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Liu Z, Yang Z, Wu J, Zhang W, Sun Y, Zhang C, Bai G, Yang L, Fan H, Chen Y, Zhang L, Jiang B, Liu X, Ma X, Tang W, Liu C, Qu Y, Yan L, Zhao D, Wu Y, He S, Xu L, Peng L, Chen X, Zhou B, Zhao L, Zhao Z, Tan F, Zhang W, Yi D, Li X, Gao Q, Zhang G, Wang Y, Yang M, Fu H, Guo Y, Hu X, Cai Q, Qi L, Bo Y, Peng H, Tian Z, She Y, Zou C, Zhu L, Cheng S, Zhang Y, Zhong W, Chen C, Gao S, Zhang Z. A single-cell atlas reveals immune heterogeneity in anti-PD-1-treated non-small cell lung cancer. Cell 2025; 188:3081-3096.e19. [PMID: 40147443 DOI: 10.1016/j.cell.2025.03.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Revised: 12/20/2024] [Accepted: 03/09/2025] [Indexed: 03/29/2025]
Abstract
Anti-PD-(L)1 treatment is standard for non-small cell lung cancer (NSCLC), but patients show variable responses to the same regimen. The tumor immune microenvironment (TIME) is associated with immunotherapy response, yet the heterogeneous underlying therapeutic outcomes remain underexplored. We applied single-cell RNA and TCR sequencing (scRNA/TCR-seq) to analyze surgical tumor samples from 234 NSCLC patients post-neoadjuvant chemo-immunotherapy. Analyses revealed five distinct TIME subtypes with varying major pathological response (MPR) rates. MPR patients had elevated levels of FGFBP2+ NK/NK-like T cells, memory B cells, or effector T cells, while non-MPR patients showed higher CCR8+ Tregs. T cell clonal expansion analyses unveiled heterogeneity in non-MPR patients, marked by varying expansions of Tex-relevant cells and CCR8+ Tregs. Precursor exhausted T cells (Texp cells) correlated with recurrence-free survival, identifying a patient subgroup with reduced recurrence risk despite lack of MPR. Our study dissects TIME heterogeneity in response to chemoimmunotherapy, offering insights for NSCLC management.
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Affiliation(s)
- Zedao Liu
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China
| | - Zhenlin Yang
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Junqi Wu
- Department of Thoracic Surgery, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai 200433, China
| | - Wenjie Zhang
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China
| | - Yuxuan Sun
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China
| | - Chao Zhang
- Guangdong Lung Cancer Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou 510080, China
| | - Guangyu Bai
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China; Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), The First Department of Thoracic Surgery, Peking University Cancer Hospital and Institute, Peking University School of Oncology, Beijing, China
| | - Li Yang
- Biotherapy Center, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Hongtao Fan
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China
| | - Yawen Chen
- National Key Laboratory of Immune Response and Immunotherapy, Institute of Immunology, Center for Advanced Interdisciplinary Science and Biomedicine of IHM, School of Basic Medical Sciences, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei 230027, China
| | - Lei Zhang
- Department of Thoracic Surgery, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai 200433, China
| | - Benyuan Jiang
- Guangdong Lung Cancer Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou 510080, China
| | - Xiaoyan Liu
- Biotherapy Center, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Xiaoshi Ma
- Department of Urology, Shenzhen People's Hospital (The Second Clinical Medical College of Jinan University), Shenzhen 518020, China
| | - Wei Tang
- Department of Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Chang Liu
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China
| | - Yang Qu
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Lixu Yan
- Department of Pathology, Guangdong Provincial People's Hospital & Guangdong Academy of Medical Sciences, Guangzhou 510080, China
| | - Deping Zhao
- Department of Thoracic Surgery, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai 200433, China
| | - Yilong Wu
- Guangdong Lung Cancer Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou 510080, China
| | - Shun He
- Department of Endoscopy, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Long Xu
- Department of Thoracic Surgery, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai 200433, China
| | - Lishan Peng
- Guangdong Lung Cancer Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou 510080, China
| | - Xiaowei Chen
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Bolun Zhou
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Liang Zhao
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Zhangyi Zhao
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China
| | - Fengwei Tan
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Wanting Zhang
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China
| | - Dingcheng Yi
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China
| | | | - Qianqian Gao
- Institute of Cancer Research, Shenzhen Bay Laboratory, Shenzhen 518132, China
| | - Guangjian Zhang
- Department of Thoracic Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, China
| | - Yongjie Wang
- Department of Thoracic Surgery, The Affiliated Hospital of Qingdao University, Qingdao 266000, China
| | - Minglei Yang
- Department of Thoracic Surgery, Ningbo No.2 Hospital, Ningbo 315010, China
| | - Honghao Fu
- Department of General Thoracic Surgery, Jining First People's Hospital, Affiliated Hospital of Shandong First Medical University, Jining 272000, China
| | - Yongjun Guo
- Department of Molecular Pathology, Affiliated Cancer Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Xueda Hu
- Analytical Biosciences Limited, Beijing, China
| | - Qingyuan Cai
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China
| | - Lu Qi
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China; Changping Laboratory, Beijing 102206, China
| | - Yufei Bo
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China
| | - Hui Peng
- National Key Laboratory of Immune Response and Immunotherapy, Institute of Immunology, Center for Advanced Interdisciplinary Science and Biomedicine of IHM, School of Basic Medical Sciences, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei 230027, China
| | - Zhigang Tian
- National Key Laboratory of Immune Response and Immunotherapy, Institute of Immunology, Center for Advanced Interdisciplinary Science and Biomedicine of IHM, School of Basic Medical Sciences, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei 230027, China.
| | - Yunlang She
- Department of Thoracic Surgery, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai 200433, China.
| | - Chang Zou
- School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen 518172, China; Guangdong Provincial Clinical Research Center for Geriatrics, Shenzhen Clinical Research Center for Geriatrics, Shenzhen People's Hospital (The Second Clinical Medical College of Jinan University), Shenzhen 518020, China.
| | - Linnan Zhu
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China.
| | - Sijin Cheng
- Changping Laboratory, Beijing 102206, China; Chongqing Medical University, Chongqing, China.
| | - Yi Zhang
- Biotherapy Center, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China; Zhongyuan Cell Therapy and Immunotherapy Laboratory, Zhengzhou 450000, China.
| | - Wenzhao Zhong
- Guangdong Lung Cancer Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou 510080, China.
| | - Chang Chen
- Department of Thoracic Surgery, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai 200433, China.
| | - Shugeng Gao
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China.
| | - Zemin Zhang
- Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing 100871, China; Chongqing Medical University, Chongqing, China.
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2
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Cao G, Hu Y, Pan T, Tang E, Asby N, Althaus T, Wan J, Riedell PA, Bishop MR, Kline JP, Huang J. Two-stage CD8 + CAR T-cell differentiation in patients with large B-cell lymphoma. Nat Commun 2025; 16:4205. [PMID: 40328775 PMCID: PMC12055983 DOI: 10.1038/s41467-025-59298-w] [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: 12/06/2024] [Accepted: 04/16/2025] [Indexed: 05/08/2025] Open
Abstract
Advancements in chimeric antigen receptor (CAR) T-cell therapy for treating diffuse large B-cell lymphoma (DLBCL) have been limited by an incomplete understanding of CAR T-cell differentiation in patients. Here, we show via single-cell, multi-modal, and longitudinal analyses, that CD8+ CAR T cells from DLBCL patients successfully treated with axicabtagene ciloleucel undergo two distinct waves of clonal expansion in vivo. The first wave is dominated by an exhausted-like effector memory phenotype during peak expansion (day 8-14). The second wave is dominated by a terminal effector phenotype during the post-peak persistence period (day 21-28). Importantly, the two waves have distinct ontogeny from the infusion product and are biologically uncoupled. Precursors of the first wave exhibit more effector-like signatures, whereas precursors of the second wave exhibit more stem-like signatures. We demonstrate that CAR T-cell expansion and persistence are mediated by clonally, phenotypically, and ontogenically distinct CAR T-cell populations that serve complementary clinical purposes.
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Affiliation(s)
- Guoshuai Cao
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, 60637, USA
| | - Yifei Hu
- Pritzker School of Medicine, University of Chicago, Chicago, IL, 60637, USA
| | - Tony Pan
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, 60637, USA
| | - Erting Tang
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, 60637, USA
| | - Nicholas Asby
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, 60637, USA
| | - Thomas Althaus
- The David and Etta Jonas Center for Cellular Therapy, University of Chicago, Chicago, IL, 60637, USA
| | - Jun Wan
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Peter A Riedell
- The David and Etta Jonas Center for Cellular Therapy, University of Chicago, Chicago, IL, 60637, USA
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
- Committee on Cancer Biology, University of Chicago, Chicago, IL, 60637, USA
| | - Michael R Bishop
- The David and Etta Jonas Center for Cellular Therapy, University of Chicago, Chicago, IL, 60637, USA
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
| | - Justin P Kline
- The David and Etta Jonas Center for Cellular Therapy, University of Chicago, Chicago, IL, 60637, USA
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
- Committee on Cancer Biology, University of Chicago, Chicago, IL, 60637, USA
- Committee on Immunology, University of Chicago, Chicago, IL, 60637, USA
| | - Jun Huang
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, 60637, USA.
- Committee on Cancer Biology, University of Chicago, Chicago, IL, 60637, USA.
- Committee on Immunology, University of Chicago, Chicago, IL, 60637, USA.
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3
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Xiao Y, Jin W, Ju L, Fu J, Wang G, Yu M, Chen F, Qian K, Wang X, Zhang Y. Tracking single-cell evolution using clock-like chromatin accessibility loci. Nat Biotechnol 2025; 43:784-798. [PMID: 38724668 DOI: 10.1038/s41587-024-02241-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Accepted: 04/10/2024] [Indexed: 05/18/2025]
Abstract
Single-cell chromatin accessibility sequencing (scATAC-seq) reconstructs developmental trajectory by phenotypic similarity. However, inferring the exact developmental trajectory is challenging. Previous studies showed age-associated DNA methylation (DNAm) changes in specific genomic regions, termed clock-like differential methylation loci (ClockDML). Age-associated DNAm could either result from or result in chromatin accessibility changes at ClockDML. As cells undergo mitosis, the heterogeneity of chromatin accessibility on clock-like loci is reduced, providing a measure of mitotic age. In this study, we developed a method, called EpiTrace, that counts the fraction of opened clock-like loci from scATAC-seq data to determine cell age and perform lineage tracing in various cell lineages and animal species. It shows concordance with known developmental hierarchies, correlates well with DNAm-based clocks and is complementary with mutation-based lineage tracing, RNA velocity and stemness predictions. Applying EpiTrace to scATAC-seq data reveals biological insights with clinically relevant implications, ranging from hematopoiesis, organ development, tumor biology and immunity to cortical gyrification.
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Affiliation(s)
- Yu Xiao
- Department of Urology, Zhongnan Hospital of Wuhan University, Wuhan, China
- Department of Biological Repositories, Human Genetic Resources Preservation Center of Hubei Province, Hubei Key Laboratory of Urological Diseases, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Wan Jin
- Department of Biological Repositories, Human Genetic Resources Preservation Center of Hubei Province, Hubei Key Laboratory of Urological Diseases, Zhongnan Hospital of Wuhan University, Wuhan, China
- Euler Technology, ZGC Life Sciences Park, Beijing, China
| | - Lingao Ju
- Department of Biological Repositories, Human Genetic Resources Preservation Center of Hubei Province, Hubei Key Laboratory of Urological Diseases, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Jie Fu
- Hong Kong University of Science and Technology, Hong Kong, China
| | - Gang Wang
- Department of Urology, Zhongnan Hospital of Wuhan University, Wuhan, China
- Department of Biological Repositories, Human Genetic Resources Preservation Center of Hubei Province, Hubei Key Laboratory of Urological Diseases, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Mengxue Yu
- Department of Biological Repositories, Human Genetic Resources Preservation Center of Hubei Province, Hubei Key Laboratory of Urological Diseases, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Fangjin Chen
- High Performance Computing Center, Peking-Tsinghua College of Life Sciences, Peking University, Beijing, China
| | - Kaiyu Qian
- Department of Biological Repositories, Human Genetic Resources Preservation Center of Hubei Province, Hubei Key Laboratory of Urological Diseases, Zhongnan Hospital of Wuhan University, Wuhan, China
- Medical Research Institute, Frontier Science Center for Immunology and Metabolism, Taikang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
| | - Xinghuan Wang
- Department of Urology, Zhongnan Hospital of Wuhan University, Wuhan, China.
- Medical Research Institute, Frontier Science Center for Immunology and Metabolism, Taikang Center for Life and Medical Sciences, Wuhan University, Wuhan, China.
- Wuhan Research Center for Infectious Diseases and Cancer, Chinese Academy of Medical Sciences, Wuhan, China.
| | - Yi Zhang
- Euler Technology, ZGC Life Sciences Park, Beijing, China.
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4
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Song N, Elbahnasawy MA, Weng NP. General and individualized changes in T cell immunity during aging. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2025; 214:872-879. [PMID: 40073079 PMCID: PMC12123213 DOI: 10.1093/jimmun/vkae033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Accepted: 11/14/2024] [Indexed: 03/14/2025]
Abstract
Functional alterations with age are observed in all human systems, but the aging of the adaptive immune system displays both general changes affecting all individuals, and idiosyncratic changes that are unique to individuals. In the T cell compartment, general aging manifests in three ways: (1) the reduction of naïve T cells, (2) the accumulation of differentiated memory T cells, and (3) a reduced overall T cell receptor (TCR) repertoire. Idiosyncratic impacts of aging, such as changes in the TCR repertoires of altered memory and naïve T cells are shaped by each person's life exposures. Recent advancements in single-cell sequencing provide new information including the identification of new subpopulations of T cells, characteristics of transcriptome changes in T cells and their TCR clonotype with age, and measurement of individual cell age. Here, we focus on the changes in T cell subpopulations, transcriptomes and TCR repertoires in overall and antigen-specific T cell population with aging.
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Affiliation(s)
- Nianbin Song
- Laboratory of Molecular Biology and Immunology, National Institute on Aging, NIH, Baltimore, MD, United States
| | - Mostafa A Elbahnasawy
- Laboratory of Molecular Biology and Immunology, National Institute on Aging, NIH, Baltimore, MD, United States
| | - Nan-Ping Weng
- Laboratory of Molecular Biology and Immunology, National Institute on Aging, NIH, Baltimore, MD, United States
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5
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Jay A, Pondevida CM, Vahedi G. The epigenetic landscape of fate decisions in T cells. Nat Immunol 2025; 26:544-556. [PMID: 40108419 DOI: 10.1038/s41590-025-02113-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2024] [Accepted: 02/14/2025] [Indexed: 03/22/2025]
Abstract
Specialized T cell subsets mediate adaptive immunity in response to cytokine signaling and specific transcription factor activity. The epigenetic landscape of T cells has an important role in facilitating and establishing T cell fate decisions. Here, we review the interplay between transcription factors, histone modifications, DNA methylation and three-dimensional chromatin organization to define key elements of the epigenetic landscape in T cells. We introduce key technologies in the areas of sequencing, microscopy and proteomics that have enabled the multi-scale profiling of the epigenetic landscape. We highlight the dramatic changes of the epigenetic landscape as multipotent progenitor cells commit to the T cell lineage during development and discuss the epigenetic changes that favor the emergence of CD4+ and CD8+ T cells. Finally, we discuss the inheritance of epigenetic marks and its potential effects on immune responses as well as therapeutic strategies with potential for epigenetic regulation.
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Affiliation(s)
- Atishay Jay
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Bioengineering, School of Engineering and Applied Sciences, University of Pennsylvania, Philadelphia, PA, USA
| | - Carlos M Pondevida
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Bioengineering, School of Engineering and Applied Sciences, University of Pennsylvania, Philadelphia, PA, USA
| | - Golnaz Vahedi
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Institute for Diabetes, Obesity and Metabolism, University of Pennsylvania, Philadelphia, PA, USA.
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
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6
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Cao G, Hu Y, Pan T, Tang E, Asby N, Althaus T, Wan J, Riedell PA, Bishop MR, Kline JP, Huang J. Two-Stage CD8 + CAR T-Cell Differentiation in Patients with Large B-Cell Lymphoma. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.03.05.641715. [PMID: 40161759 PMCID: PMC11952315 DOI: 10.1101/2025.03.05.641715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 04/02/2025]
Abstract
Chimeric antigen receptor (CAR) T-cell therapy has expanded therapeutic options for patients with diffuse large B-cell lymphoma (DLBCL). However, progress in improving clinical outcomes has been limited by an incomplete understanding of CAR T-cell differentiation in patients. To comprehensively investigate CAR T-cell differentiation in vivo, we performed single-cell, multimodal, and longitudinal analyses of CD28-costimulated CAR T cells from infusion product and peripheral blood (day 8-28) of patients with DLBCL who were successfully treated with axicabtagene ciloleucel. Here, we show that CD8+ CAR T cells undergo two distinct waves of clonal expansion. The first wave is dominated by CAR T cells with an exhausted-like effector memory phenotype during the peak expansion period (day 8-14). The second wave is dominated by CAR T cells with a terminal effector phenotype during the post-peak persistence period (day 21-28). Importantly, the two waves have distinct ontogeny and are biologically uncoupled. Furthermore, lineage tracing analysis via each CAR T cell's endogenous TCR clonotype demonstrates that the two waves originate from different effector precursors in the infusion product. Precursors of the first wave exhibit more effector-like signatures, whereas precursors of the second wave exhibit more stem-like signatures. These findings suggest that pre-infusion heterogeneity mediates the two waves of in vivo clonal expansion. Our findings provide evidence against the intuitive idea that the post-peak contraction in CAR abundance is solely apoptosis or extravasation of short-lived CAR T cells from peak expansion. Rather, our findings demonstrate that CAR T-cell expansion and persistence are mediated by clonally, phenotypically, and ontogenically distinct CAR T-cell populations that serve complementary clinical purposes.
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Affiliation(s)
- Guoshuai Cao
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL 60637, USA
| | - Yifei Hu
- Pritzker School of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Tony Pan
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL 60637, USA
| | - Erting Tang
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL 60637, USA
| | - Nick Asby
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL 60637, USA
| | - Thomas Althaus
- The David and Etta Jonas Center for Cellular Therapy, University of Chicago, Chicago, IL 60637, USA
| | - Jun Wan
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Peter A. Riedell
- Committee on Cancer Biology, University of Chicago, Chicago, IL 60637, USA
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
- The David and Etta Jonas Center for Cellular Therapy, University of Chicago, Chicago, IL 60637, USA
| | - Michael R. Bishop
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
- The David and Etta Jonas Center for Cellular Therapy, University of Chicago, Chicago, IL 60637, USA
| | - Justin P. Kline
- Committee on Immunology, University of Chicago, Chicago, IL 60637, USA
- Committee on Cancer Biology, University of Chicago, Chicago, IL 60637, USA
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
- The David and Etta Jonas Center for Cellular Therapy, University of Chicago, Chicago, IL 60637, USA
| | - Jun Huang
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL 60637, USA
- Committee on Immunology, University of Chicago, Chicago, IL 60637, USA
- Committee on Cancer Biology, University of Chicago, Chicago, IL 60637, USA
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7
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Zang H, Liu T, Wang X, Cheng S, Zhu X, Huang C, Duan L, Zhao X, Guo F, Wang X, Zhang C, Yang F, Gu Y, Hu H, Gao S. PD-1 IR2 promotes tumor evasion via deregulating CD8 + T cell function. J Immunother Cancer 2025; 13:e010529. [PMID: 40050045 PMCID: PMC11887316 DOI: 10.1136/jitc-2024-010529] [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: 09/07/2024] [Accepted: 02/22/2025] [Indexed: 03/09/2025] Open
Abstract
BACKGROUND The programmed cell death 1 (PD-1) is an immune checkpoint that mediates immune evasion of tumors. Alternative splicing (AS) such as intron retention (IR) plays a crucial role in the immune-related gene processing and its function. However, it is not clear whether PDCD1 encoding PD-1 exists as an IR splicing isoform and what underlying function of such isoform plays in tumor evasion. METHODS An AS isoform of human PDCD1, characterized by the second IR and named PD-1IR2, was identified by reverse transcription-PCR (RT-PCR) and Sanger sequencing. The expression profile of PD1IR2 was assessed by quantitative RT-PCR and flow cytometry, while its function was evaluated through immune cell proliferation, cytokine interleukin 2 secretion, and tumor cell killing assays. PDCD1IR2 CKI mice which specifically conditional knock-in PDCD1IR2 in T cells and humanized peripheral blood mononuclear cells (PBMC)-NOG (NOD.Cg-PrkdcscidIL2rgtm1Sug/JicCrl) mice were utilized to further confirm the physiological function of PD-1IR2 in vivo. RESULTS PD-1IR2 is expressed in a variety of human leukemia cell lines and tumor-infiltrating lymphocytes. PD-1IR2 expression is induced on T cell activation and regulated by the RNA-binding protein hnRNPLL. PD-1IR2 negatively regulates the immune function of CD8+ T cells, indicated by inhibiting T cell proliferation, cytokine production, and tumor cell killing in vitro. PD-1IR2+ CD8+ T cells show impaired antitumor function, which consequently promote tumor evasion in a conditional knock-in mouse model and a PBMC-engrafted humanized NOG mouse model. PD-1IR2 mice exhibit resistance to anti-PD-L1 therapy compared with wild-type mice. CONCLUSIONS PD-1IR2 is a potential immune checkpoint that may mediate potential resistance to immune checkpoint therapy.
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Affiliation(s)
- Haojing Zang
- Department of Microbiology and Immunology, Shanxi Medical University, Taiyuan, Shanxi, China
- Shanxi Academy of Advanced Research and Innovation, Taiyuan, Shanxi, China
| | - Tongfeng Liu
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
- Medical College, Guizhou University, Guiyang, Guizhou, China
| | - Xiaodong Wang
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
- School of Biomedical Engineering (Suzhou), Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
| | - Shuwen Cheng
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
- Medical School of Nanjing University, Nanjing, Jiangsu, China
| | - Xiaofeng Zhu
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
- Medical College, Guizhou University, Guiyang, Guizhou, China
| | - Chang Huang
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
- Medical College, Guizhou University, Guiyang, Guizhou, China
| | - Liqiang Duan
- Shanxi Academy of Advanced Research and Innovation, Taiyuan, Shanxi, China
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
| | - Xujie Zhao
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
| | - Fang Guo
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
- The Key Laboratory of Medical Molecular Cell Biology of Shanxi Province, Institutes of Biomedical Sciences, Shanxi University, Taiyuan, Shanxi, China
| | - Xuetong Wang
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
- School of Biomedical Engineering (Suzhou), Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
| | - Chang Zhang
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
- Department of oncology, The Key Laboratory of Advanced Interdisciplinary Studies, First Affiliated Hospital of Guangzhou Medical University State Key Laboratory of Respiratory Disease, Guangzhou, Guangdong, China
| | - Facai Yang
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
| | - Yinmin Gu
- The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
- School of Medicine, Southeast University, Nanjing, Jiangsu, China
| | - Hongbo Hu
- Center for Immunology and Hematology, Department of Biotherapy and Cancer Center, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Shan Gao
- Department of Microbiology and Immunology, Shanxi Medical University, Taiyuan, Shanxi, China
- School of Life Sciences and Technology, Advanced Institute for Life and Health, Southeast University Zhongda Hospital, Nanjing, Jiangsu, China
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8
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Woolley CR, Chariker JH, Rouchka EC, Ford EE, Hudson E, Rasche KM, Whitley CS, Vanwinkle Z, Casella CR, Smith ML, Mitchell TC. Full-length mRNA sequencing resolves novel variation in 5' UTR length for genes expressed during human CD4 T-cell activation. Immunogenetics 2025; 77:14. [PMID: 39904916 PMCID: PMC11794378 DOI: 10.1007/s00251-025-01371-1] [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: 11/14/2024] [Accepted: 01/23/2025] [Indexed: 02/06/2025]
Abstract
Isoform sequencing (Iso-Seq) uses long-read technology to produce highly accurate full-length reads of mRNA transcripts. Visualization of individual mRNA molecules can reveal new details of transcript variation within understudied portions of mRNA, such as the 5' untranslated region (UTR). Differential 5' UTRs may contain motifs, upstream open reading frames (uORFs), and secondary structures that can serve to regulate translation or further indicate changes in promoter usage, where transcriptional control may impact protein expression levels. To begin to explore isoform variation during T-cell activation, we generated the first Iso-Seq reference transcriptome of activated human CD4 T cells. Within this dataset, we discovered many novel splice- and end-variant transcripts. Remarkably, one in every eight genes expressed in our dataset was found to have a notable proportion of transcripts with 5' UTR lengthened by over 100 bp compared to the longest corresponding UTR within the Gencode dataset. Among these end-variant transcripts, two novel isoforms were identified for CXCR5, a chemokine receptor associated with T follicular helper cell (Tfh) function and differentiation. When investigated in a model cell system, these lengthened UTR conferred reduced transcript stability and, for one of these isoforms, short uORFs introduced by the added length altered protein expression kinetics. This study highlights instances in which current reference databases are incomplete relative to the information obtained by long-read sequencing of intact mRNA. Iso-Seq is thus a promising approach to better understanding the plasticity of promoter usage, alternative splicing, and UTR sequences that influence RNA stability and translation efficiency.
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Affiliation(s)
- Cassandra R Woolley
- Department of Microbiology and Immunology, University of Louisville School of Medicine, Louisville, KY, USA
| | - Julia H Chariker
- Department of Neuroscience Training, University of Louisville School of Medicine, KY, Louisville, USA
| | - Eric C Rouchka
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY, USA
- KY INBRE Bioinformatics Core, University of Louisville School of Medicine, Louisville, KY, USA
| | - Easton E Ford
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY, USA
| | - Elizabeth Hudson
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY, USA
| | - Kamille M Rasche
- Department of Microbiology and Immunology, University of Louisville School of Medicine, Louisville, KY, USA
| | - Caleb S Whitley
- Department of Microbiology and Immunology, University of Louisville School of Medicine, Louisville, KY, USA
| | - Zachary Vanwinkle
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY, USA
| | - Carolyn R Casella
- Department of Microbiology and Immunology, University of Louisville School of Medicine, Louisville, KY, USA
| | - Melissa L Smith
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY, USA
| | - Thomas C Mitchell
- Department of Microbiology and Immunology, University of Louisville School of Medicine, Louisville, KY, USA.
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9
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Turano PS, Akbulut E, Dewald HK, Vasilopoulos T, Fitzgerald-Bocarsly P, Herbig U, Martínez-Zamudio RI. Epigenetic mechanisms regulating CD8+ T cell senescence in aging humans. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.17.633634. [PMID: 39896543 PMCID: PMC11785101 DOI: 10.1101/2025.01.17.633634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 02/04/2025]
Abstract
Aging leads to the decline of immunity, rendering the elderly susceptible to infection and disease. In the CD8+ T cell compartment, aging leads to a substantial increase of cells with high levels of senescence-associated ß-galactosidase activity (SA-ßGal) and other senescence characteristics, including a pro-inflammatory transcriptome and impaired proliferative potential. Using senescent cell isolation coupled with multiomic profiling, here we characterized the epigenetic mechanisms regulating CD8+ T cell senescence in a cohort of younger and older donors. High levels of SA-ßGal activity defined changes to global transcriptomes and chromatin accessibility landscapes, with a minor effect of age. Widespread enhancer remodeling was required for the repression of functional CD8+ T cell genes and upregulation of inflammatory and secretory pathway genes. Mechanistically, the senescence program in CD8+ T cells was controlled by chromatin state-specific transcription factor (TF) networks whose composition was largely insensitive to donor age. Pharmacological inhibition of TF network nodes AP1, KLF5, and RUNX2 modulated the transcriptional output, demonstrating the feasibility of TF network perturbation as an approach to modulate CD8+ T cell senescence. Further, CD8+ T cell senescence gene signatures faithfully predicted refractoriness to chimeric antigen receptor (CAR) T-cell therapy in a cohort of diffuse large B cell lymphomas and were highly enriched in the transcriptomes of peripheral CD8+ T cells of individuals with active systemic lupus erythematosus. Collectively, our findings demonstrate the potential of multiomic profiling in identifying key regulators of senescence across cell types and suggest a critical role of senescent CD8+ T cells in disease progression.
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Affiliation(s)
- Paolo S Turano
- Rutgers New Jersey Medical School Center for Cell Signaling, Department of Microbiology, Biochemistry, and Molecular Genetics, 205 South Orange Avenue, Newark, NJ, United States
| | - Elizabeth Akbulut
- Rutgers New Jersey Medical School, Department of Pathology, Immunology, and Laboratory Medicine, 185 South Orange Avenue, Newark, NJ, United States
| | - Hannah K Dewald
- Rutgers New Jersey Medical School, Department of Pathology, Immunology, and Laboratory Medicine, 185 South Orange Avenue, Newark, NJ, United States
| | - Themistoklis Vasilopoulos
- Rutgers Robert Wood Johnson Medical School, Department of Pharmacology, 675 Hoes Lane West, Piscataway, NJ, United States
| | - Patricia Fitzgerald-Bocarsly
- Rutgers New Jersey Medical School, Department of Pathology, Immunology, and Laboratory Medicine, 185 South Orange Avenue, Newark, NJ, United States
| | - Utz Herbig
- Rutgers New Jersey Medical School Center for Cell Signaling, Department of Microbiology, Biochemistry, and Molecular Genetics, 205 South Orange Avenue, Newark, NJ, United States
| | - Ricardo Iván Martínez-Zamudio
- Rutgers New Jersey Medical School Center for Cell Signaling, Department of Microbiology, Biochemistry, and Molecular Genetics, 205 South Orange Avenue, Newark, NJ, United States
- Rutgers Robert Wood Johnson Medical School, Department of Pharmacology, 675 Hoes Lane West, Piscataway, NJ, United States
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10
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DeGolier KR, Danis E, D'Antonio M, Cimons J, Yarnell M, Kedl RM, Kohler ME, Scott-Browne JP, Fry TJ. Antigen experience history directs distinct functional states of CD8 + CAR T cells during the antileukemia response. Nat Immunol 2025; 26:68-81. [PMID: 39747430 PMCID: PMC11695263 DOI: 10.1038/s41590-024-02034-1] [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: 12/05/2023] [Accepted: 11/11/2024] [Indexed: 01/04/2025]
Abstract
Although chimeric antigen receptor (CAR) T cells are effective against B-lineage malignancies, post-CAR relapse is common, and efficacy in other tumors is limited. These challenges may be addressed through rational manipulations to control CAR T cell function. Here we examine the impact of cognate T cell antigen experience on subsequent CD8+ CAR T cell activity. Prior antigen encounter resulted in superior effector function against leukemia expressing low target antigen density at the expense of reduced proliferative capacity and susceptibility to dysfunction at limiting CAR doses. Distinctive temporal transcriptomic and epigenetic profiles in naive-derived and memory-derived CAR T cells identified RUNX family transcription factors as potential targets to augment the function of naive-derived CD8+ CAR T cells. RUNX2 overexpression enhanced antitumor efficacy of mouse CAR T cells, dependent on prior cell state, and heightened human CAR T cell functions. Our data demonstrate that prior antigen experience of CAR T cells determines functional attributes and amenability to transcription factor-mediated functional enhancement.
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Affiliation(s)
- Kole R DeGolier
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Etienne Danis
- Biostatistics and Bioinformatics Shared Resource, University of Colorado Cancer Center, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Marc D'Antonio
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Jennifer Cimons
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Michael Yarnell
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Center for Cancer and Blood Disorders, Children's Hospital Colorado, Aurora, CO, USA
| | - Ross M Kedl
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - M Eric Kohler
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Center for Cancer and Blood Disorders, Children's Hospital Colorado, Aurora, CO, USA
| | - James P Scott-Browne
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Immunology and Genomic Medicine, National Jewish Health, Denver, CO, USA
| | - Terry J Fry
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.
- Center for Cancer and Blood Disorders, Children's Hospital Colorado, Aurora, CO, USA.
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11
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Hart AP, Kotzin JJ, Schulz SW, Dunham JS, Keenan AL, Baker JF, Wells AD, Beiting DP, Laufer TM. Angiotensin receptor blockers modulate the lupus CD4+ T cell epigenome characterized by TNF family-linked signaling. JCI Insight 2024; 10:e176811. [PMID: 39688922 PMCID: PMC11948580 DOI: 10.1172/jci.insight.176811] [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: 10/18/2023] [Accepted: 12/13/2024] [Indexed: 12/18/2024] Open
Abstract
In systemic lupus erythematosus (lupus), environmental effects acting within a permissive genetic background lead to autoimmune dysregulation. Dysfunction of CD4+ T cells contributes to pathology by providing help to autoreactive B and T cells, and CD4+ T cell dysfunction coincides with altered DNA methylation and histone modifications of select gene loci. However, chromatin accessibility states of distinct T cell subsets and mechanisms driving heterogeneous chromatin states across patients remain poorly understood. We defined the transcriptome and epigenome of multiple CD4+ T cell populations from patients with lupus and healthy individuals. Most patients with lupus, regardless of disease activity, had enhanced chromatin accessibility bearing hallmarks of inflammatory cytokine signals. Single-cell approaches revealed that chromatin changes extended to naive CD4+ T cells, uniformly affecting naive subpopulations. Transcriptional data and cellular and protein analyses suggested that the TNF family members, TNF-α, LIGHT, and TWEAK, were linked to observed molecular changes and the altered lupus chromatin state. However, we identified a patient subgroup prescribed angiotensin receptor blockers (ARBs), which lacked TNF-linked lupus chromatin accessibility features. These data raise questions about the role of lupus-associated chromatin changes in naive CD4+ T cell activation and differentiation and implicate ARBs in the regulation of disease-driven epigenetic states.
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Affiliation(s)
- Andrew P. Hart
- Division of Rheumatology, Department of Medicine, and
- Institute for Immunology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Jonathan J. Kotzin
- Division of Rheumatology, Department of Medicine, and
- Institute for Immunology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | | | | | | | - Joshua F. Baker
- Division of Rheumatology, Department of Medicine, and
- Division of Rheumatology, Department of Medicine, Corporal Michael J. Crescenz VA Medical Center, Philadelphia, Pennsylvania, USA
- Center for Clinical Epidemiology and Biostatistics and
| | - Andrew D. Wells
- Institute for Immunology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Department of Pathology, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Daniel P. Beiting
- Department of Pathobiology, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Terri M. Laufer
- Division of Rheumatology, Department of Medicine, and
- Institute for Immunology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Division of Rheumatology, Department of Medicine, Corporal Michael J. Crescenz VA Medical Center, Philadelphia, Pennsylvania, USA
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12
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Zhao Y, Yu ZM, Cui T, Li LD, Li YY, Qian FC, Zhou LW, Li Y, Fang QL, Huang XM, Zhang QY, Cai FH, Dong FJ, Shang DS, Li CQ, Wang QY. scBlood: A comprehensive single-cell accessible chromatin database of blood cells. Comput Struct Biotechnol J 2024; 23:2746-2753. [PMID: 39050785 PMCID: PMC11266868 DOI: 10.1016/j.csbj.2024.06.015] [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: 04/16/2024] [Revised: 06/17/2024] [Accepted: 06/18/2024] [Indexed: 07/27/2024] Open
Abstract
The advent of single cell transposase-accessible chromatin sequencing (scATAC-seq) technology enables us to explore the genomic characteristics and chromatin accessibility of blood cells at the single-cell level. To fully make sense of the roles and regulatory complexities of blood cells, it is critical to collect and analyze these rapidly accumulating scATAC-seq datasets at a system level. Here, we present scBlood (https://bio.liclab.net/scBlood/), a comprehensive single-cell accessible chromatin database of blood cells. The current version of scBlood catalogs 770,907 blood cells and 452,247 non-blood cells from ∼400 high-quality scATAC-seq samples covering 30 tissues and 21 disease types. All data hosted on scBlood have undergone preprocessing from raw fastq files and multiple standards of quality control. Furthermore, we conducted comprehensive downstream analyses, including multi-sample integration analysis, cell clustering and annotation, differential chromatin accessibility analysis, functional enrichment analysis, co-accessibility analysis, gene activity score calculation, and transcription factor (TF) enrichment analysis. In summary, scBlood provides a user-friendly interface for searching, browsing, analyzing, visualizing, and downloading scATAC-seq data of interest. This platform facilitates insights into the functions and regulatory mechanisms of blood cells, as well as their involvement in blood-related diseases.
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Affiliation(s)
- Yu Zhao
- The First Affiliated Hospital & MOE Key Lab of Rare Pediatric Diseases, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
- School of Computer, University of South China, Hengyang, Hunan 421001, China
| | - Zheng-Min Yu
- School of Computer, University of South China, Hengyang, Hunan 421001, China
| | - Ting Cui
- The First Affiliated Hospital & MOE Key Lab of Rare Pediatric Diseases, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
| | - Li-Dong Li
- School of Computer, University of South China, Hengyang, Hunan 421001, China
| | - Yan-Yu Li
- School of Medical Informatics, Daqing Campus, Harbin Medical University, Daqing 163319, China
| | - Feng-Cui Qian
- The First Affiliated Hospital, Cardiovascular Lab of Big Data and Imaging Artificial Intelligence, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
| | - Li-Wei Zhou
- State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
| | - Ye Li
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
| | - Qiao-Li Fang
- School of Computer, University of South China, Hengyang, Hunan 421001, China
| | - Xue-Mei Huang
- School of Computer, University of South China, Hengyang, Hunan 421001, China
| | - Qin-Yi Zhang
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
| | - Fu-Hong Cai
- School of Computer, University of South China, Hengyang, Hunan 421001, China
| | - Fu-Juan Dong
- School of Computer, University of South China, Hengyang, Hunan 421001, China
| | - De-Si Shang
- The First Affiliated Hospital, Cardiovascular Lab of Big Data and Imaging Artificial Intelligence, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
| | - Chun-Quan Li
- The First Affiliated Hospital & MOE Key Lab of Rare Pediatric Diseases, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
- School of Computer, University of South China, Hengyang, Hunan 421001, China
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
- Hunan Provincial Key Laboratory of Multi-omics And Artificial Intelligence of Cardiovascular Diseases, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
- Hunan Provincial Maternal and Child Health Care Hospital, National Health Commission Key Laboratory of Birth Defect Research and Prevention, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
- The First Affiliated Hospital, Cardiovascular Lab of Big Data and Imaging Artificial Intelligence, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
- The First Affiliated Hospital, Institute of Cardiovascular Disease, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
| | - Qiu-Yu Wang
- School of Computer, University of South China, Hengyang, Hunan 421001, China
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
- Hunan Provincial Key Laboratory of Multi-omics And Artificial Intelligence of Cardiovascular Diseases, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
- Hunan Provincial Maternal and Child Health Care Hospital, National Health Commission Key Laboratory of Birth Defect Research and Prevention, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
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13
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Zhang X, Liu L. Senescent T Cells: The Silent Culprit in Acute Myeloid Leukemia Progression? Int J Mol Sci 2024; 25:12550. [PMID: 39684260 DOI: 10.3390/ijms252312550] [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: 10/31/2024] [Revised: 11/17/2024] [Accepted: 11/19/2024] [Indexed: 12/18/2024] Open
Abstract
Malignant tumors can evade immune surveillance and elimination through multiple mechanisms, with the induction of immune cell dysfunction serving as a crucial strategy. Mounting evidence indicates that T cell senescence constitutes the primary mechanism underlying T cell dysfunction in acute myeloid leukemia (AML) and represents one of the potential causes of immunotherapy failure. AML usually progresses rapidly and is highly susceptible to drug resistance, thereby resulting in recurrence and patient mortality. Hence, disrupting the immune interface within the bone marrow microenvironment of AML has emerged as a critical objective for synergistically enhancing tumor immunotherapy. In this review, we summarize the general characteristics, distinctive phenotypes, and regulatory signaling networks of senescent T cells and highlight their potential clinical significance in the bone marrow microenvironment of AML. Additionally, we discuss potential therapeutic strategies for alleviating and reversing T cell senescence.
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Affiliation(s)
- Xiaolan Zhang
- Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Lingbo Liu
- Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
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14
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Dimitri AJ, Baxter AE, Chen GM, Hopkins CR, Rouin GT, Huang H, Kong W, Holliday CH, Wiebking V, Bartoszek R, Drury S, Dalton K, Koucky OM, Chen Z, Giles JR, Dils AT, Jung IY, O’Connor R, Collins S, Everett JK, Amses K, Sherrill-Mix S, Chandra A, Goldman N, Vahedi G, Jadlowsky JK, Young RM, Melenhorst JJ, Maude SL, Levine BL, Frey NV, Berger SL, Grupp SA, Porter DL, Herbst F, Porteus MH, Carty SA, Bushman FD, Weber EW, Wherry EJ, Jordan MS, Fraietta JA. TET2 regulates early and late transitions in exhausted CD8 + T cell differentiation and limits CAR T cell function. SCIENCE ADVANCES 2024; 10:eadp9371. [PMID: 39536093 PMCID: PMC11559603 DOI: 10.1126/sciadv.adp9371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 10/08/2024] [Indexed: 11/16/2024]
Abstract
CD8+ T cell exhaustion hampers control of cancer and chronic infections and limits chimeric antigen receptor (CAR) T cell efficacy. Targeting TET2 in CAR T cells provides therapeutic benefit; however, TET2's role in exhausted T cell (TEX) development is unclear. In chronic lymphocytic choriomeningitis virus (LCMV) infection, TET2 drove conversion from stem cell-like TEX progenitors toward terminally differentiated and effector (TEFF)-like TEX. TET2 also enforced a terminally differentiated state in the early bifurcation between TEFF and TEX, indicating broad roles for TET2 in acquisition of effector biology. To exploit the therapeutic potential of TET2, we developed clinically actionable TET2-targeted CAR T cells by disrupting TET2 via knock-in of a safety switch alongside CAR knock-in at the TRAC locus. TET2-targeted CAR T cells exhibited restrained terminal exhaustion in vitro and enhanced antitumor responses in vivo. Thus, TET2 regulates fate transitions in TEX differentiation and can be targeted with a safety mechanism in CAR T cells for improved tumor control.
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Affiliation(s)
- Alexander J. Dimitri
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Amy E. Baxter
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department for Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Gregory M. Chen
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Caitlin R. Hopkins
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Geoffrey T. Rouin
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Division of Oncology, Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Hua Huang
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department for Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Weimin Kong
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Christopher H. Holliday
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Volker Wiebking
- Division of Stem Cell Transplantation and Regenerative Medicine, Department of Pediatrics,, Stanford University, Palo Alto, CA 94304, USA
| | - Robert Bartoszek
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Sydney Drury
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Katherine Dalton
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Owen M. Koucky
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Zeyu Chen
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department for Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Josephine R. Giles
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department for Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Parker Institute for Cancer Immunotherapy, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Alexander T. Dils
- Division of Hematology-Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - In-Young Jung
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Roddy O’Connor
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Parker Institute for Cancer Immunotherapy, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Sierra Collins
- Parker Institute for Cancer Immunotherapy, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Cell and Developmental Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - John K. Everett
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Kevin Amses
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Scott Sherrill-Mix
- Department of Microbiology, Genetics and Immunology, Michigan State University, East Lansing, MI 48824, USA
| | - Aditi Chandra
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Naomi Goldman
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Golnaz Vahedi
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Julie K. Jadlowsky
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Regina M. Young
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Jan Joseph Melenhorst
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Cleveland Clinic Lerner College of Medicine, Cleveland, OH 44195, USA
| | - Shannon L. Maude
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Division of Oncology, Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Bruce L. Levine
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Noelle V. Frey
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Cleveland Clinic Lerner College of Medicine, Cleveland, OH 44195, USA
| | - Shelley L. Berger
- Parker Institute for Cancer Immunotherapy, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Cell and Developmental Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Stephan A. Grupp
- Division of Oncology, Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - David L. Porter
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Division of Hematology and Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Friederike Herbst
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Matthew H. Porteus
- Division of Stem Cell Transplantation and Regenerative Medicine, Department of Pediatrics,, Stanford University, Palo Alto, CA 94304, USA
| | - Shannon A. Carty
- Division of Hematology-Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Frederic D. Bushman
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Evan W. Weber
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Division of Oncology, Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Parker Institute for Cancer Immunotherapy, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - E. John Wherry
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department for Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Parker Institute for Cancer Immunotherapy, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Martha S. Jordan
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Parker Institute for Cancer Immunotherapy, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Joseph A. Fraietta
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
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15
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Gabriel AAG, Racle J, Falquet M, Jandus C, Gfeller D. Robust estimation of cancer and immune cell-type proportions from bulk tumor ATAC-Seq data. eLife 2024; 13:RP94833. [PMID: 39383060 PMCID: PMC11464006 DOI: 10.7554/elife.94833] [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] [Indexed: 10/11/2024] Open
Abstract
Assay for Transposase-Accessible Chromatin sequencing (ATAC-Seq) is a widely used technique to explore gene regulatory mechanisms. For most ATAC-Seq data from healthy and diseased tissues such as tumors, chromatin accessibility measurement represents a mixed signal from multiple cell types. In this work, we derive reliable chromatin accessibility marker peaks and reference profiles for most non-malignant cell types frequently observed in the microenvironment of human tumors. We then integrate these data into the EPIC deconvolution framework (Racle et al., 2017) to quantify cell-type heterogeneity in bulk ATAC-Seq data. Our EPIC-ATAC tool accurately predicts non-malignant and malignant cell fractions in tumor samples. When applied to a human breast cancer cohort, EPIC-ATAC accurately infers the immune contexture of the main breast cancer subtypes.
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Affiliation(s)
- Aurélie Anne-Gaëlle Gabriel
- Department of Oncology, Ludwig Institute for Cancer Research, University of LausanneLausanneSwitzerland
- Agora Cancer Research CenterLausanneSwitzerland
- Swiss Cancer Center Leman (SCCL)GenevaSwitzerland
- Swiss Institute of Bioinformatics (SIB)LausanneSwitzerland
| | - Julien Racle
- Department of Oncology, Ludwig Institute for Cancer Research, University of LausanneLausanneSwitzerland
- Agora Cancer Research CenterLausanneSwitzerland
- Swiss Cancer Center Leman (SCCL)GenevaSwitzerland
- Swiss Institute of Bioinformatics (SIB)LausanneSwitzerland
| | - Maryline Falquet
- Swiss Cancer Center Leman (SCCL)GenevaSwitzerland
- Ludwig Institute for Cancer Research, Lausanne BranchLausanneSwitzerland
- Department of Pathology and Immunology, Faculty of Medicine, University of GenevaGenevaSwitzerland
- Geneva Center for Inflammation ResearchGenevaSwitzerland
| | - Camilla Jandus
- Swiss Cancer Center Leman (SCCL)GenevaSwitzerland
- Ludwig Institute for Cancer Research, Lausanne BranchLausanneSwitzerland
- Department of Pathology and Immunology, Faculty of Medicine, University of GenevaGenevaSwitzerland
- Geneva Center for Inflammation ResearchGenevaSwitzerland
| | - David Gfeller
- Department of Oncology, Ludwig Institute for Cancer Research, University of LausanneLausanneSwitzerland
- Agora Cancer Research CenterLausanneSwitzerland
- Swiss Cancer Center Leman (SCCL)GenevaSwitzerland
- Swiss Institute of Bioinformatics (SIB)LausanneSwitzerland
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16
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Fiorenza S, Zheng Y, Purushe J, Bock TJ, Sarthy J, Janssens DH, Sheih AS, Kimble EL, Kirchmeier D, Phi TD, Gauthier J, Hirayama AV, Riddell SR, Wu Q, Gottardo R, Maloney DG, Yang JYH, Henikoff S, Turtle CJ. Histone marks identify novel transcription factors that parse CAR-T subset-of-origin, clinical potential and expansion. Nat Commun 2024; 15:8309. [PMID: 39333103 PMCID: PMC11436946 DOI: 10.1038/s41467-024-52503-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Accepted: 09/11/2024] [Indexed: 09/29/2024] Open
Abstract
Chimeric antigen receptor-modified T cell (CAR-T) immunotherapy has revolutionised blood cancer treatment. Parsing the genetic underpinnings of T cell quality and CAR-T efficacy is challenging. Transcriptomics inform CAR-T state, but the nature of dynamic transcription during activation hinders identification of transiently or minimally expressed genes, such as transcription factors, and over-emphasises effector and metabolism genes. Here we explore whether analyses of transcriptionally repressive and permissive histone methylation marks describe CAR-T cell functional states and therapeutic potential beyond transcriptomic analyses. Histone mark analyses improve identification of differences between naïve, central memory, and effector memory CD8 + T cell subsets of human origin, and CAR-T derived from these subsets. We find important differences between CAR-T manufactured from central memory cells of healthy donors and of patients. By examining CAR-T products from a clinical trial in lymphoma (NCT01865617), we find a novel association between the activity of the transcription factor KLF7 with in vivo CAR-T accumulation in patients and demonstrate that over-expression of KLF7 increases in vitro CAR-T proliferation and IL-2 production. In conclusion, histone marks provide a rich dataset for identification of functionally relevant genes not apparent by transcriptomics.
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Affiliation(s)
- S Fiorenza
- Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.
| | - Y Zheng
- Basic Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Bioinformatics and Computational Biology Department, University of Texas, MD Anderson Cancer Center, Houston, TX, USA
| | - J Purushe
- Clinical Research Division, Fred Hutchinson Cancer Cente, Seattle, WA, USA
| | - T J Bock
- Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
| | - J Sarthy
- Clinical Research Division, Fred Hutchinson Cancer Cente, Seattle, WA, USA
| | - D H Janssens
- Basic Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Department of Epigenetics, Van Andel Institute, Grand Rapids, MI, USA
| | - A S Sheih
- Clinical Research Division, Fred Hutchinson Cancer Cente, Seattle, WA, USA
| | - E L Kimble
- Clinical Research Division, Fred Hutchinson Cancer Cente, Seattle, WA, USA
| | - D Kirchmeier
- Clinical Research Division, Fred Hutchinson Cancer Cente, Seattle, WA, USA
| | - T D Phi
- Clinical Research Division, Fred Hutchinson Cancer Cente, Seattle, WA, USA
| | - J Gauthier
- Clinical Research Division, Fred Hutchinson Cancer Cente, Seattle, WA, USA
| | - A V Hirayama
- Clinical Research Division, Fred Hutchinson Cancer Cente, Seattle, WA, USA
| | - S R Riddell
- Clinical Research Division, Fred Hutchinson Cancer Cente, Seattle, WA, USA
| | - Q Wu
- Clinical Research Division, Fred Hutchinson Cancer Cente, Seattle, WA, USA
| | - R Gottardo
- Biomedical Data Sciences, Lausanne University Hospital, Lausanne, Switzerland
| | - D G Maloney
- Clinical Research Division, Fred Hutchinson Cancer Cente, Seattle, WA, USA
| | - J Y H Yang
- Sydney Precision Data Science Centre, The University of Sydney, Sydney, NSW, Australia
| | - S Henikoff
- Basic Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - C J Turtle
- Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
- Royal North Shore Hospital, St. Leonards, NSW, Australia
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17
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Morgan DM, Horton BL, Bhandarkar V, Van R, Dinter T, Zagorulya M, Love JC, Spranger S. Expansion of tumor-reactive CD8 + T cell clonotypes occurs in the spleen in response to immune checkpoint blockade. Sci Immunol 2024; 9:eadi3487. [PMID: 39270006 PMCID: PMC11580689 DOI: 10.1126/sciimmunol.adi3487] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 05/11/2024] [Accepted: 08/15/2024] [Indexed: 09/15/2024]
Abstract
Immune checkpoint blockade (ICB) enhances T cell responses against cancer, leading to long-term survival in a fraction of patients. CD8+ T cell differentiation in response to chronic antigen stimulation is highly complex, and it remains unclear precisely which T cell differentiation states at which anatomic sites are critical for the response to ICB. We identified an intermediate-exhausted population in the white pulp of the spleen that underwent substantial expansion in response to ICB and gave rise to tumor-infiltrating clonotypes. Increased systemic antigen redirected differentiation of this population toward a more circulatory exhausted KLR state, whereas a lack of cross-presented tumor antigen reduced its differentiation in the spleen. An analogous population of exhausted KLR CD8+ T cells in human blood samples exhibited diminished tumor-trafficking ability. Collectively, our data demonstrate the critical role of antigen density within the spleen for the differentiation and expansion of T cell clonotypes in response to ICB.
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Affiliation(s)
| | | | | | - Richard Van
- Koch Institute at MIT
- Department of Biology, MIT
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18
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Buquicchio FA, Fonseca R, Yan PK, Wang F, Evrard M, Obers A, Gutierrez JC, Raposo CJ, Belk JA, Daniel B, Zareie P, Yost KE, Qi Y, Yin Y, Nico KF, Tierney FM, Howitt MR, Lareau CA, Satpathy AT, Mackay LK. Distinct epigenomic landscapes underlie tissue-specific memory T cell differentiation. Immunity 2024; 57:2202-2215.e6. [PMID: 39043184 DOI: 10.1016/j.immuni.2024.06.014] [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: 12/18/2023] [Revised: 05/07/2024] [Accepted: 06/27/2024] [Indexed: 07/25/2024]
Abstract
The memory CD8+ T cell pool contains phenotypically and transcriptionally heterogeneous subsets with specialized functions and recirculation patterns. Here, we examined the epigenetic landscape of CD8+ T cells isolated from seven non-lymphoid organs across four distinct infection models, alongside their circulating T cell counterparts. Using single-cell transposase-accessible chromatin sequencing (scATAC-seq), we found that tissue-resident memory T (TRM) cells and circulating memory T (TCIRC) cells develop along distinct epigenetic trajectories. We identified organ-specific transcriptional regulators of TRM cell development, including FOSB, FOS, FOSL1, and BACH2, and defined an epigenetic signature common to TRM cells across organs. Finally, we found that although terminal TEX cells share accessible regulatory elements with TRM cells, they are defined by TEX-specific epigenetic features absent from TRM cells. Together, this comprehensive data resource shows that TRM cell development is accompanied by dynamic transcriptome alterations and chromatin accessibility changes that direct tissue-adapted and functionally distinct T cell states.
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Affiliation(s)
- Frank A Buquicchio
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Program in Immunology, Stanford University, Stanford, CA 94304, USA; Gladstone-UCSF Institute of Genomic Immunology, San Francisco, CA 94158, USA
| | - Raissa Fonseca
- Department of Microbiology and Immunology, The University of Melbourne at The Peter Doherty Institute for Infection and Immunity, Melbourne, VIC 3000, Australia
| | - Patrick K Yan
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Program in Immunology, Stanford University, Stanford, CA 94304, USA
| | - Fangyi Wang
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Program in Immunology, Stanford University, Stanford, CA 94304, USA
| | - Maximilien Evrard
- Department of Microbiology and Immunology, The University of Melbourne at The Peter Doherty Institute for Infection and Immunity, Melbourne, VIC 3000, Australia
| | - Andreas Obers
- Department of Microbiology and Immunology, The University of Melbourne at The Peter Doherty Institute for Infection and Immunity, Melbourne, VIC 3000, Australia
| | - Jacob C Gutierrez
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Program in Immunology, Stanford University, Stanford, CA 94304, USA
| | - Colin J Raposo
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Program in Immunology, Stanford University, Stanford, CA 94304, USA
| | - Julia A Belk
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Department of Computer Science, Stanford University, Stanford, CA 94305, USA
| | - Bence Daniel
- Department of Pathology, Stanford University, Stanford, CA 94305, USA
| | - Pirooz Zareie
- Department of Microbiology and Immunology, The University of Melbourne at The Peter Doherty Institute for Infection and Immunity, Melbourne, VIC 3000, Australia
| | - Kathryn E Yost
- Department of Pathology, Stanford University, Stanford, CA 94305, USA
| | - Yanyan Qi
- Department of Pathology, Stanford University, Stanford, CA 94305, USA
| | - Yajie Yin
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Program in Immunology, Stanford University, Stanford, CA 94304, USA
| | - Katherine F Nico
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Program in Immunology, Stanford University, Stanford, CA 94304, USA
| | - Flora M Tierney
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Program in Immunology, Stanford University, Stanford, CA 94304, USA
| | - Michael R Howitt
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Program in Immunology, Stanford University, Stanford, CA 94304, USA
| | - Caleb A Lareau
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Program in Immunology, Stanford University, Stanford, CA 94304, USA; Parker Institute for Cancer Immunotherapy, Stanford University, Stanford, CA 94129, USA; Gladstone-UCSF Institute of Genomic Immunology, San Francisco, CA 94158, USA
| | - Ansuman T Satpathy
- Department of Pathology, Stanford University, Stanford, CA 94305, USA; Program in Immunology, Stanford University, Stanford, CA 94304, USA; Parker Institute for Cancer Immunotherapy, Stanford University, Stanford, CA 94129, USA; Gladstone-UCSF Institute of Genomic Immunology, San Francisco, CA 94158, USA.
| | - Laura K Mackay
- Department of Microbiology and Immunology, The University of Melbourne at The Peter Doherty Institute for Infection and Immunity, Melbourne, VIC 3000, Australia.
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19
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Wang K, Coutifaris P, Brocks D, Wang G, Azar T, Solis S, Nandi A, Anderson S, Han N, Manne S, Kiner E, Sachar C, Lucas M, George S, Yan PK, Kier MW, Laughlin AI, Kothari S, Giles J, Mathew D, Ghinnagow R, Alanio C, Flowers A, Xu W, Tenney DJ, Xu X, Amaravadi RK, Karakousis GC, Schuchter LM, Buggert M, Oldridge D, Minn AJ, Blank C, Weber JS, Mitchell TC, Farwell MD, Herati RS, Huang AC. Combination anti-PD-1 and anti-CTLA-4 therapy generates waves of clonal responses that include progenitor-exhausted CD8 + T cells. Cancer Cell 2024; 42:1582-1597.e10. [PMID: 39214097 PMCID: PMC11387127 DOI: 10.1016/j.ccell.2024.08.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Revised: 07/17/2024] [Accepted: 08/08/2024] [Indexed: 09/04/2024]
Abstract
Combination checkpoint blockade with anti-PD-1 and anti-CTLA-4 antibodies has shown promising efficacy in melanoma. However, the underlying mechanism in humans remains unclear. Here, we perform paired single-cell RNA and T cell receptor (TCR) sequencing across time in 36 patients with stage IV melanoma treated with anti-PD-1, anti-CTLA-4, or combination therapy. We develop the algorithm Cyclone to track temporal clonal dynamics and underlying cell states. Checkpoint blockade induces waves of clonal T cell responses that peak at distinct time points. Combination therapy results in greater magnitude of clonal responses at 6 and 9 weeks compared to single-agent therapies, including melanoma-specific CD8+ T cells and exhausted CD8+ T cell (TEX) clones. Focused analyses of TEX identify that anti-CTLA-4 induces robust expansion and proliferation of progenitor TEX, which synergizes with anti-PD-1 to reinvigorate TEX during combination therapy. These next generation immune profiling approaches can guide the selection of drugs, schedule, and dosing for novel combination strategies.
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Affiliation(s)
- Kevin Wang
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Paulina Coutifaris
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | | | - Guanning Wang
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Tarek Azar
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Sabrina Solis
- Department of Medicine, Grossman School of Medicine, New York University, New York, NY 10016, USA
| | - Ajeya Nandi
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Shaneaka Anderson
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Nicholas Han
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Sasikanth Manne
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | | | | | - Minke Lucas
- Department of Medical Oncology, Netherlands Cancer Institute, Amsterdam 1066 CX, the Netherlands
| | - Sangeeth George
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Patrick K Yan
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Melanie W Kier
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Amy I Laughlin
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Shawn Kothari
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Josephine Giles
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Divij Mathew
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Reem Ghinnagow
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Cecile Alanio
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, 75005 Paris, France; Clinical Immunology and Immunomonitoring Laboratory, Institut Curie, Paris, France
| | - Ahron Flowers
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Tara Miller Melanoma Center, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Wei Xu
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | | | - Xiaowei Xu
- Tara Miller Melanoma Center, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Ravi K Amaravadi
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Tara Miller Melanoma Center, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA 19104, USA; Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Giorgos C Karakousis
- Tara Miller Melanoma Center, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA 19104, USA; Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Lynn M Schuchter
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Tara Miller Melanoma Center, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA 19104, USA; Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Marcus Buggert
- Institute for Immunology and Immune Health, Philadelphia, PA 19104, USA
| | - Derek Oldridge
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Center for Computational and Genomic Medicine, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Andy J Minn
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Immunology and Immune Health, Philadelphia, PA 19104, USA; Parker Institute for Cancer Immunotherapy, Philadelphia, PA 19104, USA
| | - Christian Blank
- Department of Medical Oncology, Netherlands Cancer Institute, Amsterdam 1066 CX, the Netherlands; Department of Medical Oncology, Leiden University Medical Center (LUMC), Leiden 2333 ZA, the Netherlands; Department of Hematology and Oncology, University Clinic of Regensburg (UKR), 93053 Regensburg, Germany
| | - Jeffrey S Weber
- Department of Medicine, Grossman School of Medicine, New York University, New York, NY 10016, USA
| | - Tara C Mitchell
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Tara Miller Melanoma Center, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA 19104, USA; Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Michael D Farwell
- Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Ramin S Herati
- Department of Medicine, Grossman School of Medicine, New York University, New York, NY 10016, USA.
| | - Alexander C Huang
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Tara Miller Melanoma Center, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA 19104, USA; Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Immunology and Immune Health, Philadelphia, PA 19104, USA; Parker Institute for Cancer Immunotherapy, Philadelphia, PA 19104, USA; Department of Cancer Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.
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20
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Heim K, Sagar, Sogukpinar Ö, Llewellyn-Lacey S, Price DA, Emmerich F, Kraft ARM, Cornberg M, Kielbassa S, Knolle P, Wohlleber D, Bengsch B, Boettler T, Neumann-Haefelin C, Thimme R, Hofmann M. Attenuated effector T cells are linked to control of chronic HBV infection. Nat Immunol 2024; 25:1650-1662. [PMID: 39198634 PMCID: PMC11362014 DOI: 10.1038/s41590-024-01928-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Accepted: 07/12/2024] [Indexed: 09/01/2024]
Abstract
Hepatitis B virus (HBV)-specific CD8+ T cells play a dominant role during acute-resolving HBV infection but are functionally impaired during chronic HBV infection in humans. These functional deficits have been linked with metabolic and phenotypic heterogeneity, but it has remained unclear to what extent different subsets of HBV-specific CD8+ T cells still suppress viral replication. We addressed this issue by deep profiling, functional testing and perturbation of HBV-specific CD8+ T cells during different phases of chronic HBV infection. Our data revealed a mechanism of effector CD8+ T cell attenuation that emerges alongside classical CD8+ T cell exhaustion. Attenuated HBV-specific CD8+ T cells were characterized by cytotoxic properties and a dampened effector differentiation program, determined by antigen recognition and TGFβ signaling, and were associated with viral control during chronic HBV infection. These observations identify a distinct subset of CD8+ T cells linked with immune efficacy in the context of a chronic human viral infection with immunotherapeutic potential.
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Affiliation(s)
- Kathrin Heim
- Department of Medicine II, Medical Center - University of Freiburg, Freiburg, Germany
- Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Sagar
- Department of Medicine II, Medical Center - University of Freiburg, Freiburg, Germany
- Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Özlem Sogukpinar
- Department of Medicine II, Medical Center - University of Freiburg, Freiburg, Germany
- Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Sian Llewellyn-Lacey
- Division of Infection and Immunity, Cardiff University School of Medicine, University Hospital of Wales, Cardiff, UK
| | - David A Price
- Division of Infection and Immunity, Cardiff University School of Medicine, University Hospital of Wales, Cardiff, UK
- Systems Immunity Research Institute, Cardiff University School of Medicine, University Hospital of Wales, Cardiff, UK
| | - Florian Emmerich
- Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Institute for Transfusion Medicine and Gene Therapy, University Medical Center, University of Freiburg, Freiburg, Germany
| | - Anke R M Kraft
- Department of Gastroenterology, Hepatology, Infectious Diseases and Endocrinology, Hannover Medical School, Hannover, Germany
- German Centre for Infection Research (DZIF), partner site Hannover-Braunschweig, Braunschweig, Germany
- Centre for Individualised Infection Medicine (CiiM), Hannover, Germany
- Cluster of Excellence Resolving Infection Susceptibility (RESIST; EXC), Hannover Medical School, Hannover, Germany
| | - Markus Cornberg
- Department of Gastroenterology, Hepatology, Infectious Diseases and Endocrinology, Hannover Medical School, Hannover, Germany
- German Centre for Infection Research (DZIF), partner site Hannover-Braunschweig, Braunschweig, Germany
- Centre for Individualised Infection Medicine (CiiM), Hannover, Germany
- Cluster of Excellence Resolving Infection Susceptibility (RESIST; EXC), Hannover Medical School, Hannover, Germany
| | - Sophie Kielbassa
- Department of Medicine II, Medical Center - University of Freiburg, Freiburg, Germany
- Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Percy Knolle
- Institute of Molecular Immunology, School of Medicine, Technical University of Munich (TUM), Munich, Germany
- German Center for Infection Research, Munich, Germany
- Institute of Molecular Immunology, School of Life Science, TUM, Munich, Germany
| | - Dirk Wohlleber
- Institute of Molecular Immunology, School of Medicine, Technical University of Munich (TUM), Munich, Germany
| | - Bertram Bengsch
- Department of Medicine II, Medical Center - University of Freiburg, Freiburg, Germany
- Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Signaling Research Centres BIOSS and CIBSS, University of Freiburg, Freiburg, Germany
| | - Tobias Boettler
- Department of Medicine II, Medical Center - University of Freiburg, Freiburg, Germany
- Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Christoph Neumann-Haefelin
- Department of Medicine II, Medical Center - University of Freiburg, Freiburg, Germany
- Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Robert Thimme
- Department of Medicine II, Medical Center - University of Freiburg, Freiburg, Germany.
- Faculty of Medicine, University of Freiburg, Freiburg, Germany.
| | - Maike Hofmann
- Department of Medicine II, Medical Center - University of Freiburg, Freiburg, Germany.
- Faculty of Medicine, University of Freiburg, Freiburg, Germany.
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21
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Mushajiang M, Li Y, Sun Z, Liu J, Zhang L, Wang Z. USP10 alleviates Nε-carboxymethyl-lysine-induced vascular calcification and atherogenesis in diabetes mellitus by promoting AMPK activation. Cell Signal 2024; 120:111211. [PMID: 38705504 DOI: 10.1016/j.cellsig.2024.111211] [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: 01/31/2024] [Revised: 04/21/2024] [Accepted: 05/03/2024] [Indexed: 05/07/2024]
Abstract
Vascular calcification (VC) is a characteristic feature in patients with diabetes mellitus (DM) and is closely associated with the osteogenic differentiation of vascular smooth muscle cells (VSMCs). Ubiquitin-Specific Protease 10 (USP10) has been shown to regulate multiple cellular processes; however, its relationship with diabetic VC remains unclear. This study aims to elucidate the role of USP10 in VC development and the underlying regulatory mechanisms. Nε-carboxymethyl lysine (CML) was significantly increased in calcified ateries from diabetic atherosclerosis ApoE-/- mice fed with high-fat diets. CML downregulated USP10 expression in VSMCs and calcified mice coronary arteries, as assessd by Western blotting, RT-qPCR,immunofluorescence and immunohistochemistry. Loss-and gain-of-function experiments were conducted both in vitro and in vivo to verify the biological functions of USP10. Ectopic expression of USP10 mitigated the severity of VC. With regard to the mechanism, the interaction between USP10 and AMPKα was investigated through double-label immunofluorescence and Co-immunoprecipitation. In vitro ubiquitination assay revealed that USP10 was capable of mediating AMPKα ubiquitination and caused increased AMPKα phosphorylation level at Thr172. Moreover, the anticalcification effect of USP10 was reversed by pharmacological inhibition of AMPK signaling pathway. The current fundings suggest an important role of USP10 in diabetic VC progression, at least in part, via mediating the ubiquitination and activation of AMPKα. USP10 may serve as a novel therapeutic target for the treatment of diabetic VC.
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MESH Headings
- Animals
- Ubiquitin Thiolesterase/metabolism
- Ubiquitin Thiolesterase/genetics
- Vascular Calcification/metabolism
- Vascular Calcification/pathology
- Mice
- Atherosclerosis/metabolism
- Atherosclerosis/pathology
- Lysine/metabolism
- Lysine/analogs & derivatives
- AMP-Activated Protein Kinases/metabolism
- Male
- Ubiquitination
- Mice, Inbred C57BL
- Humans
- Muscle, Smooth, Vascular/metabolism
- Muscle, Smooth, Vascular/pathology
- Myocytes, Smooth Muscle/metabolism
- Myocytes, Smooth Muscle/pathology
- Diabetes Mellitus, Experimental/metabolism
- Diabetes Mellitus, Experimental/complications
- Diabetes Mellitus, Experimental/pathology
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Affiliation(s)
- Mayibai Mushajiang
- Department of Cardiology, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu 212001, China
| | - Yalan Li
- Department of Cardiology, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu 212001, China
| | - Zhen Sun
- Department of Cardiology, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu 212001, China
| | - Jia Liu
- Department of Cardiology, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu 212001, China
| | - Lili Zhang
- Department of Cardiology, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu 212001, China
| | - Zhongqun Wang
- Department of Cardiology, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu 212001, China.
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22
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Witkop EM, Diggins K, Wiedeman A, Serti E, Nepom G, Gersuk VH, Fuchs B, Long SA, Linsley PS. Interconnected lineage trajectories link conventional and natural killer (NK)-like exhausted CD8 + T cells beneficial in type 1 diabetes. Commun Biol 2024; 7:773. [PMID: 38937521 PMCID: PMC11211332 DOI: 10.1038/s42003-024-06456-3] [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: 08/17/2023] [Accepted: 06/14/2024] [Indexed: 06/29/2024] Open
Abstract
Distinct Natural Killer (NK)-like CD57+ and PD-1+ CD8+ exhausted-like T cell populations (Tex) have both been linked to beneficial immunotherapy response in autoimmune type 1 diabetes (T1D) patients. The origins and relationships between these cell types are poorly understood. Here we show that while PD-1+ and CD57+ Tex populations are epigenetically similar, CD57+ Tex cells display unique increased chromatin accessibility of inhibitory Killer Cell Immunoglobulin-like Receptor (iKIR) and other NK cell genes. PD-1+ and CD57+ Tex also show reciprocal expression of Inhibitory Receptors (IRs) and iKIRs accompanied by chromatin accessibility of Tcf1 and Tbet transcription factor target sites, respectively. CD57+ Tex show unappreciated gene expression heterogeneity and share clonal relationships with PD-1+ Tex, with these cells differentiating along four interconnected lineage trajectories: Tex-PD-1+, Tex-CD57+, Tex-Branching, and Tex-Fluid. Our findings demonstrate new relationships between Tex-like populations in human autoimmune disease and suggest that modulating common precursor populations may enhance response to autoimmune disease treatment.
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Affiliation(s)
- Erin M Witkop
- Benaroya Research Institute, Systems Immunology, Seattle, WA, USA
| | - Kirsten Diggins
- Benaroya Research Institute, Systems Immunology, Seattle, WA, USA
| | - Alice Wiedeman
- Benaroya Research Institute, Translational Immunology, Seattle, WA, USA
| | | | - Gerald Nepom
- Benaroya Research Institute, Translational Immunology, Seattle, WA, USA
- Immune Tolerance Network (ITN), Bethesda, MD, USA
| | - Vivian H Gersuk
- Benaroya Research Institute, Genomics Core, Seattle, WA, USA
| | - Bryce Fuchs
- Benaroya Research Institute, Translational Immunology, Seattle, WA, USA
| | - S Alice Long
- Benaroya Research Institute, Translational Immunology, Seattle, WA, USA
| | - Peter S Linsley
- Benaroya Research Institute, Systems Immunology, Seattle, WA, USA.
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23
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Mathew D, Marmarelis ME, Foley C, Bauml JM, Ye D, Ghinnagow R, Ngiow SF, Klapholz M, Jun S, Zhang Z, Zorc R, Davis CW, Diehn M, Giles JR, Huang AC, Hwang WT, Zhang NR, Schoenfeld AJ, Carpenter EL, Langer CJ, Wherry EJ, Minn AJ. Combined JAK inhibition and PD-1 immunotherapy for non-small cell lung cancer patients. Science 2024; 384:eadf1329. [PMID: 38900877 PMCID: PMC11327955 DOI: 10.1126/science.adf1329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 05/05/2024] [Indexed: 06/22/2024]
Abstract
Persistent inflammation driven by cytokines such as type-one interferon (IFN-I) can cause immunosuppression. We show that administration of the Janus kinase 1 (JAK1) inhibitor itacitinib after anti-PD-1 (programmed cell death protein 1) immunotherapy improves immune function and antitumor responses in mice and results in high response rates (67%) in a phase 2 clinical trial for metastatic non-small cell lung cancer. Patients who failed to respond to initial anti-PD-1 immunotherapy but responded after addition of itacitinib had multiple features of poor immune function to anti-PD-1 alone that improved after JAK inhibition. Itacitinib promoted CD8 T cell plasticity and therapeutic responses of exhausted and effector memory-like T cell clonotypes. Patients with persistent inflammation refractory to itacitinib showed progressive CD8 T cell terminal differentiation and progressive disease. Thus, JAK inhibition may improve the efficacy of anti-PD-1 immunotherapy by pivoting T cell differentiation dynamics.
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Affiliation(s)
- Divij Mathew
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Melina E. Marmarelis
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Caitlin Foley
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Mark Foundation Center for Immunotherapy, Immune Signaling, and Radiation, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Joshua M. Bauml
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Darwin Ye
- Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Mark Foundation Center for Immunotherapy, Immune Signaling, and Radiation, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Reem Ghinnagow
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Mark Foundation Center for Immunotherapy, Immune Signaling, and Radiation, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Shin Foong Ngiow
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Max Klapholz
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Mark Foundation Center for Immunotherapy, Immune Signaling, and Radiation, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Soyeong Jun
- Department of Radiation Oncology and Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Zhaojun Zhang
- Department of Statistics, The Wharton School, University of Pennsylvania, Philadelphia, PA, USA
| | - Robert Zorc
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Christiana W. Davis
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Maximillian Diehn
- Department of Radiation Oncology and Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Josephine R. Giles
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Alexander C. Huang
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Wei-Ting Hwang
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Nancy R. Zhang
- Department of Statistics, The Wharton School, University of Pennsylvania, Philadelphia, PA, USA
| | - Adam J. Schoenfeld
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Erica L. Carpenter
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Corey J. Langer
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - E. John Wherry
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Mark Foundation Center for Immunotherapy, Immune Signaling, and Radiation, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Andy J. Minn
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Mark Foundation Center for Immunotherapy, Immune Signaling, and Radiation, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
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24
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Correa-Medero LO, Jankowski SE, Hong HS, Armas ND, Vijendra AI, Reynolds MB, Fogo GM, Awad D, Dils AT, Inoki KA, Williams RG, Ye AM, Svezhova N, Gomez-Rivera F, Collins KL, O'Riordan MX, Sanderson TH, Lyssiotis CA, Carty SA. ER-associated degradation adapter Sel1L is required for CD8 + T cell function and memory formation following acute viral infection. Cell Rep 2024; 43:114156. [PMID: 38687642 PMCID: PMC11194752 DOI: 10.1016/j.celrep.2024.114156] [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: 10/09/2023] [Revised: 03/06/2024] [Accepted: 04/10/2024] [Indexed: 05/02/2024] Open
Abstract
The maintenance of antigen-specific CD8+ T cells underlies the efficacy of vaccines and immunotherapies. Pathways contributing to CD8+ T cell loss are not completely understood. Uncovering the pathways underlying the limited persistence of CD8+ T cells would be of significant benefit for developing novel strategies of promoting T cell persistence. Here, we demonstrate that murine CD8+ T cells experience endoplasmic reticulum (ER) stress following activation and that the ER-associated degradation (ERAD) adapter Sel1L is induced in activated CD8+ T cells. Sel1L loss limits CD8+ T cell function and memory formation following acute viral infection. Mechanistically, Sel1L is required for optimal bioenergetics and c-Myc expression. Finally, we demonstrate that human CD8+ T cells experience ER stress upon activation and that ER stress is negatively associated with improved T cell functionality in T cell-redirecting therapies. Together, these results demonstrate that ER stress and ERAD are important regulators of T cell function and persistence.
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Affiliation(s)
- Luis O Correa-Medero
- Graduate Program in Immunology, University of Michigan, Ann Arbor, MI 48109, USA
| | | | - Hanna S Hong
- Graduate Program in Immunology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Nicholas D Armas
- Graduate Program in Immunology, University of Michigan, Ann Arbor, MI 48109, USA
| | | | - Mack B Reynolds
- Graduate Program in Immunology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Garrett M Fogo
- Neuroscience Graduate Program, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Dominik Awad
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Alexander T Dils
- Division of Hematology and Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | | | - Reid G Williams
- Graduate Program in Immunology, University of Michigan, Ann Arbor, MI 48109, USA
| | | | - Nadezhda Svezhova
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA; Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI 48109, USA
| | | | - Kathleen L Collins
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA; Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI 48109, USA; Cellular and Molecular Biology Graduate Program, University of Michigan, Ann Arbor, MI 48109, USA
| | - Mary X O'Riordan
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Thomas H Sanderson
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI 48109, USA; Department of Emergency Medicine, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Costas A Lyssiotis
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI 48109, USA; Rogel Cancer Center, University of Michigan, Ann Arbor, MI 48109, USA
| | - Shannon A Carty
- Division of Hematology and Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA; Rogel Cancer Center, University of Michigan, Ann Arbor, MI 48109, USA.
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25
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Thomas MF, Slowikowski K, Manakongtreecheep K, Sen P, Samanta N, Tantivit J, Nasrallah M, Zubiri L, Smith NP, Tirard A, Ramesh S, Arnold BY, Nieman LT, Chen JH, Eisenhaure T, Pelka K, Song Y, Xu KH, Jorgji V, Pinto CJ, Sharova T, Glasser R, Chan P, Sullivan RJ, Khalili H, Juric D, Boland GM, Dougan M, Hacohen N, Li B, Reynolds KL, Villani AC. Single-cell transcriptomic analyses reveal distinct immune cell contributions to epithelial barrier dysfunction in checkpoint inhibitor colitis. Nat Med 2024; 30:1349-1362. [PMID: 38724705 PMCID: PMC11673812 DOI: 10.1038/s41591-024-02895-x] [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: 06/06/2022] [Accepted: 03/01/2024] [Indexed: 05/23/2024]
Abstract
Immune checkpoint inhibitor (ICI) therapy has revolutionized oncology, but treatments are limited by immune-related adverse events, including checkpoint inhibitor colitis (irColitis). Little is understood about the pathogenic mechanisms driving irColitis, which does not readily occur in model organisms, such as mice. To define molecular drivers of irColitis, we used single-cell multi-omics to profile approximately 300,000 cells from the colon mucosa and blood of 13 patients with cancer who developed irColitis (nine on anti-PD-1 or anti-CTLA-4 monotherapy and four on dual ICI therapy; most patients had skin or lung cancer), eight controls on ICI therapy and eight healthy controls. Patients with irColitis showed expanded mucosal Tregs, ITGAEHi CD8 tissue-resident memory T cells expressing CXCL13 and Th17 gene programs and recirculating ITGB2Hi CD8 T cells. Cytotoxic GNLYHi CD4 T cells, recirculating ITGB2Hi CD8 T cells and endothelial cells expressing hypoxia gene programs were further expanded in colitis associated with anti-PD-1/CTLA-4 therapy compared to anti-PD-1 therapy. Luminal epithelial cells in patients with irColitis expressed PCSK9, PD-L1 and interferon-induced signatures associated with apoptosis, increased cell turnover and malabsorption. Together, these data suggest roles for circulating T cells and epithelial-immune crosstalk critical to PD-1/CTLA-4-dependent tolerance and barrier function and identify potential therapeutic targets for irColitis.
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Affiliation(s)
- Molly Fisher Thomas
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA.
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA.
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA.
- Harvard Medical School, Boston, MA, USA.
- Division of Gastroenterology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.
- Division of Gastroenterology, Department of Medicine, Oregon Health and Sciences University, Portland, OR, USA.
- Department of Cell, Developmental, and Cancer Biology, Oregon Health and Sciences University, Portland, OR, USA.
| | - Kamil Slowikowski
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA.
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA.
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA.
- Harvard Medical School, Boston, MA, USA.
| | - Kasidet Manakongtreecheep
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Pritha Sen
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Transplant, Oncology, and Immunocompromised Host Group, Division of Infectious Disease, Department of Medicine, Brigham and Women's Hospital and Dana-Farber Cancer Institute, Boston, MA, USA
| | - Nandini Samanta
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Jessica Tantivit
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Mazen Nasrallah
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Division of Rheumatology, Department of Medicine, North Shore Physicians Group, Mass General Brigham Healthcare Center, Lynn, MA, USA
| | - Leyre Zubiri
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Neal P Smith
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Alice Tirard
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Swetha Ramesh
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Benjamin Y Arnold
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Linda T Nieman
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Jonathan H Chen
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Thomas Eisenhaure
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Karin Pelka
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Gladstone-UCSF Institute of Genomic Immunology, San Francisco, CA, USA
| | - Yuhui Song
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
| | - Katherine H Xu
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
| | - Vjola Jorgji
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | | | - Tatyana Sharova
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Rachel Glasser
- Division of Gastroenterology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - PuiYee Chan
- Harvard Medical School, Boston, MA, USA
- Clinical Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Ryan J Sullivan
- Harvard Medical School, Boston, MA, USA
- Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Hamed Khalili
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Division of Gastroenterology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Dejan Juric
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Genevieve M Boland
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Michael Dougan
- Harvard Medical School, Boston, MA, USA
- Division of Gastroenterology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Nir Hacohen
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Bo Li
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Genentech, South San Francisco, CA, USA
| | - Kerry L Reynolds
- Harvard Medical School, Boston, MA, USA
- Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Alexandra-Chloé Villani
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA.
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA.
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA.
- Harvard Medical School, Boston, MA, USA.
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26
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Rea M, Kimmerer G, Mittendorf S, Xiong X, Green M, Chandler D, Saintilnord W, Blackburn J, Gao T, Fondufe-Mittendorf YN. A dynamic model of inorganic arsenic-induced carcinogenesis reveals an epigenetic mechanism for epithelial-mesenchymal plasticity. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 347:123586. [PMID: 38467368 PMCID: PMC11005477 DOI: 10.1016/j.envpol.2024.123586] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 02/12/2024] [Accepted: 02/14/2024] [Indexed: 03/13/2024]
Abstract
Inorganic arsenic (iAs) causes cancer by initiating dynamic transitions between epithelial and mesenchymal cell phenotypes. These transitions transform normal cells into cancerous cells, and cancerous cells into metastatic cells. Most in vitro models assume that transitions between states are binary and complete, and do not consider the possibility that intermediate, stable cellular states might exist. In this paper, we describe a new, two-hit in vitro model of iAs-induced carcinogenesis that extends to 28 weeks of iAs exposure. Through week 17, the model faithfully recapitulates known and expected phenotypic, genetic, and epigenetic characteristics of iAs-induced carcinogenesis. By 28 weeks, however, exposed cells exhibit stable, intermediate phenotypes and epigenetic properties, and key transcription factor promoters (SNAI1, ZEB1) enter an epigenetically poised or bivalent state. These data suggest that key epigenetic transitions and cellular states exist during iAs-induced epithelial-to-mesenchymal transition (EMT), and that it is important for our in vitro models to encapsulate all aspects of EMT and the mesenchymal-to-epithelial transition (MET). In so doing, and by understanding the epigenetic systems controlling these transitions, we might find new, unexpected opportunities for developing targeted, cell state-specific therapeutics.
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Affiliation(s)
- Matthew Rea
- Department of Epigenetics, Van Andel Institute, Grand Rapids, MI, 49502, USA
| | - Greg Kimmerer
- Department of Biology, University of Kentucky, Lexington, KY, 40506, USA
| | - Shania Mittendorf
- Department of Biology, University of Kentucky, Lexington, KY, 40506, USA
| | - Xiaopeng Xiong
- Department of Molecular and Cellular Biochemistry, University of Kentucky, Lexington, KY, 40536, USA; Markey Cancer Center, University of Kentucky, Lexington, KY, 40536, USA
| | - Meghan Green
- Department of Molecular and Cellular Biochemistry, University of Kentucky, Lexington, KY, 40536, USA; Markey Cancer Center, University of Kentucky, Lexington, KY, 40536, USA
| | - Darrell Chandler
- Department of Epigenetics, Van Andel Institute, Grand Rapids, MI, 49502, USA
| | - Wesley Saintilnord
- Department of Epigenetics, Van Andel Institute, Grand Rapids, MI, 49502, USA; Department of Molecular and Cellular Biochemistry, University of Kentucky, Lexington, KY, 40536, USA
| | - Jessica Blackburn
- Department of Molecular and Cellular Biochemistry, University of Kentucky, Lexington, KY, 40536, USA; Markey Cancer Center, University of Kentucky, Lexington, KY, 40536, USA
| | - Tianyan Gao
- Department of Molecular and Cellular Biochemistry, University of Kentucky, Lexington, KY, 40536, USA; Markey Cancer Center, University of Kentucky, Lexington, KY, 40536, USA
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27
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Long SA, Muir VS, Jones BE, Wall VZ, Ylescupidez A, Hocking AM, Pribitzer S, Thorpe J, Fuchs B, Wiedeman AE, Tatum M, Lambert K, Uchtenhagen H, Speake C, Ng B, Heubeck AT, Torgerson TR, Savage AK, Maldonado MA, Ray N, Khaychuk V, Liu J, Linsley PS, Buckner JH. Abatacept increases T cell exhaustion in early RA individuals who carry HLA risk alleles. Front Immunol 2024; 15:1383110. [PMID: 38650930 PMCID: PMC11033422 DOI: 10.3389/fimmu.2024.1383110] [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: 02/06/2024] [Accepted: 03/26/2024] [Indexed: 04/25/2024] Open
Abstract
Exhausted CD8 T cells (TEX) are associated with worse outcome in cancer yet better outcome in autoimmunity. Building on our past findings of increased TIGIT+KLRG1+ TEX with teplizumab therapy in type 1 diabetes (T1D), in the absence of treatment we found that the frequency of TIGIT+KLRG1+ TEX is stable within an individual but differs across individuals in both T1D and healthy control (HC) cohorts. This TIGIT+KLRG1+ CD8 TEX population shares an exhaustion-associated EOMES gene signature in HC, T1D, rheumatoid arthritis (RA), and cancer subjects, expresses multiple inhibitory receptors, and is hyporesponsive in vitro, together suggesting co-expression of TIGIT and KLRG1 may broadly define human peripheral exhausted cells. In HC and RA subjects, lower levels of EOMES transcriptional modules and frequency of TIGIT+KLRG1+ TEX were associated with RA HLA risk alleles (DR0401, 0404, 0405, 0408, 1001) even when considering disease status and cytomegalovirus (CMV) seropositivity. Moreover, the frequency of TIGIT+KLRG1+ TEX was significantly increased in RA HLA risk but not non-risk subjects treated with abatacept (CTLA4Ig). The DR4 association and selective modulation with abatacept suggests that therapeutic modulation of TEX may be more effective in DR4 subjects and TEX may be indirectly influenced by cellular interactions that are blocked by abatacept.
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Affiliation(s)
- Sarah Alice Long
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Virginia S. Muir
- Center for Systems Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Britta E. Jones
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Valerie Z. Wall
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Alyssa Ylescupidez
- Center for Interventional Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Anne M. Hocking
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Stephan Pribitzer
- Center for Systems Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Jerill Thorpe
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Bryce Fuchs
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Alice E. Wiedeman
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Megan Tatum
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Katharina Lambert
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Hannes Uchtenhagen
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Cate Speake
- Center for Interventional Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Bernard Ng
- VA National Rheumatology Program, Specialty Care Program Office, Washington, DC, United States
- Rheumatology Section, VA Puget Sound Health Care System, Seattle, WA, United States
- Department of Medicine, Division of Rheumatology, University of Washington, Seattle, WA, United States
| | | | | | - Adam K. Savage
- Allen Institute for Immunology, Seattle, WA, United States
| | | | | | | | - Jinqi Liu
- Bristol Myers Squibb, Princeton, NJ, United States
| | - Peter S. Linsley
- Center for Systems Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
| | - Jane H. Buckner
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
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28
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Xia Y, Chen K, Yang Q, Chen Z, Jin L, Zhang L, Yu X, Wang L, Xie C, Zhao Y, Shen Y, Tong J. Methylation in cornea and corneal diseases: a systematic review. Cell Death Discov 2024; 10:169. [PMID: 38589350 PMCID: PMC11002037 DOI: 10.1038/s41420-024-01935-2] [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: 11/30/2023] [Revised: 03/24/2024] [Accepted: 03/25/2024] [Indexed: 04/10/2024] Open
Abstract
Corneal diseases are among the primary causes of blindness and vision loss worldwide. However, the pathogenesis of corneal diseases remains elusive, and diagnostic and therapeutic tools are limited. Thus, identifying new targets for the diagnosis and treatment of corneal diseases has gained great interest. Methylation, a type of epigenetic modification, modulates various cellular processes at both nucleic acid and protein levels. Growing evidence shows that methylation is a key regulator in the pathogenesis of corneal diseases, including inflammation, fibrosis, and neovascularization, making it an attractive potential therapeutic target. In this review, we discuss the major alterations of methylation and demethylation at the DNA, RNA, and protein levels in corneal diseases and how these dynamics contribute to the pathogenesis of corneal diseases. Also, we provide insights into identifying potential biomarkers of methylation that may improve the diagnosis and treatment of corneal diseases.
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Affiliation(s)
- Yutong Xia
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China
| | - Kuangqi Chen
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China
| | - Qianjie Yang
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China
| | - Zhitong Chen
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China
| | - Le Jin
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China
| | - Liyue Zhang
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China
| | - Xin Yu
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China
| | - Liyin Wang
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China
| | - Chen Xie
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China
| | - Yuan Zhao
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China
| | - Ye Shen
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China.
| | - Jianping Tong
- Department of Ophthalmology, The First Affiliated Hospital of Zhejiang University, Hangzhou, 310003, China.
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29
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Bagley SJ, Binder ZA, Lamrani L, Marinari E, Desai AS, Nasrallah MP, Maloney E, Brem S, Lustig RA, Kurtz G, Alonso-Basanta M, Bonté PE, Goudot C, Richer W, Piaggio E, Kothari S, Guyonnet L, Guerin CL, Waterfall JJ, Mohan S, Hwang WT, Tang OY, Logun M, Bhattacharyya M, Markowitz K, Delman D, Marshall A, Wherry EJ, Amigorena S, Beatty GL, Brogdon JL, Hexner E, Migliorini D, Alanio C, O'Rourke DM. Repeated peripheral infusions of anti-EGFRvIII CAR T cells in combination with pembrolizumab show no efficacy in glioblastoma: a phase 1 trial. NATURE CANCER 2024; 5:517-531. [PMID: 38216766 DOI: 10.1038/s43018-023-00709-6] [Citation(s) in RCA: 60] [Impact Index Per Article: 60.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Accepted: 12/13/2023] [Indexed: 01/14/2024]
Abstract
We previously showed that chimeric antigen receptor (CAR) T-cell therapy targeting epidermal growth factor receptor variant III (EGFRvIII) produces upregulation of programmed death-ligand 1 (PD-L1) in the tumor microenvironment (TME). Here we conducted a phase 1 trial (NCT03726515) of CAR T-EGFRvIII cells administered concomitantly with the anti-PD1 (aPD1) monoclonal antibody pembrolizumab in patients with newly diagnosed, EGFRvIII+ glioblastoma (GBM) (n = 7). The primary outcome was safety, and no dose-limiting toxicity was observed. Secondary outcomes included median progression-free survival (5.2 months; 90% confidence interval (CI), 2.9-6.0 months) and median overall survival (11.8 months; 90% CI, 9.2-14.2 months). In exploratory analyses, comparison of the TME in tumors harvested before versus after CAR + aPD1 administration demonstrated substantial evolution of the infiltrating myeloid and T cells, with more exhausted, regulatory, and interferon (IFN)-stimulated T cells at relapse. Our study suggests that the combination of CAR T cells and PD-1 inhibition in GBM is safe and biologically active but, given the lack of efficacy, also indicates a need to consider alternative strategies.
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Affiliation(s)
- Stephen J Bagley
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA.
| | - Zev A Binder
- Department of Neurosurgery, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Lamia Lamrani
- Clinical Immunology Laboratory, Institut Curie, Paris, France
- INSERM U932, PSL University, Immunity and Cancer, Institut Curie Research Center, Paris, France
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
| | - Eliana Marinari
- Agora Cancer Research Center, Lausanne, Switzerland
- Center for Translational Research in Onco-Hematology, University of Geneva, Geneva, Switzerland
- Swiss Cancer Center Léman, Lausanne and Geneva, Geneva, Switzerland
- Department of Oncology, University Hospital of Geneva, Geneva, Switzerland
| | - Arati S Desai
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - MacLean P Nasrallah
- GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Eileen Maloney
- Department of Neurosurgery, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Steven Brem
- Department of Neurosurgery, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Robert A Lustig
- Department of Radiation Oncology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Goldie Kurtz
- Department of Radiation Oncology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Michelle Alonso-Basanta
- Department of Radiation Oncology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Pierre-Emmanuel Bonté
- INSERM U932, PSL University, Immunity and Cancer, Institut Curie Research Center, Paris, France
| | - Christel Goudot
- INSERM U932, PSL University, Immunity and Cancer, Institut Curie Research Center, Paris, France
| | - Wilfrid Richer
- INSERM U932, PSL University, Immunity and Cancer, Institut Curie Research Center, Paris, France
- Department of Translational Research, PSL Research University, Institut Curie Research Center, Paris, France
| | - Eliane Piaggio
- INSERM U932, PSL University, Immunity and Cancer, Institut Curie Research Center, Paris, France
| | - Shawn Kothari
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA, USA
| | - Lea Guyonnet
- Cytometry Platform, CurieCoreTech, Institut Curie, Paris, France
| | - Coralie L Guerin
- Cytometry Platform, CurieCoreTech, Institut Curie, Paris, France
| | - Joshua J Waterfall
- Department of Translational Research, PSL Research University, Institut Curie Research Center, Paris, France
- INSERM U830, PSL University, Institut Curie Research Cente, Paris, France
| | - Suyash Mohan
- Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Wei-Ting Hwang
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Oliver Y Tang
- GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- Warren Alpert Medical School of Brown University, Providence, RI, USA
| | - Meghan Logun
- Department of Neurosurgery, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Meghna Bhattacharyya
- GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- Cooper Medical School of Rowan University, Camden, NJ, USA
| | - Kelly Markowitz
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Devora Delman
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Amy Marshall
- Center for Cellular Immunotherapies, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - E John Wherry
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Cambridge, MA, USA
| | - Sebastian Amigorena
- INSERM U932, PSL University, Immunity and Cancer, Institut Curie Research Center, Paris, France
| | - Gregory L Beatty
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | | | - Elizabeth Hexner
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Denis Migliorini
- Agora Cancer Research Center, Lausanne, Switzerland
- Center for Translational Research in Onco-Hematology, University of Geneva, Geneva, Switzerland
- Swiss Cancer Center Léman, Lausanne and Geneva, Geneva, Switzerland
- Department of Oncology, University Hospital of Geneva, Geneva, Switzerland
| | - Cecile Alanio
- Clinical Immunology Laboratory, Institut Curie, Paris, France.
- INSERM U932, PSL University, Immunity and Cancer, Institut Curie Research Center, Paris, France.
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA.
| | - Donald M O'Rourke
- Department of Neurosurgery, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
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30
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Chen Y, Chen K, Zhu H, Qin H, Liu J, Cao X. Methyltransferase Setd2 prevents T cell-mediated autoimmune diseases via phospholipid remodeling. Proc Natl Acad Sci U S A 2024; 121:e2314561121. [PMID: 38359295 PMCID: PMC10895270 DOI: 10.1073/pnas.2314561121] [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: 08/23/2023] [Accepted: 12/16/2023] [Indexed: 02/17/2024] Open
Abstract
Coordinated metabolic reprogramming and epigenetic remodeling are critical for modulating T cell function and differentiation. However, how the epigenetic modification controls Th17/Treg cell balance via metabolic reprogramming remains obscure. Here, we find that Setd2, a histone H3K36 trimethyltransferase, suppresses Th17 development but promotes iTreg cell polarization via phospholipid remodeling. Mechanistically, Setd2 up-regulates transcriptional expression of lysophosphatidylcholine acyltransferase 4 (Lpcat4) via directly catalyzing H3K36me3 of Lpcat4 gene promoter in T cells. Lpcat4-mediated phosphatidylcholine PC(16:0,18:2) generation in turn limits endoplasmic reticulum stress and oxidative stress. These changes decrease HIF-1α transcriptional activity and thus suppress Th17 but enhance Treg development. Consistent with this regulatory paradigm, T cell deficiency of Setd2 aggravates neuroinflammation and demyelination in experimental autoimmune encephalomyelitis due to imbalanced Th17/Treg cell differentiation. Overall, our data reveal that Setd2 acts as an epigenetic brake for T cell-mediated autoimmunity through phospholipid remodeling, suggesting potential targets for treating neuroinflammatory diseases.
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Affiliation(s)
- Yali Chen
- Department of Immunology, Center for Immunotherapy, Institute of Basic Medical Sciences, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing100005, China
- National Key Laboratory of Immunity and Inflammation, Institute of Immunology, Naval Medical University, Shanghai200433, China
| | - Kun Chen
- Department of Immunology, Center for Immunotherapy, Institute of Basic Medical Sciences, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing100005, China
- Translational Medical Center for Stem Cell Therapy, Shanghai East Hospital, School of Life Sciences and Technology, Tongji University, Shanghai200120, China
| | - Ha Zhu
- National Key Laboratory of Immunity and Inflammation, Institute of Immunology, Naval Medical University, Shanghai200433, China
| | - Hua Qin
- Institute of Immunology, College of Life Sciences, Nankai University, Tianjin300071, China
| | - Juan Liu
- National Key Laboratory of Immunity and Inflammation, Institute of Immunology, Naval Medical University, Shanghai200433, China
| | - Xuetao Cao
- Department of Immunology, Center for Immunotherapy, Institute of Basic Medical Sciences, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing100005, China
- National Key Laboratory of Immunity and Inflammation, Institute of Immunology, Naval Medical University, Shanghai200433, China
- Institute of Immunology, College of Life Sciences, Nankai University, Tianjin300071, China
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31
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Türk L, Filippov I, Arnold C, Zaugg J, Tserel L, Kisand K, Peterson P. Cytotoxic CD8 + Temra cells show loss of chromatin accessibility at genes associated with T cell activation. Front Immunol 2024; 15:1285798. [PMID: 38370415 PMCID: PMC10870784 DOI: 10.3389/fimmu.2024.1285798] [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: 08/31/2023] [Accepted: 01/15/2024] [Indexed: 02/20/2024] Open
Abstract
As humans age, their memory T cell compartment expands due to the lifelong exposure to antigens. This expansion is characterized by terminally differentiated CD8+ T cells (Temra), which possess NK cell-like phenotype and are associated with chronic inflammatory conditions. Temra cells are predominantly driven by the sporadic reactivation of cytomegalovirus (CMV), yet their epigenomic patterns and cellular heterogeneity remain understudied. To address this gap, we correlated their gene expression profiles with chromatin openness and conducted single-cell transcriptome analysis, comparing them to other CD8+ subsets and CMV-responses. We confirmed that Temra cells exhibit high expression of genes associated with cytotoxicity and lower expression of costimulatory and chemokine genes. The data revealed that CMV-responsive CD8+ T cells (Tcmv) were predominantly derived from a mixed population of Temra and memory cells (Tcm/em) and shared their transcriptomic profiles. Using ATAC-seq analysis, we identified 1449 differentially accessible chromatin regions between CD8+ Temra and Tcm/em cells, of which only 127 sites gained chromatin accessibility in Temra cells. We further identified 51 gene loci, including costimulatory CD27, CD28, and ICOS genes, whose chromatin accessibility correlated with their gene expression. The differential chromatin regions Tcm/em cells were enriched in motifs that bind multiple transcriptional activators, such as Jun/Fos, NFkappaB, and STAT, whereas the open regions in Temra cells mainly contained binding sites of T-box transcription factors. Our single-cell analysis of CD8+CCR7loCD45RAhi sorted Temra population showed several subsets of Temra and NKT-like cells and CMC1+ Temra populations in older individuals that were shifted towards decreased cytotoxicity. Among CD8+CCR7loCD45RAhi sorted cells, we found a decreased proportion of IL7R+ Tcm/em-like and MAIT cells in individuals with high levels of CMV antibodies (CMVhi). These results shed new light on the molecular and cellular heterogeneity of CD8+ Temra cells and their relationship to aging and CMV infection.
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Affiliation(s)
- Lehte Türk
- Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Igor Filippov
- Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
- Qiagen Aarhus A/S, Aarhus, Denmark
| | - Christian Arnold
- European Molecular Biology Laboratory, Structural and Computational Biology Unit, Heidelberg, Germany
| | - Judith Zaugg
- European Molecular Biology Laboratory, Structural and Computational Biology Unit, Heidelberg, Germany
| | - Liina Tserel
- Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Kai Kisand
- Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Pärt Peterson
- Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
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32
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Ji Q, Jiang X, Wang M, Xin Z, Zhang W, Qu J, Liu GH. Multimodal Omics Approaches to Aging and Age-Related Diseases. PHENOMICS (CHAM, SWITZERLAND) 2024; 4:56-71. [PMID: 38605908 PMCID: PMC11003952 DOI: 10.1007/s43657-023-00125-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 08/09/2023] [Accepted: 08/16/2023] [Indexed: 04/13/2024]
Abstract
Aging is associated with a progressive decline in physiological capacities and an increased risk of aging-associated disorders. An increasing body of experimental evidence shows that aging is a complex biological process coordinately regulated by multiple factors at different molecular layers. Thus, it is difficult to delineate the overall systematic aging changes based on single-layer data. Instead, multimodal omics approaches, in which data are acquired and analyzed using complementary omics technologies, such as genomics, transcriptomics, and epigenomics, are needed for gaining insights into the precise molecular regulatory mechanisms that trigger aging. In recent years, multimodal omics sequencing technologies that can reveal complex regulatory networks and specific phenotypic changes have been developed and widely applied to decode aging and age-related diseases. This review summarizes the classification and progress of multimodal omics approaches, as well as the rapidly growing number of articles reporting on their application in the field of aging research, and outlines new developments in the clinical treatment of age-related diseases based on omics technologies.
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Affiliation(s)
- Qianzhao Ji
- State Key Laboratory of Membrane Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101 China
- Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101 China
- University of Chinese Academy of Sciences, Beijing, 100049 China
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing, 100101 China
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, 100101 China
| | - Xiaoyu Jiang
- State Key Laboratory of Membrane Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101 China
- Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101 China
- University of Chinese Academy of Sciences, Beijing, 100049 China
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing, 100101 China
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, 100101 China
| | - Minxian Wang
- CAS Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, Beijing, 100101 China
- University of Chinese Academy of Sciences, Beijing, 100049 China
| | - Zijuan Xin
- State Key Laboratory of Membrane Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101 China
- Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101 China
- University of Chinese Academy of Sciences, Beijing, 100049 China
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing, 100101 China
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, 100101 China
| | - Weiqi Zhang
- CAS Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, Beijing, 100101 China
- University of Chinese Academy of Sciences, Beijing, 100049 China
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing, 100101 China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing, 100190 China
| | - Jing Qu
- State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101 China
- Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101 China
- University of Chinese Academy of Sciences, Beijing, 100049 China
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing, 100101 China
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, 100101 China
| | - Guang-Hui Liu
- State Key Laboratory of Membrane Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101 China
- Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101 China
- University of Chinese Academy of Sciences, Beijing, 100049 China
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing, 100101 China
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, 100101 China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing, 100190 China
- Advanced Innovation Center for Human Brain Protection, National Clinical Research Center for Geriatric Disorders, Xuanwu Hospital Capital Medical University, Beijing, 100053 China
- Aging Translational Medicine Center, International Center for Aging and Cancer, Xuanwu Hospital, Capital Medical University, Beijing, 100053 China
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DeGolier KR, Danis E, D'Antonio M, Cimons J, Yarnell M, Kedl RM, Kohler ME, Scott-Browne JP, Fry TJ. Antigen experience history directs distinct functional states of CD8+ CAR T cells during the anti-leukemia response. RESEARCH SQUARE 2023:rs.3.rs-3712137. [PMID: 38196657 PMCID: PMC10775394 DOI: 10.21203/rs.3.rs-3712137/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2024]
Abstract
Chimeric antigen receptor T cells are an effective therapy for B-lineage malignancies. However, many patients relapse and this therapeutic has yet to show strong efficacy in other hematologic or solid tumors. One opportunity for improvement lies in the ability to generate T cells with desirable functional characteristics. Here, we dissect the biology of CD8+ CAR T cells (CAR8) by controlling whether the T cell has encountered cognate TCR antigen prior to CAR generation. We find that prior antigen experience influences multiple aspects of in vitro and in vivo CAR8 functionality, resulting in superior effector function and leukemia clearance in the setting of limiting target antigen density compared to antigen-inexperienced T cells. However, this comes at the expense of inferior proliferative capacity, susceptibility to phenotypic exhaustion and dysfunction, and inability to clear wildtype leukemia in the setting of limiting CAR+ cell dose. Epigenomic and transcriptomic comparisons of these cell populations identified overexpression of the Runx2 transcription factor as a novel strategy to enhance CAR8 function, with a differential impact depending on prior cell state. Collectively, our data demonstrate that prior antigen experience determines functional attributes of a CAR T cell, as well as amenability to functional enhancement by transcription factor modulation.
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Affiliation(s)
- Kole R DeGolier
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
| | - Etienne Danis
- Biostatistics and Bioinformatics Shared Resource, University of Colorado Cancer Center, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
| | - Marc D'Antonio
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
| | - Jennifer Cimons
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
| | - Michael Yarnell
- Department of Pediatrics, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Center for Cancer and Blood Disorders, Children's Hospital Colorado; Aurora, CO, USA
| | - Ross M Kedl
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
| | - M Eric Kohler
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Center for Cancer and Blood Disorders, Children's Hospital Colorado; Aurora, CO, USA
| | - James P Scott-Browne
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Department of Immunology and Genomic Medicine, National Jewish Health, Denver, CO, USA
| | - Terry J Fry
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Center for Cancer and Blood Disorders, Children's Hospital Colorado; Aurora, CO, USA
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34
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Wei Y, Davenport TC, Collora JA, Ma HK, Pinto-Santini D, Lama J, Alfaro R, Duerr A, Ho YC. Single-cell epigenetic, transcriptional, and protein profiling of latent and active HIV-1 reservoir revealed that IKZF3 promotes HIV-1 persistence. Immunity 2023; 56:2584-2601.e7. [PMID: 37922905 PMCID: PMC10843106 DOI: 10.1016/j.immuni.2023.10.002] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 06/26/2023] [Accepted: 10/04/2023] [Indexed: 11/07/2023]
Abstract
Understanding how HIV-1-infected cells proliferate and persist is key to HIV-1 eradication, but the heterogeneity and rarity of HIV-1-infected cells hamper mechanistic interrogations. Here, we used single-cell DOGMA-seq to simultaneously capture transcription factor accessibility, transcriptome, surface proteins, HIV-1 DNA, and HIV-1 RNA in memory CD4+ T cells from six people living with HIV-1 during viremia and after suppressive antiretroviral therapy. We identified increased transcription factor accessibility in latent HIV-1-infected cells (RORC) and transcriptionally active HIV-1-infected cells (interferon regulatory transcription factor [IRF] and activator protein 1 [AP-1]). A proliferation program (IKZF3, IL21, BIRC5, and MKI67 co-expression) promoted the survival of transcriptionally active HIV-1-infected cells. Both latent and transcriptionally active HIV-1-infected cells had increased IKZF3 (Aiolos) expression. Distinct epigenetic programs drove the heterogeneous cellular states of HIV-1-infected cells: IRF:activation, Eomes:cytotoxic effector differentiation, AP-1:migration, and cell death. Our study revealed the single-cell epigenetic, transcriptional, and protein states of latent and transcriptionally active HIV-1-infected cells and cellular programs promoting HIV-1 persistence.
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Affiliation(s)
- Yulong Wei
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, CT 06519, USA
| | - Timothy C Davenport
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, CT 06519, USA
| | - Jack A Collora
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, CT 06519, USA
| | - Haocong Katherine Ma
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, CT 06519, USA
| | - Delia Pinto-Santini
- Vaccine and Infectious Disease, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Javier Lama
- Asociación Civil Impacta Salud y Educación, Lima 15063, Perú
| | - Ricardo Alfaro
- Centro de Investigaciones Tecnológicas Biomédicas y Medioambientales (CITBM), Lima 07006, Perú
| | - Ann Duerr
- Vaccine and Infectious Disease, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Ya-Chi Ho
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, CT 06519, USA.
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Klocke C, Moran A, Adey A, McWeeney S, Wu G. Identification of Cellular Interactions in the Tumor Immune Microenvironment Underlying CD8 T Cell Exhaustion. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.09.566384. [PMID: 38014233 PMCID: PMC10680664 DOI: 10.1101/2023.11.09.566384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Abstract
While immune checkpoint inhibitors show success in treating a subset of patients with certain late-stage cancers, these treatments fail in many other patients as a result of mechanisms that have yet to be fully characterized. The process of CD8 T cell exhaustion, by which T cells become dysfunctional in response to prolonged antigen exposure, has been implicated in immunotherapy resistance. Single-cell RNA sequencing (scRNA-seq) produces an abundance of data to analyze this process; however, due to the complexity of the process, contributions of other cell types to a process within a single cell type cannot be simply inferred. We constructed an analysis framework to first rank human skin tumor samples by degree of exhaustion in tumor-infiltrating CD8 T cells and then identify immune cell type-specific gene-regulatory network patterns significantly associated with T cell exhaustion. Using this framework, we further analyzed scRNA-seq data from human tumor and chronic viral infection samples to compare the T cell exhaustion process between these two contexts. In doing so, we identified transcription factor activity in the macrophages of both tissue types associated with this process. Our framework can be applied beyond the tumor immune microenvironment to any system involving cell-cell communication, facilitating insights into key biological processes that underpin the effective treatment of cancer and other complicated diseases.
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Thomson Z, He Z, Swanson E, Henderson K, Phalen C, Zaim SR, Pebworth MP, Okada LY, Heubeck AT, Roll CR, Hernandez V, Weiss M, Genge PC, Reading J, Giles JR, Manne S, Dougherty J, Jasen CJ, Greenplate AR, Becker LA, Graybuck LT, Vasaikar SV, Szeto GL, Savage AK, Speake C, Buckner JH, Li XJ, Bumol TF, Wherry EJ, Torgerson TR, Vella LA, Henrickson SE, Skene PJ, Gustafson CE. Trimodal single-cell profiling reveals a novel pediatric CD8αα + T cell subset and broad age-related molecular reprogramming across the T cell compartment. Nat Immunol 2023; 24:1947-1959. [PMID: 37845489 PMCID: PMC10602854 DOI: 10.1038/s41590-023-01641-8] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 09/07/2023] [Indexed: 10/18/2023]
Abstract
Age-associated changes in the T cell compartment are well described. However, limitations of current single-modal or bimodal single-cell assays, including flow cytometry, RNA-seq (RNA sequencing) and CITE-seq (cellular indexing of transcriptomes and epitopes by sequencing), have restricted our ability to deconvolve more complex cellular and molecular changes. Here, we profile >300,000 single T cells from healthy children (aged 11-13 years) and older adults (aged 55-65 years) by using the trimodal assay TEA-seq (single-cell analysis of mRNA transcripts, surface protein epitopes and chromatin accessibility), which revealed that molecular programming of T cell subsets shifts toward a more activated basal state with age. Naive CD4+ T cells, considered relatively resistant to aging, exhibited pronounced transcriptional and epigenetic reprogramming. Moreover, we discovered a novel CD8αα+ T cell subset lost with age that is epigenetically poised for rapid effector responses and has distinct inhibitory, costimulatory and tissue-homing properties. Together, these data reveal new insights into age-associated changes in the T cell compartment that may contribute to differential immune responses.
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Affiliation(s)
| | - Ziyuan He
- Allen Institute for Immunology, Seattle, WA, USA
| | - Elliott Swanson
- Allen Institute for Immunology, Seattle, WA, USA
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | | | - Cole Phalen
- Allen Institute for Immunology, Seattle, WA, USA
| | | | | | | | | | - Charles R Roll
- Allen Institute for Immunology, Seattle, WA, USA
- Microbiology, Immunology and Cancer Biology (MICaB) Program, University of Minnesota, Minneapolis, Minneapolis, MN, USA
| | | | - Morgan Weiss
- Allen Institute for Immunology, Seattle, WA, USA
| | | | | | - Josephine R Giles
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Sasikanth Manne
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Jeanette Dougherty
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - C J Jasen
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Allison R Greenplate
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Immune Health, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | | | | | - Suhas V Vasaikar
- Allen Institute for Immunology, Seattle, WA, USA
- Seagen, Bothell, WA, USA
| | - Gregory L Szeto
- Allen Institute for Immunology, Seattle, WA, USA
- Seagen, Bothell, WA, USA
| | | | - Cate Speake
- Center for Interventional Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, USA
| | - Jane H Buckner
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, USA
| | - Xiao-Jun Li
- Allen Institute for Immunology, Seattle, WA, USA
| | | | - E John Wherry
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Institute for Immunology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | | | - Laura A Vella
- Institute for Immunology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Department of Pediatrics, Children's Hospital of Philadelphia and the University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Sarah E Henrickson
- Institute for Immunology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Department of Pediatrics, Children's Hospital of Philadelphia and the University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
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Kohn DB, Chen YY, Spencer MJ. Successes and challenges in clinical gene therapy. Gene Ther 2023; 30:738-746. [PMID: 37935854 PMCID: PMC10678346 DOI: 10.1038/s41434-023-00390-5] [Citation(s) in RCA: 46] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 01/20/2023] [Accepted: 02/07/2023] [Indexed: 11/09/2023]
Abstract
Despite the ups and downs in the field over three decades, the science of gene therapy has continued to advance and provide enduring treatments for increasing number of diseases. There are active clinical trials approaching a variety of inherited and acquired disorders of different organ systems. Approaches include ex vivo modification of hematologic stem cells (HSC), T lymphocytes and other immune cells, as well as in vivo delivery of genes or gene editing reagents to the relevant target cells by either local or systemic administration. In this article, we highlight success and ongoing challenges in three areas of high activity in gene therapy: inherited blood cell diseases by targeting hematopoietic stem cells, malignant disorders using immune effector cells genetically modified with chimeric antigen receptors, and ophthalmologic, neurologic, and coagulation disorders using in vivo administration of adeno-associated virus (AAV) vectors. In recent years, there have been true cures for many of these diseases, with sustained clinical benefit that exceed those from other medical approaches. Each of these treatments faces ongoing challenges, namely their high one-time costs and the complexity of manufacturing the therapeutic agents, which are biological viruses and cell products, at pharmacologic standards of quality and consistency. New models of reimbursement are needed to make these innovative treatments widely available to patients in need.
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Affiliation(s)
- Donald B Kohn
- Department of Microbiology, Immunology & Molecular Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA.
- Department of Pediatrics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA.
- The Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, University of California, Los Angeles, Los Angeles, CA, USA.
| | - Yvonne Y Chen
- Department of Microbiology, Immunology & Molecular Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Chemical and Biomolecular Engineering, Henry Samueli School of Engineering, University of California, Los Angeles, Los Angeles, CA, USA
- Parker Institute for Cancer Immunotherapy Center at UCLA, University of California, Los Angeles, Los Angeles, CA, USA
| | - Melissa J Spencer
- The Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
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Bonté PE, Metoikidou C, Heurtebise-Chretien S, Arribas YA, Sutra Del Galy A, Ye M, Niborski LL, Zueva E, Piaggio E, Seguin-Givelet A, Girard N, Alanio C, Burbage M, Goudot C, Amigorena S. Selective control of transposable element expression during T cell exhaustion and anti-PD-1 treatment. Sci Immunol 2023; 8:eadf8838. [PMID: 37889984 DOI: 10.1126/sciimmunol.adf8838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 09/01/2023] [Indexed: 10/29/2023]
Abstract
In chronic infections and cancer, T cells are exposed to prolonged antigen stimulation, resulting in loss of function (or exhaustion) and impairment of effective immunological protection. Exhausted T cells are heterogeneous and include early progenitors (Tpex) and terminally exhausted cells (Tex). Here, we used bulk and single-cell transcriptomics to analyze expression of transposable elements (TEs) in subpopulations of mouse and human CD8+ tumor-infiltrating T lymphocytes (TILs). We show that in mice, members of the virus-like murine VL30 TE family (mostly intact, evolutionary young ERV1s) are strongly repressed in terminally exhausted CD8+ T cells in both tumor and viral models of exhaustion. Tpex expression of these VL30s, which are mainly intergenic and transcribed independently of their closest gene neighbors, was driven by Fli1, a transcription factor involved in progression from Tpex to Tex. Immune checkpoint blockade (ICB) in both mice and patients with cancer increased TE expression (including VL30 in mice), demonstrating that TEs may be applicable as ICB response biomarkers. We conclude that expression of TEs is tightly regulated in TILs during establishment of exhaustion and reprogramming by ICB. Analyses of TE expression on single cells and bulk populations open opportunities for understanding immune cell identity and heterogeneity, as well as for defining cellular gene expression signatures and disease biomarkers.
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Affiliation(s)
- Pierre-Emmanuel Bonté
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, Paris 75005, France
| | - Christina Metoikidou
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, Paris 75005, France
| | | | - Yago A Arribas
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, Paris 75005, France
| | | | - Mengliang Ye
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, Paris 75005, France
| | | | - Elina Zueva
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, Paris 75005, France
| | - Eliane Piaggio
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, Paris 75005, France
| | | | - Nicolas Girard
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, Paris 75005, France
- Institut Curie, Institut du Thorax Curie Montsouris, Paris 75005, France
- Paris Saclay, UVSQ, UFR Simmone Veil, Versailles 78000, France
| | - Cécile Alanio
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, Paris 75005, France
- Laboratoire d'immunologie clinique, Institut Curie, Paris 75005, France
- Parker Institute of Cancer Immunotherapy, San Francisco, CA, USA
| | - Marianne Burbage
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, Paris 75005, France
| | - Christel Goudot
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, Paris 75005, France
| | - Sebastian Amigorena
- Institut Curie, PSL University, Inserm U932, Immunity and Cancer, Paris 75005, France
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Kirchmair A, Nemati N, Lamberti G, Trefny M, Krogsdam A, Siller A, Hörtnagl P, Schumacher P, Sopper S, Sandbichler A, Zippelius A, Ghesquière B, Trajanoski Z. 13C tracer analysis reveals the landscape of metabolic checkpoints in human CD8 + T cell differentiation and exhaustion. Front Immunol 2023; 14:1267816. [PMID: 37928527 PMCID: PMC10620935 DOI: 10.3389/fimmu.2023.1267816] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 10/03/2023] [Indexed: 11/07/2023] Open
Abstract
Introduction Naïve T cells remain in an actively maintained state of quiescence until activation by antigenic signals, upon which they start to proliferate and generate effector cells to initiate a functional immune response. Metabolic reprogramming is essential to meet the biosynthetic demands of the differentiation process, and failure to do so can promote the development of hypofunctional exhausted T cells. Methods Here we used 13C metabolomics and transcriptomics to study the metabolism of CD8+ T cells in their complete course of differentiation from naïve over stem-like memory to effector cells and in exhaustion-inducing conditions. Results The quiescence of naïve T cells was evident in a profound suppression of glucose oxidation and a decreased expression of ENO1, downstream of which no glycolytic flux was detectable. Moreover, TCA cycle activity was low in naïve T cells and associated with a downregulation of SDH subunits. Upon stimulation and exit from quiescence, the initiation of cell growth and proliferation was accompanied by differential expression of metabolic enzymes and metabolic reprogramming towards aerobic glycolysis with high rates of nutrient uptake, respiration and lactate production. High flux in anabolic pathways imposed a strain on NADH homeostasis, which coincided with engagement of the proline cycle for mitochondrial redox shuttling. With acquisition of effector functions, cells increasingly relied on glycolysis as opposed to oxidative phosphorylation, which was, however, not linked to changes in mitochondrial abundance. In exhaustion, decreased effector function concurred with a reduction in mitochondrial metabolism, glycolysis and amino acid import, and an upregulation of quiescence-associated genes, TXNIP and KLF2, and the T cell suppressive metabolites succinate and itaconate. Discussion Overall, these results identify multiple metabolic features that regulate quiescence, proliferation and effector function, but also exhaustion of CD8+ T cells during differentiation. Thus, targeting these metabolic checkpoints may be a promising therapeutic strategy for both prevention of exhaustion and promotion of stemness of anti-tumor T cells.
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Affiliation(s)
- Alexander Kirchmair
- Institute of Bioinformatics, Biocenter, Medical University of Innsbruck, Innsbruck, Austria
| | - Niloofar Nemati
- Institute of Bioinformatics, Biocenter, Medical University of Innsbruck, Innsbruck, Austria
| | - Giorgia Lamberti
- Institute of Bioinformatics, Biocenter, Medical University of Innsbruck, Innsbruck, Austria
| | - Marcel Trefny
- Department of Biomedicine, Cancer Immunology, University and University Hospital of Basel, Basel, Switzerland
| | - Anne Krogsdam
- Institute of Bioinformatics, Biocenter, Medical University of Innsbruck, Innsbruck, Austria
- NGS Core Facility, Biocenter, Medical University of Innsbruck, Innsbruck, Austria
| | - Anita Siller
- Central Institute for Blood Transfusion and Immunology, Tirol Kliniken GmbH, Innsbruck, Austria
| | - Paul Hörtnagl
- Central Institute for Blood Transfusion and Immunology, Tirol Kliniken GmbH, Innsbruck, Austria
| | - Petra Schumacher
- Core Facility FACS Sorting, University Clinic for Internal Medicine V, Medical University of Innsbruck, Innsbruck, Austria
| | - Sieghart Sopper
- Core Facility FACS Sorting, University Clinic for Internal Medicine V, Medical University of Innsbruck, Innsbruck, Austria
| | | | - Alfred Zippelius
- Department of Biomedicine, Cancer Immunology, University and University Hospital of Basel, Basel, Switzerland
| | - Bart Ghesquière
- Laboratory of Applied Mass Spectrometry, Department of Cellular and Molecular Medicine, KU Leuven, Leuven, Belgium
- Metabolomics Core Facility Leuven, Center for Cancer Biology, VIB, Leuven, Belgium
| | - Zlatko Trajanoski
- Institute of Bioinformatics, Biocenter, Medical University of Innsbruck, Innsbruck, Austria
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40
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Giles JR, Globig AM, Kaech SM, Wherry EJ. CD8 + T cells in the cancer-immunity cycle. Immunity 2023; 56:2231-2253. [PMID: 37820583 PMCID: PMC11237652 DOI: 10.1016/j.immuni.2023.09.005] [Citation(s) in RCA: 147] [Impact Index Per Article: 73.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 09/12/2023] [Accepted: 09/12/2023] [Indexed: 10/13/2023]
Abstract
CD8+ T cells are end effectors of cancer immunity. Most forms of effective cancer immunotherapy involve CD8+ T cell effector function. Here, we review the current understanding of T cell function in cancer, focusing on key CD8+ T cell subtypes and states. We discuss factors that influence CD8+ T cell differentiation and function in cancer through a framework that incorporates the classic three-signal model and a fourth signal-metabolism-and also consider the impact of the tumor microenvironment from a T cell perspective. We argue for the notion of immunotherapies as "pro-drugs" that act to augment or modulate T cells, which ultimately serve as the drug in vivo, and for the importance of overall immune health in cancer treatment and prevention. The progress in understanding T cell function in cancer has and will continue to improve harnessing of the immune system across broader tumor types to benefit more patients.
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Affiliation(s)
- Josephine R Giles
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Philadelphia, PA, USA; Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Anna-Maria Globig
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Susan M Kaech
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
| | - E John Wherry
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Philadelphia, PA, USA; Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
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41
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Globig AM, Zhao S, Roginsky J, Maltez VI, Guiza J, Avina-Ochoa N, Heeg M, Araujo Hoffmann F, Chaudhary O, Wang J, Senturk G, Chen D, O'Connor C, Pfaff S, Germain RN, Schalper KA, Emu B, Kaech SM. The β 1-adrenergic receptor links sympathetic nerves to T cell exhaustion. Nature 2023; 622:383-392. [PMID: 37731001 PMCID: PMC10871066 DOI: 10.1038/s41586-023-06568-6] [Citation(s) in RCA: 90] [Impact Index Per Article: 45.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 08/24/2023] [Indexed: 09/22/2023]
Abstract
CD8+ T cells are essential components of the immune response against viral infections and tumours, and are capable of eliminating infected and cancerous cells. However, when the antigen cannot be cleared, T cells enter a state known as exhaustion1. Although it is clear that chronic antigen contributes to CD8+ T cell exhaustion, less is known about how stress responses in tissues regulate T cell function. Here we show a new link between the stress-associated catecholamines and the progression of T cell exhaustion through the β1-adrenergic receptor ADRB1. We identify that exhausted CD8+ T cells increase ADRB1 expression and that exposure of ADRB1+ T cells to catecholamines suppresses their cytokine production and proliferation. Exhausted CD8+ T cells cluster around sympathetic nerves in an ADRB1-dependent manner. Ablation of β1-adrenergic signalling limits the progression of T cells towards the exhausted state in chronic infection and improves effector functions when combined with immune checkpoint blockade (ICB) in melanoma. In a pancreatic cancer model resistant to ICB, β-blockers and ICB synergize to boost CD8+ T cell responses and induce the development of tissue-resident memory-like T cells. Malignant disease is associated with increased catecholamine levels in patients2,3, and our results establish a connection between the sympathetic stress response, tissue innervation and T cell exhaustion. Here, we uncover a new mechanism by which blocking β-adrenergic signalling in CD8+ T cells rejuvenates anti-tumour functions.
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Affiliation(s)
- Anna-Maria Globig
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Steven Zhao
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Jessica Roginsky
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Vivien I Maltez
- Lymphocyte Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA
| | - Juan Guiza
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Natalia Avina-Ochoa
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Maximilian Heeg
- Division of Biological Sciences, Department of Molecular Biology, University of California San Diego, La Jolla, CA, USA
| | - Filipe Araujo Hoffmann
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Omkar Chaudhary
- Section of Infectious Diseases, Yale School of Medicine, New Haven, CT, USA
| | - Jiawei Wang
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA
| | - Gokhan Senturk
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Dan Chen
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Carolyn O'Connor
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute for Biological Studies, La Jolla, CA, USA
- Flow Cytometry Core Facility, Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Samuel Pfaff
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Ronald N Germain
- Lymphocyte Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA
| | - Kurt A Schalper
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Brinda Emu
- Section of Infectious Diseases, Yale School of Medicine, New Haven, CT, USA
| | - Susan M Kaech
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute for Biological Studies, La Jolla, CA, USA.
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42
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Cerella C, Dicato M, Diederich M. Enhancing personalized immune checkpoint therapy by immune archetyping and pharmacological targeting. Pharmacol Res 2023; 196:106914. [PMID: 37714393 DOI: 10.1016/j.phrs.2023.106914] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2023] [Revised: 09/04/2023] [Accepted: 09/06/2023] [Indexed: 09/17/2023]
Abstract
Immune checkpoint inhibitors (ICIs) are an expanding class of immunotherapeutic agents with the potential to cure cancer. Despite the outstanding clinical response in patient subsets, most individuals become refractory or develop resistance. Patient stratification and personalized immunotherapies are limited by the absence of predictive response markers. Recent findings show that dominant patterns of immune cell composition, T-cell status and heterogeneity, and spatiotemporal distribution of immune cells within the tumor microenvironment (TME) are becoming essential determinants of prognosis and therapeutic response. In this context, ICIs also function as investigational tools and proof of concept, allowing the validation of the identified mechanisms. After reviewing the current state of ICIs, this article will explore new comprehensive predictive markers for ICIs based on recent discoveries. We will discuss the recent establishment of a classification of TMEs into immune archetypes as a tool for personalized immune profiling, allowing patient stratification before ICI treatment. We will discuss the developing comprehension of T-cell diversity and its role in shaping the immune profile of patients. We describe the potential of strategies that score the mutual spatiotemporal modulation between T-cells and other cellular components of the TME. Additionally, we will provide an overview of a range of synthetic and naturally occurring or derived small molecules. We will compare compounds that were recently identified by in silico prediction to wet lab-validated drug candidates with the potential to function as ICIs and/or modulators of the cellular components of the TME.
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Affiliation(s)
- Claudia Cerella
- Laboratoire de Biologie Moléculaire et Cellulaire du Cancer (LBMCC), Fondation Recherche sur le Cancer et les Maladies du Sang, Pavillon 2, 6A rue Barblé, L-1210 Luxembourg, Luxembourg
| | - Mario Dicato
- Laboratoire de Biologie Moléculaire et Cellulaire du Cancer (LBMCC), Fondation Recherche sur le Cancer et les Maladies du Sang, Pavillon 2, 6A rue Barblé, L-1210 Luxembourg, Luxembourg
| | - Marc Diederich
- Department of Pharmacy, College of Pharmacy, Seoul National University, Gwanak-ro, Gwanak-gu, Seoul 08826, Korea.
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Painter MM, Johnston TS, Lundgreen KA, Santos JJS, Qin JS, Goel RR, Apostolidis SA, Mathew D, Fulmer B, Williams JC, McKeague ML, Pattekar A, Goode A, Nasta S, Baxter AE, Giles JR, Skelly AN, Felley LE, McLaughlin M, Weaver J, Kuthuru O, Dougherty J, Adamski S, Long S, Kee M, Clendenin C, da Silva Antunes R, Grifoni A, Weiskopf D, Sette A, Huang AC, Rader DJ, Hensley SE, Bates P, Greenplate AR, Wherry EJ. Prior vaccination promotes early activation of memory T cells and enhances immune responses during SARS-CoV-2 breakthrough infection. Nat Immunol 2023; 24:1711-1724. [PMID: 37735592 DOI: 10.1038/s41590-023-01613-y] [Citation(s) in RCA: 58] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2023] [Accepted: 08/07/2023] [Indexed: 09/23/2023]
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection of vaccinated individuals is increasingly common but rarely results in severe disease, likely due to the enhanced potency and accelerated kinetics of memory immune responses. However, there have been few opportunities to rigorously study early recall responses during human viral infection. To better understand human immune memory and identify potential mediators of lasting vaccine efficacy, we used high-dimensional flow cytometry and SARS-CoV-2 antigen probes to examine immune responses in longitudinal samples from vaccinated individuals infected during the Omicron wave. These studies revealed heightened spike-specific responses during infection of vaccinated compared to unvaccinated individuals. Spike-specific cluster of differentiation (CD)4 T cells and plasmablasts expanded and CD8 T cells were robustly activated during the first week. In contrast, memory B cell activation, neutralizing antibody production and primary responses to nonspike antigens occurred during the second week. Collectively, these data demonstrate the functionality of vaccine-primed immune memory and highlight memory T cells as rapid responders during SARS-CoV-2 infection.
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Affiliation(s)
- Mark M Painter
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Timothy S Johnston
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
- Immunology Graduate Group, University of Pennsylvania, Philadelphia, PA, USA
| | - Kendall A Lundgreen
- Department of Microbiology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Jefferson J S Santos
- Department of Microbiology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Juliana S Qin
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Rishi R Goel
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Sokratis A Apostolidis
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Division of Rheumatology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Divij Mathew
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Bria Fulmer
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Justine C Williams
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Michelle L McKeague
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Ajinkya Pattekar
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Ahmad Goode
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Sean Nasta
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Amy E Baxter
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Josephine R Giles
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Ashwin N Skelly
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Department of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Laura E Felley
- Division of Infectious Disease, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Maura McLaughlin
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Joellen Weaver
- Department of Genetics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Oliva Kuthuru
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Jeanette Dougherty
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Sharon Adamski
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Sherea Long
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Macy Kee
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Cynthia Clendenin
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Ricardo da Silva Antunes
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology (LJI), La Jolla, CA, USA
| | - Alba Grifoni
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology (LJI), La Jolla, CA, USA
| | - Daniela Weiskopf
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology (LJI), La Jolla, CA, USA
| | - Alessandro Sette
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology (LJI), La Jolla, CA, USA
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego (UCSD), La Jolla, CA, USA
| | - Alexander C Huang
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Division of Hematology/Oncology, Department of Medicine, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Daniel J Rader
- Department of Genetics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Penn Medicine Biobank, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Scott E Hensley
- Department of Microbiology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Paul Bates
- Department of Microbiology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Allison R Greenplate
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - E John Wherry
- Institute for Immunology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA.
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA.
- Immune Health, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA.
- Parker Institute for Cancer Immunotherapy, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA.
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44
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McClory SE, Bardhan O, Rome KS, Giles JR, Baxter AE, Xu L, Gimotty PA, Faryabi RB, Wherry EJ, Pear WS, Jordan MS. The pseudokinase Trib1 regulates the transition of exhausted T cells to a KLR + CD8 + effector state, and its deletion improves checkpoint blockade. Cell Rep 2023; 42:112905. [PMID: 37527035 PMCID: PMC10540077 DOI: 10.1016/j.celrep.2023.112905] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Revised: 06/22/2023] [Accepted: 07/14/2023] [Indexed: 08/03/2023] Open
Abstract
CD8+ T cell exhaustion (TEX) impairs the ability of T cells to clear chronic infection or cancer. While TEX are hypofunctional, some TEX retain effector gene signatures, a feature associated with killer lectin-like receptor (KLR) expression. Although KLR+ TEX (TKLR) may improve control of chronic antigen, the signaling molecules regulating this population are poorly understood. Using single-cell RNA sequencing (scRNA-seq), flow cytometry, RNA velocity, and single-cell T cell receptor sequencing (scTCR-seq), we demonstrate that deleting the pseudokinase Trib1 shifts TEX toward CX3CR1+ intermediates with robust enrichment of TKLR via clonal T cell expansion. Adoptive transfer studies demonstrate this shift toward CD8+ TKLR in Trib1-deficient cells is CD8 intrinsic, while CD4-depletion studies demonstrate CD4+ T cells are required for improved viral control in Trib1 conditional knockout mice. Further, Trib1 loss augments anti-programmed death-ligand 1 (PD-L1) blockade to improve viral clearance. These data identify Trib1 as an important regulator of CD8+ TEX whose targeting enhances the TKLR effector state and improves checkpoint inhibitor therapy.
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Affiliation(s)
- Susan E McClory
- Division of Oncology, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Oishi Bardhan
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Kelly S Rome
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Pathology, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Josephine R Giles
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Amy E Baxter
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Lanwei Xu
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Phyllis A Gimotty
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Robert B Faryabi
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - E John Wherry
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Warren S Pear
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.
| | - Martha S Jordan
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.
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45
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Wu JE, Manne S, Ngiow SF, Baxter AE, Huang H, Freilich E, Clark ML, Lee JH, Chen Z, Khan O, Staupe RP, Huang YJ, Shi J, Giles JR, Wherry EJ. In vitro modeling of CD8 + T cell exhaustion enables CRISPR screening to reveal a role for BHLHE40. Sci Immunol 2023; 8:eade3369. [PMID: 37595022 PMCID: PMC11975459 DOI: 10.1126/sciimmunol.ade3369] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Accepted: 07/07/2023] [Indexed: 08/20/2023]
Abstract
Identifying molecular mechanisms of exhausted CD8 T cells (Tex) is a key goal of improving immunotherapy of cancer and other diseases. However, high-throughput interrogation of in vivo Tex can be costly and inefficient. In vitro models of Tex are easily customizable and quickly generate high cellular yield, enabling CRISPR screening and other high-throughput assays. We established an in vitro model of chronic stimulation and benchmarked key phenotypic, functional, transcriptional, and epigenetic features against bona fide in vivo Tex. We leveraged this model of in vitro chronic stimulation in combination with CRISPR screening to identify transcriptional regulators of T cell exhaustion. This approach identified several transcription factors, including BHLHE40. In vitro and in vivo validation defined a role for BHLHE40 in regulating a key differentiation checkpoint between progenitor and intermediate Tex subsets. By developing and benchmarking an in vitro model of Tex, then applying high-throughput CRISPR screening, we demonstrate the utility of mechanistically annotated in vitro models of Tex.
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Affiliation(s)
- Jennifer E. Wu
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy at University of Pennsylvania, Philadelphia, PA, USA
| | - Sasikanth Manne
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Shin Foong Ngiow
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy at University of Pennsylvania, Philadelphia, PA, USA
| | - Amy E. Baxter
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Hua Huang
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Elizabeth Freilich
- Department of Cancer Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Megan L. Clark
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Joanna H. Lee
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Zeyu Chen
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Omar Khan
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Ryan P. Staupe
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Yinghui J. Huang
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Junwei Shi
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Cancer Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Josephine R. Giles
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy at University of Pennsylvania, Philadelphia, PA, USA
| | - E. John Wherry
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Parker Institute for Cancer Immunotherapy at University of Pennsylvania, Philadelphia, PA, USA
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46
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Gallardo-Dodd CJ, Oertlin C, Record J, Galvani RG, Sommerauer C, Kuznetsov NV, Doukoumopoulos E, Ali L, Oliveira MMS, Seitz C, Percipalle M, Nikić T, Sadova AA, Shulgina SM, Shmarov VA, Kutko OV, Vlasova DD, Orlova KD, Rykova MP, Andersson J, Percipalle P, Kutter C, Ponomarev SA, Westerberg LS. Exposure of volunteers to microgravity by dry immersion bed over 21 days results in gene expression changes and adaptation of T cells. SCIENCE ADVANCES 2023; 9:eadg1610. [PMID: 37624890 PMCID: PMC10456848 DOI: 10.1126/sciadv.adg1610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 07/25/2023] [Indexed: 08/27/2023]
Abstract
The next steps of deep space exploration are manned missions to Moon and Mars. For safe space missions for crew members, it is important to understand the impact of space flight on the immune system. We studied the effects of 21 days dry immersion (DI) exposure on the transcriptomes of T cells isolated from blood samples of eight healthy volunteers. Samples were collected 7 days before DI, at day 7, 14, and 21 during DI, and 7 days after DI. RNA sequencing of CD3+ T cells revealed transcriptional alterations across all time points, with most changes occurring 14 days after DI exposure. At day 21, T cells showed evidence of adaptation with a transcriptional profile resembling that of 7 days before DI. At 7 days after DI, T cells again changed their transcriptional profile. These data suggest that T cells adapt by rewiring their transcriptomes in response to simulated weightlessness and that remodeling cues persist when reexposed to normal gravity.
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Affiliation(s)
- Carlos J. Gallardo-Dodd
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Christian Oertlin
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Julien Record
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Rômulo G. Galvani
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Laboratory of Bioinformatics and Computational Biology, Division of Experimental and Translational Research, Brazilian National Cancer Institute (INCA), Rio de Janeiro, RJ, Brazil
- Universidade Veiga de Almeida, Rio de Janeiro, Brazil
- Laboratory for Thymus Research (LPT), Oswaldo Cruz Institute, Oswaldo Cruz Foundation (FIOCRUZ), Rio de Janeiro, Brazil
| | - Christian Sommerauer
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Nikolai V. Kuznetsov
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | | | - Liaqat Ali
- Program in Biology, Division of Science and Mathematics, New York University Abu Dhabi (NYUAD), Abu Dhabi, United Arab Emirates
- Core Technology Platform, NYUAD, Abu Dhabi, United Arab Emirates
| | - Mariana M. S. Oliveira
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Christina Seitz
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Mathias Percipalle
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Tijana Nikić
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Anastasia A. Sadova
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Sofia M. Shulgina
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Vjacheslav A. Shmarov
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Olga V. Kutko
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Daria D. Vlasova
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Kseniya D. Orlova
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Marina P. Rykova
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - John Andersson
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Piergiorgio Percipalle
- Program in Biology, Division of Science and Mathematics, New York University Abu Dhabi (NYUAD), Abu Dhabi, United Arab Emirates
- Center for Genomics and Systems Biology, NYUAD, Abu Dhabi, United Arab Emirates
- Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, Stockholm, Sweden
| | - Claudia Kutter
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Sergey A. Ponomarev
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Lisa S. Westerberg
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
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47
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Schoonhoven AOV, de Bruijn MJ, Stikker B, Brouwer RW, Braunstahl GJ, van IJcken WF, Graf T, Huylebroeck D, Hendriks RW, Stik G, Stadhouders R. 3D chromatin reprogramming primes human memory T H2 cells for rapid recall and pathogenic dysfunction. Sci Immunol 2023; 8:eadg3917. [PMID: 37418545 PMCID: PMC7617366 DOI: 10.1126/sciimmunol.adg3917] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 06/13/2023] [Indexed: 07/09/2023]
Abstract
Memory T cells provide long-lasting defense responses through their ability to rapidly reactivate, but how they efficiently "recall" an inflammatory transcriptional program remains unclear. Here, we show that human CD4+ memory T helper 2 (TH2) cells carry a chromatin landscape synergistically reprogrammed at both one-dimensional (1D) and 3D levels to accommodate recall responses, which is absent in naive T cells. In memory TH2 cells, recall genes were epigenetically primed through the maintenance of transcription-permissive chromatin at distal (super)enhancers organized in long-range 3D chromatin hubs. Precise transcriptional control of key recall genes occurred inside dedicated topologically associating domains ("memory TADs"), in which activation-associated promoter-enhancer interactions were preformed and exploited by AP-1 transcription factors to promote rapid transcriptional induction. Resting memory TH2 cells from patients with asthma showed premature activation of primed recall circuits, linking aberrant transcriptional control of recall responses to chronic inflammation. Together, our results implicate stable multiscale reprogramming of chromatin organization as a key mechanism underlying immunological memory and dysfunction in T cells.
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Affiliation(s)
- Anne Onrust-van Schoonhoven
- Department of Pulmonary Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
- Department of Cell Biology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Marjolein J.W. de Bruijn
- Department of Pulmonary Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Bernard Stikker
- Department of Pulmonary Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Rutger W.W. Brouwer
- Center for Biomics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Gert-Jan Braunstahl
- Department of Pulmonary Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
- Department of Respiratory Medicine, Franciscus Gasthuis and Vlietland, Rotterdam, Netherlands
| | | | - Thomas Graf
- Centre for Genomic Regulation (CRG) and Institute of Science and Technology (BIST), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Danny Huylebroeck
- Department of Cell Biology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Rudi W. Hendriks
- Department of Pulmonary Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Grégoire Stik
- Josep Carreras Leukaemia Research Institute (IJC), Badalona, Spain
| | - Ralph Stadhouders
- Department of Pulmonary Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
- Department of Cell Biology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
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48
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Weng NP. Transcriptome-based measurement of CD8 + T cell age and its applications. Trends Immunol 2023; 44:542-550. [PMID: 37248098 PMCID: PMC10330598 DOI: 10.1016/j.it.2023.05.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 05/05/2023] [Accepted: 05/08/2023] [Indexed: 05/31/2023]
Abstract
The ability of T cells to undergo robust cell division in response to antigenic stimulation is essential for competent T cell function. However, this ability is reduced with aging and contributes to increased susceptibility to infectious diseases, cancers, and other diseases among older adults. To better understand T cell aging, improved measurements of age-related cellular changes in T cells are necessary. The recent development of machine learning (ML)-assisted transcriptome-based quantification of individual CD8+ T cell age represents a significant step forward in this regard. It reveals both prominent and subtle changes in gene expression and points to potential functional alterations of CD8+ T cells with aging. I argue that single-cell transcriptome-based age prediction in the immune system may have promising future applications.
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Affiliation(s)
- Nan-Ping Weng
- Laboratory of Molecular Biology and Immunology, National Institute on Aging, National Institutes of Health, Baltimore, MD 21224, USA.
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49
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Kretschmer L, Fuchs N, Busch DH, Buchholz VR. Picking up speed: cell cycle regulation during effector CD8 + T cell differentiation. Med Microbiol Immunol 2023:10.1007/s00430-023-00768-7. [PMID: 37277539 DOI: 10.1007/s00430-023-00768-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Accepted: 05/17/2023] [Indexed: 06/07/2023]
Abstract
Clonal expansion and development of immunological memory are two hallmarks of adaptive immune responses. Resolving the intricate pathways that regulate cell cycle activity and lead to the generation of diverse effector and memory T cell subsets is essential for improving our understanding of protective T cell immunity. A deeper knowledge of cell cycle regulation in T cells also has translational implications for adoptive cell therapies and vaccinations against infectious diseases. Here, we summarize recent evidence for an early diversification of effector and memory CD8+ T cell fates and discuss how this process is coupled to discrete changes in division speed. We further review technical advances in lineage tracing and cell cycle analysis and outline how these techniques have shed new light on the population dynamics of CD8+ T cell responses, thereby refining our current understanding of the developmental organization of the memory T cell pool.
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Affiliation(s)
- Lorenz Kretschmer
- Institute for Medical Microbiology, Immunology and Hygiene, Technische Universität München (TUM), Munich, Germany.
| | - Noémie Fuchs
- Institute for Medical Microbiology, Immunology and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - Dirk H Busch
- Institute for Medical Microbiology, Immunology and Hygiene, Technische Universität München (TUM), Munich, Germany
- German Center for Infection Research (DZIF), Partner Site, Munich, Germany
| | - Veit R Buchholz
- Institute for Medical Microbiology, Immunology and Hygiene, Technische Universität München (TUM), Munich, Germany
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50
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Zhang J, Lei F, Tan H. The development of CD8 T-cell exhaustion heterogeneity and the therapeutic potentials in cancer. Front Immunol 2023; 14:1166128. [PMID: 37275913 PMCID: PMC10232978 DOI: 10.3389/fimmu.2023.1166128] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Accepted: 04/25/2023] [Indexed: 06/07/2023] Open
Abstract
CD8+ T cells are essential lymphocytes with cytotoxic properties for antitumor immunotherapy. However, during chronic infection or tumorigenesis, these cells often become dysfunctional with a gradually depleted ability to release cytokines and the exhibition of reduced cytotoxicity, the state referred to as "T-cell exhaustion" (Tex). This unique state was characterized by the increasing expression of inhibitory checkpoint receptors, and interventions targeting immune checkpoint blockades (ICBs) have been considered as a promising strategy to stimulate T-cell killing. Recent investigations have demonstrated that exhausted T cells not only display functional, metabolic, transcriptional, and epigenetic differences but also comprise a heterogeneous group of cells. In this review, we summarize the current findings on dynamic differentiation process during Tex heterogeneity development in cancer and chronic infection. We discuss how the responses to immunotherapy are determined by these distinct subsets and highlight prospective approaches for improving the efficacy of ICB therapy for cancer by leveraging the heterogeneity of T cells.
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Affiliation(s)
- Junfeng Zhang
- Department of Basic Research, Guangzhou Laboratory, Guangzhou, China
| | - Feifei Lei
- Lab of Liver Disease, Department of Infectious Diseases, Renmin Hospital, Hubei University of Medicine, Shiyan, Hubei, China
| | - Huabing Tan
- Lab of Liver Disease, Department of Infectious Diseases, Renmin Hospital, Hubei University of Medicine, Shiyan, Hubei, China
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