental Hematology (LEH), Vaccine & Infectious Disease Institute (VAXINFECTIO), Faculty of Medicine and Health Sciences, University of Antwerp, Edegem, Belgium
- Center for Oncological Research (CORE), Integrated Personalized & Precision Oncology Network (IPPON), University of Antwerp, Wilrijk, Belgium
| | - Maarten Versteven
- Laboratory of Experimental Hematology (LEH), Vaccine & Infectious Disease Institute (VAXINFECTIO), Faculty of Medicine and Health Sciences, University of Antwerp, Edegem, Belgium
| | - Hans De Reu
- Laboratory of Experimental Hematology (LEH), Vaccine & Infectious Disease Institute (VAXINFECTIO), Faculty of Medicine and Health Sciences, University of Antwerp, Edegem, Belgium
| | - Esther Bartholomeus
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Centre for Health Economics Research and Modeling Infectious Diseases (CHERMID), Vaccine and Infectious Disease Institute, University of Antwerp, Wilrijk, Belgium
- Antwerp Center for Translational Immunology and Virology (ACTIV), Vaccine and Infectious Disease Institute, University of Antwerp, Wilrijk, Belgium
| | - Jolien Schippers
- Genetics, Pharmacology and Physiopathology of Heart, Blood Vessels and Skeleton (GENCOR) department, University of Antwerp, Edegem, Belgium
| | - Diana Campillo-Davo
- Laboratory of Experimental Hematology (LEH), Vaccine & Infectious Disease Institute (VAXINFECTIO), Faculty of Medicine and Health Sciences, University of Antwerp, Edegem, Belgium
| | - Zwi N Berneman
- Laboratory of Experimental Hematology (LEH), Vaccine & Infectious Disease Institute (VAXINFECTIO), Faculty of Medicine and Health Sciences, University of Antwerp, Edegem, Belgium
- Center for Cell Therapy & Regenerative Medicine (CCRG), Antwerp University Hospital, Edegem, Belgium
| | - Sébastien Anguille
- Laboratory of Experimental Hematology (LEH), Vaccine & Infectious Disease Institute (VAXINFECTIO), Faculty of Medicine and Health Sciences, University of Antwerp, Edegem, Belgium
- Center for Cell Therapy & Regenerative Medicine (CCRG), Antwerp University Hospital, Edegem, Belgium
- Division of Hematology, Antwerp University Hospital, Edegem, Belgium
| | - Evelien Smits
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Center for Oncological Research (CORE), Integrated Personalized & Precision Oncology Network (IPPON), University of Antwerp, Wilrijk, Belgium
- Center for Cell Therapy & Regenerative Medicine (CCRG), Antwerp University Hospital, Edegem, Belgium
| | - Benson Ogunjimi
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Department of Paediatrics, Antwerp University Hospital, Edegem, Belgium
- Centre for Health Economics Research and Modeling Infectious Diseases (CHERMID), Vaccine and Infectious Disease Institute, University of Antwerp, Wilrijk, Belgium
- Antwerp Center for Translational Immunology and Virology (ACTIV), Vaccine and Infectious Disease Institute, University of Antwerp, Wilrijk, Belgium
| | - Eva Lion
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Laboratory of Experimental Hematology (LEH), Vaccine & Infectious Disease Institute (VAXINFECTIO), Faculty of Medicine and Health Sciences, University of Antwerp, Edegem, Belgium
- Center for Cell Therapy & Regenerative Medicine (CCRG), Antwerp University Hospital, Edegem, Belgium
| | - Kris Laukens
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Biomedical Informatics Research Network Antwerp (Biomina), University of Antwerp, Antwerp, Belgium
| | - Pieter Meysman
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium.
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium.
- Biomedical Informatics Research Network Antwerp (Biomina), University of Antwerp, Antwerp, Belgium.
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5
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Hu W, Bian Y, Ji H. TIL Therapy in Lung Cancer: Current Progress and Perspectives. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2409356. [PMID: 39422665 PMCID: PMC11633538 DOI: 10.1002/advs.202409356] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2024] [Revised: 10/03/2024] [Indexed: 10/19/2024]
Abstract
Lung cancer remains the most prevalent malignant tumor worldwide and is the leading cause of cancer-related mortality. Although immune checkpoint blockade has revolutionized the treatment of advanced lung cancer, many patients still do not respond well, often due to the lack of functional T cell infiltration. Adoptive cell therapy (ACT) using expanded immune cells has emerged as an important therapeutic modality. Tumor-infiltrating lymphocytes (TIL) therapy is one form of ACT involving the administration of expanded and activated autologous T cells derived from surgically resected cancer tissues and reinfusion into patients and holds great therapeutic potential for lung cancer. In this review, TIL therapy is introduced and its suitability for lung cancer is discussed. Then its historical and clinical developments are summarized, and the methods developed up-to-date to identify tumor-recognizing TILs and optimize TIL composition. Some perspectives toward future TIL therapy for lung cancer are also provided.
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Affiliation(s)
- Weilei Hu
- Key Laboratory of Systems Health Science of Zhejiang ProvinceSchool of Life ScienceHangzhou Institute for Advanced StudyUniversity of Chinese Academy of SciencesHangzhou310024China
- Key Laboratory of Multi‐Cell SystemsShanghai Institute of Biochemistry and Cell BiologyCenter for Excellence in Molecular Cell ScienceChinese Academy of SciencesShanghai200031China
- University of Chinese Academy of SciencesBeijing100049China
| | - Yifei Bian
- Key Laboratory of Multi‐Cell SystemsShanghai Institute of Biochemistry and Cell BiologyCenter for Excellence in Molecular Cell ScienceChinese Academy of SciencesShanghai200031China
- University of Chinese Academy of SciencesBeijing100049China
| | - Hongbin Ji
- Key Laboratory of Systems Health Science of Zhejiang ProvinceSchool of Life ScienceHangzhou Institute for Advanced StudyUniversity of Chinese Academy of SciencesHangzhou310024China
- Key Laboratory of Multi‐Cell SystemsShanghai Institute of Biochemistry and Cell BiologyCenter for Excellence in Molecular Cell ScienceChinese Academy of SciencesShanghai200031China
- University of Chinese Academy of SciencesBeijing100049China
- School of Life Science and TechnologyShanghai Tech UniversityShanghai200120China
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6
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Song K, Xu H, Shi Y, Zou X, Da LT, Hao J. Investigating TCR-pMHC interactions for TCRs without identified epitopes by constructing a computational pipeline. Int J Biol Macromol 2024; 282:136502. [PMID: 39423970 DOI: 10.1016/j.ijbiomac.2024.136502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Revised: 10/04/2024] [Accepted: 10/09/2024] [Indexed: 10/21/2024]
Abstract
The molecular mechanisms underlying epitope recognition by T cell receptors (TCRs) are critical for activating T cell immune responses and rationally designing TCR-based therapeutics. Single-cell sequencing techniques vastly boost the accumulation of TCR sequences, while the limitation of available TCR-pMHC structures hampers further investigations. In this study, we proposed a computational pipeline that incorporates structural information and single-cell sequencing data to investigate the epitope-recognition mechanisms for TCRs without identified epitopes. By antigen specificity clustering, we mapped the epitope sequences between epitope-known and epitope-unknown TCRs from COVID-19 patients. One reported SARS-CoV-2 epitope, NQKLIANQF (S919-927), was identified for a TCR expressed by 614 T cells (TCR-614). Epitope screening also identified a potential cross-reactive epitope, KLKTLVATA (NSP31790-1798), for a TCR expressed by 204 T cells (TCR-204). By molecular dynamics (MD) simulations, we revealed the detailed epitope-recognition mechanisms for both TCRs. The structural motifs responsible for epitope recognition revealed by the MD simulations are consistent with the sequential features recognized by the sequence-based clustering method. We hope that this strategy could facilitate the discovery and optimization of TCR-based therapeutics.
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Affiliation(s)
- Kaiyuan Song
- Key Laboratory of Systems Biomedicine (Ministry of Education), Shanghai Center for Systems Biomedicine, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Honglin Xu
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Yi Shi
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Shanghai Jiao Tong University, 1954 Huashan Road, Shanghai 200030, China; Shanghai Key Laboratory of Psychotic Disorders, Brain Science and Technology Research Center, Shanghai Jiao Tong University, 1954 Huashan Road, Shanghai 200030, China
| | - Xin Zou
- Digital Diagnosis and Treatment Innovation Center for Cancer, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai 200240, China; Ninth People's Hospital, Shanghai Key Laboratory of Stomatology and Shanghai Research Institute of Stomatology, National Clinical Research Center of Stomatology, Shanghai Jiao Tong University, School of Medicine, Shanghai 200011, China.
| | - Lin-Tai Da
- Key Laboratory of Systems Biomedicine (Ministry of Education), Shanghai Center for Systems Biomedicine, Shanghai Jiao Tong University, Shanghai 200240, China.
| | - Jie Hao
- Institute of Clinical Science, Zhongshan Hospital, Fudan University, Shanghai 200032, China.
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7
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Trehan R, Zhu XB, Huang P, Wang X, Soliman M, Strepay D, Nur A, Kedei N, Arhin M, Ghabra S, Rodríguez-Matos F, Benmebarek MR, Ma C, Korangy F, Greten TF. A Paradoxical Tumor Antigen Specific Response in the Liver. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.19.614002. [PMID: 39372792 PMCID: PMC11451677 DOI: 10.1101/2024.09.19.614002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/08/2024]
Abstract
Functional tumor-specific CD8+ T cells are essential for an effective anti-tumor immune response and the efficacy of immune checkpoint inhibitor therapy. In comparison to other organ sites, we found higher numbers of tumor-specific CD8+ T cells in primary, metastatic liver tumors in murine tumor models. Despite their abundance, CD8+ T cells in the liver displayed an exhausted phenotype. Depletion of CD8+ T cells showed that liver tumor-reactive CD8+ T failed to control liver tumors but was effective against subcutaneous tumors. Similarly, analysis of single-cell RNA sequencing data from patients showed a higher frequency of exhausted tumor-reactive CD8+ T cells in liver metastasis compared to paired primary colon cancer. High-dimensional, multi-omic analysis combining proteomic CODEX and scRNA-seq data revealed enriched interaction of SPP1+ macrophages and CD8+ tumor-reactive T cells in profibrotic, alpha-SMA rich regions in the liver. Liver tumors grew less in Spp1-/- mice and the tumor-specific CD8+ T cells were less exhausted. Differential pseudotime trajectory inference analysis revealed extrahepatic signaling promoting an intermediate cell (IC) population in the liver, characterized by co-expression of VISG4, CSF1R, CD163, TGF-βR, IL-6R, SPP1. scRNA-seq of a third data set of premetastatic adenocarcinoma showed that enrichment of this population may predict liver metastasis. Our data suggests a mechanism by which extrahepatic tumors facilitate the formation of liver metastasis by promoting an IC population inhibiting tumor-reactive CD8+ T cell function.
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Affiliation(s)
- Rajiv Trehan
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Xiao Bin Zhu
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Patrick Huang
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Xin Wang
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Marlaine Soliman
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Dillon Strepay
- Auditory Development and Restoration Program, National Institute on Deafness and Other Communication Disorders, National Institutes of Health, Bethesda, MD, USA
| | - Amran Nur
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Noemi Kedei
- Collaborative Protein Technology Resource, OSTR, Office of the Director, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Martin Arhin
- Neurosurgery Unit for Pituitary and Inheritable Diseases, National Institute of Neurological Diseases and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Shadin Ghabra
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Francisco Rodríguez-Matos
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Mohamed-Reda Benmebarek
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Chi Ma
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Firouzeh Korangy
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
- Senior author
| | - Tim F. Greten
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
- NCI CCR Liver Cancer Program, National Institutes of Health, Bethesda, MD, USA
- Senior author
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8
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Isaacs JF, Degefu HN, Chen T, Kleist SA, Musial SC, Ford MA, Searles TG, Lin CC, Skorput AGJ, Shirai K, Turk MJ, Zanazzi GJ, Rosato PC. CD39 Is Expressed on Functional Effector and Tissue-resident Memory CD8+ T Cells. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2024; 213:588-599. [PMID: 38975728 PMCID: PMC11333163 DOI: 10.4049/jimmunol.2400151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2024] [Accepted: 06/14/2024] [Indexed: 07/09/2024]
Abstract
The ecto-ATPase CD39 is expressed on exhausted CD8+ T cells in chronic viral infection and has been proposed as a marker of tumor-specific CD8+ T cells in cancer, but the role of CD39 in an effector and memory T cell response has not been clearly defined. We report that CD39 is expressed on Ag-specific CD8+ short-lived effector cells, while it's co-ectoenzyme, CD73, is found on memory precursor effector cells (MPECs) in vivo. Inhibition of CD39 enzymatic activity during in vitro T cell priming enhances MPEC differentiation in vivo after transfer and infection. The enriched MPEC phenotype is associated with enhanced tissue resident memory T cell (TRM cell) establishment in the brain and salivary gland following an acute intranasal viral infection, suggesting that CD39 ATPase activity plays a role in memory CD8+ T cell differentiation. We also show that CD39 is expressed on human and murine TRM cells across several nonlymphoid tissues and melanoma, whereas CD73 is expressed on both circulating and resident memory subsets in mice. In contrast to exhausted CD39+ T cells in chronic infection, CD39+ TRM cells are fully functional when stimulated ex vivo with cognate Ag, further expanding the identity of CD39 beyond a T cell exhaustion marker.
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Affiliation(s)
- Jordan F. Isaacs
- Department of Microbiology and Immunology, Geisel School of Medicine at Dartmouth College, Lebanon, NH, USA
| | - Hanna N. Degefu
- Department of Microbiology and Immunology, Geisel School of Medicine at Dartmouth College, Lebanon, NH, USA
| | - Tiffany Chen
- Department of Microbiology and Immunology, Geisel School of Medicine at Dartmouth College, Lebanon, NH, USA
| | - Sierra A. Kleist
- Department of Microbiology and Immunology, Geisel School of Medicine at Dartmouth College, Lebanon, NH, USA
| | - Shawn C. Musial
- Department of Microbiology and Immunology, Geisel School of Medicine at Dartmouth College, Lebanon, NH, USA
| | - Myles A. Ford
- Department of Microbiology and Immunology, Geisel School of Medicine at Dartmouth College, Lebanon, NH, USA
| | - Tyler G. Searles
- Department of Microbiology and Immunology, Geisel School of Medicine at Dartmouth College, Lebanon, NH, USA
| | - Chun-Chieh Lin
- Department of Pathology and Laboratory Medicine, Dartmouth Health, Lebanon NH, USA
| | | | - Keisuke Shirai
- Department of Medicine, Dartmouth Health, Lebanon NH, USA
| | - Mary Jo Turk
- Department of Microbiology and Immunology, Geisel School of Medicine at Dartmouth College, Lebanon, NH, USA
| | - George J. Zanazzi
- Department of Pathology and Laboratory Medicine, Dartmouth Health, Lebanon NH, USA
| | - Pamela C. Rosato
- Department of Microbiology and Immunology, Geisel School of Medicine at Dartmouth College, Lebanon, NH, USA
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9
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Debreceni IL, Barr JY, Upton EM, Chen YG, Lieberman SM. IL-27 promotes pathogenic T cells in a mouse model of Sjögren's disease. Clin Immunol 2024; 264:110260. [PMID: 38788885 PMCID: PMC11203157 DOI: 10.1016/j.clim.2024.110260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Revised: 03/25/2024] [Accepted: 05/21/2024] [Indexed: 05/26/2024]
Abstract
Sjögren's disease (SjD) is a chronic autoimmune disease characterized by focal lymphocytic inflammation in lacrimal and salivary glands. We recently identified IL-27 as a requisite signal for the spontaneous SjD-like manifestations in nonobese diabetic (NOD) mice. Here, we define T cell-intrinsic effects of IL-27 in lacrimal gland disease in NOD mice. IL-27 receptor was required by both CD4 T effector (Te) cells and CD8 T cells to mediate focal inflammation. Intrinsic IL-27 signaling was associated with PD-1 and ICOS expressing T follicular helper (Tfh)-like CD4 Te cells within lacrimal glands, including subsets defined by CD73 or CD39 expression. CD8 T cells capable of IL-27 signaling also expressed PD-1 with subsets expressing ICOS and CD73 demonstrating a T follicular cytotoxic (Tfc)-like cell phenotype and others expressing a CD39hi exhausted-like phenotype. These findings suggest IL-27 is a key early signal driving a follicular-type response in lacrimal gland inflammation in NOD mice.
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Affiliation(s)
- Ivy L Debreceni
- Interdisciplinary Graduate Program in Immunology, Carver College of Medicine, University of Iowa, 500 Newton Road, 2191 Medical Laboratories, Iowa City, IA 52242, USA; Stead Family Department of Pediatrics, Carver College of Medicine, University of Iowa, 500 Newton Road, 2191 Medical Laboratories, Iowa City, IA 52242, USA.
| | - Jennifer Y Barr
- Scientific Editing and Research Communication Core, Carver College of Medicine, University of Iowa, 451 Newton Road, 130 Medicine Administration Building, Iowa City, IA 52242, USA.
| | - Ellen M Upton
- Interdisciplinary Graduate Program in Immunology, Carver College of Medicine, University of Iowa, 500 Newton Road, 2191 Medical Laboratories, Iowa City, IA 52242, USA; Department of Microbiology and Immunology, Carver College of Medicine, University of Iowa, 451 Newton Road, 200 Medicine Administration Building, Iowa City, IA 52242, USA.
| | - Yi-Guang Chen
- Department of Pediatrics, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226, USA.
| | - Scott M Lieberman
- Interdisciplinary Graduate Program in Immunology, Carver College of Medicine, University of Iowa, 500 Newton Road, 2191 Medical Laboratories, Iowa City, IA 52242, USA; Stead Family Department of Pediatrics, Carver College of Medicine, University of Iowa, 500 Newton Road, 2191 Medical Laboratories, Iowa City, IA 52242, USA.
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10
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Izosimova AV, Shabalkina AV, Myshkin MY, Shurganova EV, Myalik DS, Ryzhichenko EO, Samitova AF, Barsova EV, Shagina IA, Britanova OV, Yuzhakova DV, Sharonov GV. Local Enrichment with Convergence of Enriched T-Cell Clones Are Hallmarks of Effective Peptide Vaccination against B16 Melanoma. Vaccines (Basel) 2024; 12:345. [PMID: 38675728 PMCID: PMC11487401 DOI: 10.3390/vaccines12040345] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 03/06/2024] [Accepted: 03/08/2024] [Indexed: 04/28/2024] Open
Abstract
BACKGROUND Some peptide anticancer vaccines elicit a strong T-cell memory response but fail to suppress tumor growth. To gain insight into tumor resistance, we compared two peptide vaccines, p20 and p30, against B16 melanoma, with both exhibiting good in vitro T-cell responses but different tumor suppression abilities. METHODS We compared activation markers and repertoires of T-lymphocytes from tumor-draining (dLN) and non-draining (ndLN) lymph nodes for the two peptide vaccines. RESULTS We showed that the p30 vaccine had better tumor control as opposed to p20. p20 vaccine induced better in vitro T-cell responsiveness but failed to suppress tumor growth. Efficient antitumor vaccination is associated with a higher clonality of cytotoxic T-cells (CTLs) in dLNs compared with ndLNs and the convergence of most of the enriched clones. With the inefficient p20 vaccine, the most expanded and converged were clones of the bystander T-cells without an LN preference. CONCLUSIONS Here, we show that the clonality and convergence of the T-cell response are the hallmarks of efficient antitumor vaccination. The high individual and methodological dependencies of these parameters can be avoided by comparing dLNs and ndLNs.
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Affiliation(s)
- Anna Vyacheslavovna Izosimova
- Research Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, Nizhny Novgorod 603950, Russia; (A.V.I.); (E.V.S.); (D.S.M.); (D.V.Y.)
| | - Alexandra Valerievna Shabalkina
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow 117997, Russia; (A.V.S.); (E.O.R.); (E.V.B.); (I.A.S.); (O.V.B.)
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, Moscow 117997, Russia;
| | - Mikhail Yurevich Myshkin
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, Moscow 117997, Russia;
| | - Elizaveta Viktorovna Shurganova
- Research Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, Nizhny Novgorod 603950, Russia; (A.V.I.); (E.V.S.); (D.S.M.); (D.V.Y.)
| | - Daria Sergeevna Myalik
- Research Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, Nizhny Novgorod 603950, Russia; (A.V.I.); (E.V.S.); (D.S.M.); (D.V.Y.)
- Pathoanatomical Department, Nizhny Novgorod Regional Clinical Cancer Hospital, Nizhny Novgorod 603126, Russia
| | - Ekaterina Olegovna Ryzhichenko
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow 117997, Russia; (A.V.S.); (E.O.R.); (E.V.B.); (I.A.S.); (O.V.B.)
| | - Alina Faritovna Samitova
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Pirogov Russian National Research Medical University, Moscow 117997, Russia;
| | - Ekaterina Vladimirovna Barsova
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow 117997, Russia; (A.V.S.); (E.O.R.); (E.V.B.); (I.A.S.); (O.V.B.)
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, Moscow 117997, Russia;
| | - Irina Aleksandrovna Shagina
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow 117997, Russia; (A.V.S.); (E.O.R.); (E.V.B.); (I.A.S.); (O.V.B.)
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, Moscow 117997, Russia;
| | - Olga Vladimirovna Britanova
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow 117997, Russia; (A.V.S.); (E.O.R.); (E.V.B.); (I.A.S.); (O.V.B.)
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, Moscow 117997, Russia;
| | - Diana Vladimirovna Yuzhakova
- Research Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, Nizhny Novgorod 603950, Russia; (A.V.I.); (E.V.S.); (D.S.M.); (D.V.Y.)
| | - George Vladimirovich Sharonov
- Research Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, Nizhny Novgorod 603950, Russia; (A.V.I.); (E.V.S.); (D.S.M.); (D.V.Y.)
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow 117997, Russia; (A.V.S.); (E.O.R.); (E.V.B.); (I.A.S.); (O.V.B.)
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, Moscow 117997, Russia;
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11
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Isaacs JF, Degefu HN, Chen T, Kleist SA, Musial SC, Ford MA, Searles TG, Lin CC, Skorput AGJ, Shirai K, Turk MJ, Zanazzi GJ, Rosato PC. CD39 is expressed on functional effector and tissue resident memory CD8+ T cells. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.15.585252. [PMID: 38559200 PMCID: PMC10980075 DOI: 10.1101/2024.03.15.585252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
The ecto-ATPase CD39 is expressed on exhausted CD8+ T cells in chronic viral infection and has been proposed as a marker of tumor-specific CD8+ T cells in cancer, but the role of CD39 in an effector and memory T cell response has not been clearly defined. We report that CD39 is expressed on antigen-specific CD8+ short-lived effector cells (SLECs), while it's co-ecto-enzyme, CD73, is found on memory precursor effector cells (MPEC) in vivo . Inhibition of CD39 enzymatic activity during in vitro T cell priming enhances MPEC differentiation in vivo after transfer and infection. The enriched MPEC phenotype is associated with enhanced tissue resident memory (T RM ) establishment in the brain and salivary gland following an acute intranasal viral infection, suggesting that CD39 ATPase activity plays a role in memory CD8+ T cell differentiation. We also show that CD39 is expressed on human and murine T RM across several non-lymphoid tissues and melanoma, while CD73 is expressed on both circulating and resident memory subsets in mice. In contrast to exhausted CD39+ T cells in chronic infection, CD39+ T RM are fully functional when stimulated ex vivo with cognate antigen. This work further expands the identity of CD39 beyond a T cell exhaustion marker.
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12
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Kalinina AA, Khromykh LM, Kazansky DB. T Cell Receptor Chain Centricity: The Phenomenon and Potential Applications in Cancer Immunotherapy. Int J Mol Sci 2023; 24:15211. [PMID: 37894892 PMCID: PMC10607890 DOI: 10.3390/ijms242015211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 09/19/2023] [Accepted: 09/21/2023] [Indexed: 10/29/2023] Open
Abstract
T cells are crucial players in adaptive anti-cancer immunity. The gene modification of T cells with tumor antigen-specific T cell receptors (TCRs) was a milestone in personalized cancer immunotherapy. TCR is a heterodimer (either α/β or γ/δ) able to recognize a peptide antigen in a complex with self-MHC molecules. Although traditional concepts assume that an α- and β-chain contribute equally to antigen recognition, mounting data reveal that certain receptors possess chain centricity, i.e., one hemi-chain TCR dominates antigen recognition and dictates its specificity. Chain-centric TCRs are currently poorly understood in terms of their origin and the functional T cell subsets that express them. In addition, the ratio of α- and β-chain-centric TCRs, as well as the exact proportion of chain-centric TCRs in the native repertoire, is generally still unknown today. In this review, we provide a retrospective analysis of studies that evidence chain-centric TCRs, propose patterns of their generation, and discuss the potential applications of such receptors in T cell gene modification for adoptive cancer immunotherapy.
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Affiliation(s)
| | | | - Dmitry B. Kazansky
- N.N. Blokhin National Medical Research Center of Oncology of the Ministry of Health of the Russian Federation, 115478 Moscow, Russia
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13
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Bravi B, Di Gioacchino A, Fernandez-de-Cossio-Diaz J, Walczak AM, Mora T, Cocco S, Monasson R. A transfer-learning approach to predict antigen immunogenicity and T-cell receptor specificity. eLife 2023; 12:e85126. [PMID: 37681658 PMCID: PMC10522340 DOI: 10.7554/elife.85126] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Accepted: 09/07/2023] [Indexed: 09/09/2023] Open
Abstract
Antigen immunogenicity and the specificity of binding of T-cell receptors to antigens are key properties underlying effective immune responses. Here we propose diffRBM, an approach based on transfer learning and Restricted Boltzmann Machines, to build sequence-based predictive models of these properties. DiffRBM is designed to learn the distinctive patterns in amino-acid composition that, on the one hand, underlie the antigen's probability of triggering a response, and on the other hand the T-cell receptor's ability to bind to a given antigen. We show that the patterns learnt by diffRBM allow us to predict putative contact sites of the antigen-receptor complex. We also discriminate immunogenic and non-immunogenic antigens, antigen-specific and generic receptors, reaching performances that compare favorably to existing sequence-based predictors of antigen immunogenicity and T-cell receptor specificity.
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Affiliation(s)
- Barbara Bravi
- Department of Mathematics, Imperial College LondonLondonUnited Kingdom
- Laboratoire de Physique de l’Ecole Normale Supérieure, ENS, Université PSL, CNRS, Sorbonne Université, Université Paris-CitéParisFrance
| | - Andrea Di Gioacchino
- Laboratoire de Physique de l’Ecole Normale Supérieure, ENS, Université PSL, CNRS, Sorbonne Université, Université Paris-CitéParisFrance
| | - Jorge Fernandez-de-Cossio-Diaz
- Laboratoire de Physique de l’Ecole Normale Supérieure, ENS, Université PSL, CNRS, Sorbonne Université, Université Paris-CitéParisFrance
| | - Aleksandra M Walczak
- Laboratoire de Physique de l’Ecole Normale Supérieure, ENS, Université PSL, CNRS, Sorbonne Université, Université Paris-CitéParisFrance
| | - Thierry Mora
- Laboratoire de Physique de l’Ecole Normale Supérieure, ENS, Université PSL, CNRS, Sorbonne Université, Université Paris-CitéParisFrance
| | - Simona Cocco
- Laboratoire de Physique de l’Ecole Normale Supérieure, ENS, Université PSL, CNRS, Sorbonne Université, Université Paris-CitéParisFrance
| | - Rémi Monasson
- Laboratoire de Physique de l’Ecole Normale Supérieure, ENS, Université PSL, CNRS, Sorbonne Université, Université Paris-CitéParisFrance
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14
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Kalinina A, Persiyantseva N, Britanova O, Lupyr K, Shagina I, Khromykh L, Kazansky D. Unique features of the TCR repertoire of reactivated memory T cells in the experimental mouse tumor model. Comput Struct Biotechnol J 2023; 21:3196-3209. [PMID: 37333858 PMCID: PMC10275742 DOI: 10.1016/j.csbj.2023.05.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 05/24/2023] [Accepted: 05/24/2023] [Indexed: 06/20/2023] Open
Abstract
T cell engineering with T cell receptors (TCR) specific to tumor antigens has become a breakthrough towards personalized cancer adoptive cell immunotherapy. However, the search for therapeutic TCRs is often challenging, and effective strategies are strongly required for the identification and enrichment of tumor-specific T cells that express TCRs with superior functional characteristics. Using an experimental mouse tumor model, we studied sequential changes in TCR repertoire features of T cells involved in the primary and secondary immune responses to allogeneic tumor antigens. In-depth bioinformatics analysis of TCR repertoires showed differences in reactivated memory T cells compared to primarily activated effectors. After cognate antigen re-encounter, memory cells were enriched with clonotypes that express α-chain TCR with high potential cross-reactivity and enhanced strength of interaction with both MHC and docked peptides. Our findings suggest that functionally true memory T cells could be a better source of therapeutic TCRs for adoptive cell therapy. No marked changes were observed in the physicochemical characteristics of TCRβ in reactivated memory clonotypes, indicative of the dominant role of TCRα in the secondary allogeneic immune response. The results of this study could further contribute to the development of TCR-modified T cell products based on the phenomenon of TCR chain centricity.
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Affiliation(s)
- Anastasiia Kalinina
- N.N. Blokhin National Medical Research Center of Oncology of the Ministry of Health of the Russian Federation, Kashirskoe sh. 24, 115478 Moscow, Russian Federation
| | - Nadezda Persiyantseva
- N.N. Blokhin National Medical Research Center of Oncology of the Ministry of Health of the Russian Federation, Kashirskoe sh. 24, 115478 Moscow, Russian Federation
| | - Olga Britanova
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Miklukho-Maklaya st. 16/10, 117997 Moscow, Russian Federation
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Ostrovityanova st.1, 17997 Moscow, Russian Federation
| | - Ksenia Lupyr
- Center of Life Sciences, Skolkovo Institute of Science and Technology, Bolshoi boulevard 30c1, 121205 Moscow, Russian Federation
- Institute of Translational Medicine, Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Pirogov Russian National Research Medical University, Ostrovityanova st.1,build. 1, 17997 Moscow, Russian Federation
| | - Irina Shagina
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Miklukho-Maklaya st. 16/10, 117997 Moscow, Russian Federation
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Ostrovityanova st.1, 17997 Moscow, Russian Federation
| | - Ludmila Khromykh
- N.N. Blokhin National Medical Research Center of Oncology of the Ministry of Health of the Russian Federation, Kashirskoe sh. 24, 115478 Moscow, Russian Federation
| | - Dmitry Kazansky
- N.N. Blokhin National Medical Research Center of Oncology of the Ministry of Health of the Russian Federation, Kashirskoe sh. 24, 115478 Moscow, Russian Federation
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15
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Gerhardt L, Hong MMY, Yousefi Y, Figueredo R, Maleki Vareki S. IL-12 and IL-27 Promote CD39 Expression on CD8+ T Cells and Differentially Regulate the CD39+CD8+ T Cell Phenotype. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2023; 210:1598-1606. [PMID: 37000461 PMCID: PMC10152038 DOI: 10.4049/jimmunol.2200897] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 03/10/2023] [Indexed: 04/01/2023]
Abstract
Tumor-specific CD8+ T cells are critical components of antitumor immunity; however, factors that modulate their phenotype and function have not been completely elucidated. Cytokines IL-12 and IL-27 have recognized roles in promoting CD8+ T cells' effector function and mediated antitumor responses. Tumor-specific CD8+ tumor-infiltrating lymphocytes (TILs) can be identified based on surface expression of CD39, whereas bystander CD8+ TILs do not express this enzyme. It is currently unclear how and why tumor-specific CD8+ T cells uniquely express CD39. Given the important roles of IL-12 and IL-27 in promoting CD8+ T cell functionality, we investigated whether these cytokines could modulate CD39 expression on these cells. Using in vitro stimulation assays, we identified that murine splenic CD8+ T cells differentially upregulate CD39 in the presence of IL-12 and IL-27. Subsequently, we assessed the exhaustion profile of IL-12- and IL-27-induced CD39+CD8+ T cells. Despite the greatest frequency of exhausted CD39+CD8+ T cells after activation with IL-12, as demonstrated by the coexpression of TIM-3+PD-1+LAG-3+ and reduced degranulation capacity, these cells retained the ability to produce IFN-γ. IL-27-induced CD39+CD8+ T cells expressed PD-1 but did not exhibit a terminally exhausted phenotype. IL-27 was able to attenuate IL-12-mediated inhibitory receptor expression on CD39+CD8+ T cells but did not rescue degranulation ability. Using an immunogenic neuro-2a mouse model, inhibiting IL-12 activity reduced CD39+CD8+ TIL frequency compared with controls without changing the overall CD8+ TIL frequency. These results provide insight into immune regulators of CD39 expression on CD8+ T cells and further highlight the differential impact of CD39-inducing factors on the phenotype and effector functions of CD8+ T cells.
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Affiliation(s)
- Lara Gerhardt
- Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada
| | - Megan M. Y. Hong
- Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada
| | - Yeganeh Yousefi
- London Regional Cancer Program, Lawson Health Research Institute, London, Ontario, Canada
| | - Rene Figueredo
- Department of Oncology, Western University, London, Ontario, Canada
| | - Saman Maleki Vareki
- Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada
- London Regional Cancer Program, Lawson Health Research Institute, London, Ontario, Canada
- Department of Oncology, Western University, London, Ontario, Canada
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16
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Smirnova AO, Miroshnichenkova AM, Olshanskaya YV, Maschan MA, Lebedev YB, Chudakov DM, Mamedov IZ, Komkov A. The use of non-functional clonotypes as a natural calibrator for quantitative bias correction in adaptive immune receptor repertoire profiling. eLife 2023; 12:69157. [PMID: 36692004 PMCID: PMC9901932 DOI: 10.7554/elife.69157] [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: 04/06/2021] [Accepted: 01/22/2023] [Indexed: 01/25/2023] Open
Abstract
High-throughput sequencing of adaptive immune receptor repertoires is a valuable tool for receiving insights in adaptive immunity studies. Several powerful TCR/BCR repertoire reconstruction and analysis methods have been developed in the past decade. However, detecting and correcting the discrepancy between real and experimentally observed lymphocyte clone frequencies are still challenging. Here, we discovered a hallmark anomaly in the ratio between read count and clone count-based frequencies of non-functional clonotypes in multiplex PCR-based immune repertoires. Calculating this anomaly, we formulated a quantitative measure of V- and J-genes frequency bias driven by multiplex PCR during library preparation called Over Amplification Rate (OAR). Based on the OAR concept, we developed an original software for multiplex PCR-specific bias evaluation and correction named iROAR: immune Repertoire Over Amplification Removal (https://github.com/smiranast/iROAR). The iROAR algorithm was successfully tested on previously published TCR repertoires obtained using both 5' RACE (Rapid Amplification of cDNA Ends)-based and multiplex PCR-based approaches and compared with a biological spike-in-based method for PCR bias evaluation. The developed approach can increase the accuracy and consistency of repertoires reconstructed by different methods making them more applicable for comparative analysis.
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Affiliation(s)
- Anastasia O Smirnova
- Skolkovo Institute of Science and TechnologyMoscowRussian Federation
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic ChemistryMoscowRussian Federation
| | - Anna M Miroshnichenkova
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic ChemistryMoscowRussian Federation
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and ImmunologyMoscowRussian Federation
| | - Yulia V Olshanskaya
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic ChemistryMoscowRussian Federation
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and ImmunologyMoscowRussian Federation
| | - Michael A Maschan
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and ImmunologyMoscowRussian Federation
| | - Yuri B Lebedev
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic ChemistryMoscowRussian Federation
- Pirogov Russian National Research Medical UniversityMoscowRussian Federation
| | - Dmitriy M Chudakov
- Skolkovo Institute of Science and TechnologyMoscowRussian Federation
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic ChemistryMoscowRussian Federation
- Pirogov Russian National Research Medical UniversityMoscowRussian Federation
- Abu Dhabi Stem Cells CenterAbu DhabiUnited Arab Emirates
| | - Ilgar Z Mamedov
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic ChemistryMoscowRussian Federation
- Pirogov Russian National Research Medical UniversityMoscowRussian Federation
| | - Alexander Komkov
- Department of Genomics of Adaptive Immunity, Shemyakin-Ovchinnikov Institute of Bioorganic ChemistryMoscowRussian Federation
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and ImmunologyMoscowRussian Federation
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17
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Ge W, Dong Y, Deng Y, Chen L, Chen J, Liu M, Wu J, Wang W, Ma X. Potential biomarkers: Identifying powerful tumor specific T cells in adoptive cellular therapy. Front Immunol 2022; 13:1003626. [PMID: 36451828 PMCID: PMC9702804 DOI: 10.3389/fimmu.2022.1003626] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 10/27/2022] [Indexed: 12/01/2023] Open
Abstract
Tumor-specific T cells (TSTs) are essential components for the success of personalized tumor-infiltrating lymphocyte (TIL)-based adoptive cellular therapy (ACT). Therefore, the selection of a common biomarker for screening TSTs in different tumor types, followed by ex vivo expansion to clinical number levels can generate the greatest therapeutic effect. However, studies on shared biomarkers for TSTs have not been realized yet. The present review summarizes the similarities and differences of a number of biomarkers for TSTs in several tumor types studied in the last 5 years, and the advantages of combining biomarkers. In addition, the review discusses the possible shortcomings of current biomarkers and highlights strategies to identify TSTs accurately using intercellular interactions. Finally, the development of TSTs in personalized TIL-based ACT for broader clinical applications is explored.
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Affiliation(s)
- Wu Ge
- Cell Transplantation and Gene Therapy Institute, The Third Xiangya Hospital, Central South University, Changsha, China
- Department of Radiology, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Yuqian Dong
- Department of Radiology, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Yao Deng
- Department of Radiology, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Lujuan Chen
- Department of Radiology, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Juan Chen
- Department of Radiology, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Muqi Liu
- Department of Radiology, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Jianmin Wu
- Department of Radiology, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Wei Wang
- Cell Transplantation and Gene Therapy Institute, The Third Xiangya Hospital, Central South University, Changsha, China
- Department of Radiology, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Xiaoqian Ma
- Cell Transplantation and Gene Therapy Institute, The Third Xiangya Hospital, Central South University, Changsha, China
- Department of Radiology, The Third Xiangya Hospital of Central South University, Changsha, China
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