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Liang Y, Xu Q, Liu S, Li J, Wang F, Li Z, Liao L, Lu Y, Li Y, Mu F, Sun HX, Zhu L. Single-Cell Transcriptomics Reveals Killing Mechanisms of Antitumor Cytotoxic CD4+ TCR-T Cells. Front Immunol 2022; 13:939940. [PMID: 35928827 PMCID: PMC9343810 DOI: 10.3389/fimmu.2022.939940] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Accepted: 06/21/2022] [Indexed: 11/19/2022] Open
Abstract
T cell receptor-engineered T cells (TCR-Ts) have emerged as potent cancer immunotherapies. While most research focused on classical cytotoxic CD8+ T cells, the application of CD4+ T cells in adoptive T cell therapy has gained much interest recently. However, the cytotoxic mechanisms of CD4+ TCR-Ts have not been fully revealed. In this study, we obtained an MHC class I-restricted MART-127-35-specific TCR sequence based on the single-cell V(D)J sequencing technology, and constructed MART-127-35-specific CD4+ TCR-Ts and CD8+ TCR-Ts. The antitumor effects of CD4+ TCR-Ts were comparable to those of CD8+ TCR-Ts in vitro and in vivo. To delineate the killing mechanisms of cytotoxic CD4+ TCR-Ts, we performed single-cell RNA sequencing and found that classical granule-dependent and independent cytolytic pathways were commonly used in CD4+ and CD8+ TCR-Ts, while high expression of LTA and various costimulatory receptors were unique features for cytotoxic CD4+ TCR-Ts. Further signaling pathway analysis revealed that transcription factors Runx3 and Blimp1/Tbx21 were crucial for the development and killing function of cytotoxic CD4+ T cells. Taken together, we report the antitumor effects and multifaceted killing mechanisms of CD4+ TCR-Ts, and also indicate that MHC class I-restricted CD4+ TCR-Ts could serve as potential adoptive T cell therapies.
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Affiliation(s)
- Yanling Liang
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
- Beijing Genomics Institute (BGI)-Shenzhen, Shenzhen, China
| | - Qumiao Xu
- Beijing Genomics Institute (BGI)-Shenzhen, Shenzhen, China
- *Correspondence: Qumiao Xu, ; Feng Mu, ; Hai-Xi Sun, ; Linnan Zhu,
| | - Songming Liu
- Beijing Genomics Institute (BGI)-Shenzhen, Shenzhen, China
| | - Jie Li
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
- Beijing Genomics Institute (BGI)-Shenzhen, Shenzhen, China
| | - Fei Wang
- Beijing Genomics Institute (BGI)-Shenzhen, Shenzhen, China
| | - Ziyi Li
- Beijing Genomics Institute (BGI)-Shenzhen, Shenzhen, China
| | - Lijuan Liao
- Beijing Genomics Institute (BGI)-Shenzhen, Shenzhen, China
| | - Yuting Lu
- Beijing Genomics Institute (BGI)-Shenzhen, Shenzhen, China
| | - Yijian Li
- Beijing Genomics Institute (BGI)-Shenzhen, Shenzhen, China
| | - Feng Mu
- Beijing Genomics Institute (BGI), Shenzhen, China
- *Correspondence: Qumiao Xu, ; Feng Mu, ; Hai-Xi Sun, ; Linnan Zhu,
| | - Hai-Xi Sun
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
- Beijing Genomics Institute (BGI)-Shenzhen, Shenzhen, China
- Beijing Genomics Institute (BGI)-Beijing, Beijing, China
- *Correspondence: Qumiao Xu, ; Feng Mu, ; Hai-Xi Sun, ; Linnan Zhu,
| | - Linnan Zhu
- Beijing Genomics Institute (BGI)-Shenzhen, Shenzhen, China
- Biomedical Pioneering Innovation Center (BIOPIC), Peking University, Beijing, China
- Institute of Cancer Research, Shenzhen Bay Laboratory, Shenzhen, China
- *Correspondence: Qumiao Xu, ; Feng Mu, ; Hai-Xi Sun, ; Linnan Zhu,
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Wang F, Ding P, Liang X, Ding X, Brandt CB, Sjöstedt E, Zhu J, Bolund S, Zhang L, de Rooij LPMH, Luo L, Wei Y, Zhao W, Lv Z, Haskó J, Li R, Qin Q, Jia Y, Wu W, Yuan Y, Pu M, Wang H, Wu A, Xie L, Liu P, Chen F, Herold J, Kalucka J, Karlsson M, Zhang X, Helmig RB, Fagerberg L, Lindskog C, Pontén F, Uhlen M, Bolund L, Jessen N, Jiang H, Xu X, Yang H, Carmeliet P, Mulder J, Chen D, Lin L, Luo Y. Endothelial cell heterogeneity and microglia regulons revealed by a pig cell landscape at single-cell level. Nat Commun 2022; 13:3620. [PMID: 35750885 PMCID: PMC9232580 DOI: 10.1038/s41467-022-31388-z] [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: 11/24/2021] [Accepted: 06/16/2022] [Indexed: 11/23/2022] Open
Abstract
Pigs are valuable large animal models for biomedical and genetic research, but insights into the tissue- and cell-type-specific transcriptome and heterogeneity remain limited. By leveraging single-cell RNA sequencing, we generate a multiple-organ single-cell transcriptomic map containing over 200,000 pig cells from 20 tissues/organs. We comprehensively characterize the heterogeneity of cells in tissues and identify 234 cell clusters, representing 58 major cell types. In-depth integrative analysis of endothelial cells reveals a high degree of heterogeneity. We identify several functionally distinct endothelial cell phenotypes, including an endothelial to mesenchymal transition subtype in adipose tissues. Intercellular communication analysis predicts tissue- and cell type-specific crosstalk between endothelial cells and other cell types through the VEGF, PDGF, TGF-β, and BMP pathways. Regulon analysis of single-cell transcriptome of microglia in pig and 12 other species further identifies MEF2C as an evolutionally conserved regulon in the microglia. Our work describes the landscape of single-cell transcriptomes within diverse pig organs and identifies the heterogeneity of endothelial cells and evolutionally conserved regulon in microglia.
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Affiliation(s)
- Fei Wang
- Lars Bolund Institute of Regenerative Medicine, Qingdao-Europe Advanced Institute for Life Sciences, BGI-Qingdao, BGI-Shenzhen, Qingdao, China
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- BGI-Shenzhen, Shenzhen, China
| | - Peiwen Ding
- BGI-Shenzhen, Shenzhen, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Xue Liang
- Lars Bolund Institute of Regenerative Medicine, Qingdao-Europe Advanced Institute for Life Sciences, BGI-Qingdao, BGI-Shenzhen, Qingdao, China
- Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Xiangning Ding
- BGI-Shenzhen, Shenzhen, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Camilla Blunk Brandt
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- Steno Diabetes Center Aarhus, Aarhus University Hospital, Aarhus, Denmark
| | - Evelina Sjöstedt
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Jiacheng Zhu
- BGI-Shenzhen, Shenzhen, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Saga Bolund
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Lijing Zhang
- BGI-Shenzhen, Shenzhen, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
- MGI, BGI-Shenzhen, Shenzhen, China
| | - Laura P M H de Rooij
- Laboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology, VIB, Leuven, Belgium
- Department of Oncology, Leuven Cancer Institute, KU Leuven, Leuven, Belgium
| | - Lihua Luo
- BGI-Shenzhen, Shenzhen, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Yanan Wei
- BGI-Shenzhen, Shenzhen, China
- College of Basic Medicine, Qingdao University, Qingdao, China
| | - Wandong Zhao
- BGI-Shenzhen, Shenzhen, China
- College of Basic Medicine, Qingdao University, Qingdao, China
| | - Zhiyuan Lv
- BGI-Shenzhen, Shenzhen, China
- College of Basic Medicine, Qingdao University, Qingdao, China
| | - János Haskó
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
| | - Runchu Li
- BGI-Shenzhen, Shenzhen, China
- College of Basic Medicine, Qingdao University, Qingdao, China
| | - Qiuyu Qin
- BGI-Shenzhen, Shenzhen, China
- College of Basic Medicine, Qingdao University, Qingdao, China
| | - Yi Jia
- BGI-Shenzhen, Shenzhen, China
- College of Basic Medicine, Qingdao University, Qingdao, China
| | - Wendi Wu
- BGI-Shenzhen, Shenzhen, China
- College of Basic Medicine, Qingdao University, Qingdao, China
| | - Yuting Yuan
- School of Basic Medical Sciences, Binzhou Medical University, Yantai, China
| | - Mingyi Pu
- BGI-Shenzhen, Shenzhen, China
- College of Basic Medicine, Qingdao University, Qingdao, China
| | - Haoyu Wang
- BGI-Shenzhen, Shenzhen, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Aiping Wu
- Institute of Systems Medicine, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China
- Suzhou Institute of Systems Medicine, Suzhou, China
| | - Lin Xie
- MGI, BGI-Shenzhen, Shenzhen, China
| | - Ping Liu
- MGI, BGI-Shenzhen, Shenzhen, China
| | | | | | - Joanna Kalucka
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- Steno Diabetes Center Aarhus, Aarhus University Hospital, Aarhus, Denmark
- Aarhus University of Advanced Studies (AIAS), Aarhus University, Aarhus, Denmark
| | - Max Karlsson
- Department of Protein Science, Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, Sweden
| | - Xiuqing Zhang
- BGI-Shenzhen, Shenzhen, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Rikke Bek Helmig
- Department of Obstetrics and Gynecology, Aarhus University Hospital, Aarhus, Denmark
| | - Linn Fagerberg
- Department of Protein Science, Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, Sweden
| | - Cecilia Lindskog
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Fredrik Pontén
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Mathias Uhlen
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
- Department of Protein Science, Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, Sweden
| | - Lars Bolund
- Lars Bolund Institute of Regenerative Medicine, Qingdao-Europe Advanced Institute for Life Sciences, BGI-Qingdao, BGI-Shenzhen, Qingdao, China
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
| | - Niels Jessen
- Steno Diabetes Center Aarhus, Aarhus University Hospital, Aarhus, Denmark
| | | | - Xun Xu
- BGI-Shenzhen, Shenzhen, China
| | - Huanming Yang
- BGI-Shenzhen, Shenzhen, China
- IBMC-BGI Center, the Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, China
| | - Peter Carmeliet
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- Laboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology, VIB, Leuven, Belgium
- Department of Oncology, Leuven Cancer Institute, KU Leuven, Leuven, Belgium
- Center for Biotechnology, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Jan Mulder
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Dongsheng Chen
- BGI-Shenzhen, Shenzhen, China.
- Institute of Systems Medicine, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China.
- Suzhou Institute of Systems Medicine, Suzhou, China.
| | - Lin Lin
- Department of Biomedicine, Aarhus University, Aarhus, Denmark.
- Steno Diabetes Center Aarhus, Aarhus University Hospital, Aarhus, Denmark.
| | - Yonglun Luo
- Lars Bolund Institute of Regenerative Medicine, Qingdao-Europe Advanced Institute for Life Sciences, BGI-Qingdao, BGI-Shenzhen, Qingdao, China.
- Department of Biomedicine, Aarhus University, Aarhus, Denmark.
- BGI-Shenzhen, Shenzhen, China.
- Steno Diabetes Center Aarhus, Aarhus University Hospital, Aarhus, Denmark.
- IBMC-BGI Center, the Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, China.
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